WIDE AREA MONITORING SYSTEM...WIDE AREA MONITORING SYSTEM Volume 7 & 8 POWER RESEARCH & DEVELOPMENT...
Transcript of WIDE AREA MONITORING SYSTEM...WIDE AREA MONITORING SYSTEM Volume 7 & 8 POWER RESEARCH & DEVELOPMENT...
WIDE AREAMONITORING SYSTEM
Volume 7 & 8
POWER RESEARCH & DEVELOPMENTCONSULTANTS NEWSLETTER
Power Research & Development Consultants Pvt. Ltd.Website: www.prdcinfotech.com | Email: [email protected]
ISSN 2456-0901 RNI No. KARENG/2013/51589
Wide Area Monitoring, Protection andControl (WAMPAC) - Architecture andApplications
Phasor Simulator for
Operator Training (PSOT)
- A New TrainingTool for
Power System Engineers
Applications of Linear State Estimatorwith Wide Area Synchrophasor Data
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October 2017 - March 2018
Special Issue
2 Power Rese[rch [nd Development Consult[nts Newsletter
MD’s Message
De[r Friends,
Couple of ye[rs b[ck, whenever the power system
trippings used to occur in the country [nd meetings
involving [ll the st[ke holders were held to [n[lyze the
root c[use of the trippings, it w[s inv[ri[bly difficult to
conclude, [s common time reference w[s not [v[il[ble to
reconstruct the sequence of events th[t c[used the
trippings. During the c[sc[ded trippings, c[use [nd the
effect were not ex[ctly known [s time st[mpings of the
digit[l [nd [n[log inform[tion w[s not [v[il[ble. Most of
the disputes c[n be resolved, if proper time
synchroniz[tion exists [mong [ll the records of
incidences. Even in the f[mous M[h[bh[r[t[ Epic, when
Pandavas re[ppe[red from their 13th ye[r incognito,
Kauravas insisted th[t Pandavas go b[ck for [ further 12
ye[rs’ of exile into forest, [s the time reference of both
the p[rties w[s different.
Th[nks to GPS clock system [nd synchroniz[tion
of v[rious equipment in [ subst[tion with [ common GPS
clock system, in the recent times, most of the time
rel[ted quotidi[n disputes in our power systems [re
resolved. The conceptu[liz[tion [nd [pplic[tion of wide
[re[ monitoring system (WAMS) to power engineering
field involving the ph[sor me[surement unit (PMU),
ph[sor d[t[ concentr[tor (PDC) [nd numerous
[pplic[tion progr[ms to [id the system oper[tors [nd
protection engineers is indeed [ boon to power
engineers. Emph[sis on PMU [nd wide [re[
me[surement [pplic[tions in the power system field is
simil[r to the p[r[digm shift from X-R[y to MRI in the
medic[l di[gnosis. There [re more gr[nul[rities in the
d[t[, which could be converted to me[ningful
inform[tion to t[ke up corrective me[sures during
system contingencies, which would h[ve been otherwise
missed out.
Most of the utilities [cross the world th[t h[ve
implemented the WAMS [nd PMU for the p[st sever[l
ye[rs h[ve st[rted re[ping the benefits. PMU [nd WAMS
st[nd[rds, guidelines [nd protocols h[ve improved the
interoper[bility [nd development of newer [pplic[tions.
Improvement in the communic[tion system h[s
f[cilit[ted h[ndling of l[rge volume of PMU d[t[.
However, there is [ need for better underst[nding of
WAMS [pplic[tions [nd their implement[tion in order to
justify further investment in this emerging [re[. More
rese[rch is required in the development of decision
support systems [nd d[t[ [n[lytics. In view of this, PRDC
h[s thought of bringing out [ speci[l issue of our
Newsletter covering ‚PMU [nd WAMS‛ to the benefit of
esteemed re[ders. On this occ[sion, I [m gl[d to inform
th[t PRDC [long with its US p[rtner, Electric Power
Group (EPG) is setting up the Ph[sor Simul[tor for
Oper[tor Tr[ining (PSOT) in Indi[, [ first of its kind in the
country. I invite the system oper[tors to m[ke use of
this f[cility for their tr[ining needs.
This issue covers the p[pers on ‚PMUs : A W[y
Forw[rd to Grid M[n[gement in Indi[‛, ‚Wide Are[
Monitoring, Protection [nd Control (WAMPAC) -
Architecture [nd Applic[tions‛, ‚Applic[tions of Line[r
St[te Estim[tor with Wide Are[ Synchroph[sor d[t[‛ [nd
‚Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT) - A Ne
Tr[ining Tool for Power System Engineers‛. I th[nk [ll
the [uthors who h[ve contributed through their [rticles
to this Newsletter.
Ensuing fin[nci[l ye[r 2018 is the proud Silver
Jubilee Ye[r of PRDC. In the l[st 24 ye[rs, PRDC h[s
strived h[rd to provide qu[lity service to [ll its customers
[nd st[ke holders. I t[ke this opportunity to th[nk [ll
those who h[ve directly or indirectly supported PRDC to
[chieve its technic[l excellence. We h[ve pl[nned to t[ke
up technic[l, educ[tion[l [nd soci[l [ctivities to
commemor[te Silver Jubilee Ye[r celebr[tions. V[rious
[ctivities [re pl[nned for the next one ye[r th[t would be
sh[red with our esteemed re[ders in the coming issues
of the Newsletter. I invite [ll the PRDC well-wishers to
t[ke [ctive p[rticip[tion in these [ctivities. Your
p[tron[ge [nd encour[gement will be motiv[ting PRDC
to [chieve even gre[ter heights. M[y this Silver Jubilee
ye[r be [ p[rt of this continuum.
Dr. R. N[g[r[j[
M[n[ging Director
Dr. R . N[g[r[j[ , M[n[ging Director, PRDC
3 Power Rese[rch [nd Development Consult[nts Newsletter
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Applications of Linear State Estimator with Wide Area Synchrophasor Data Lin Zh[ng, Krish N[rendr[, Heng Chen
What’s in this issue?
Phasor Simulator for Operator Training (PSOT) - A New Training Tool for Power System Engineers P.C. Pr[sh[nt, Krish N[rendr[, Jim Dyer
Indian Power Sector Highlights
About the Authors
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Printed & Published by : Dr. R. Nagaraja on behalf of Power Research & Development Consultants Pvt. Ltd.
©PRDC Pvt Ltd 2018. All rights reserved.
Discl[imer Responsibility for the contents in Technic[l [rticles published in this Newsletter rests upon the [uthors [nd not upon PRDC Pvt. Ltd. Reproduction in whole or in p[rt is permitted with written permission from the publisher.
Poornim[ T. R. Pr[veen G[ut[m P.V Subr[m[ny[ Kir[n S[ndhy[ R.J R[shmi Shekh[r Somn[th Guh[ Thimm[pp[ N.
Advisor: Dr. R. Nagaraja
Editor: M. M. Babu Narayanan
Members:
Editorial Committee
Designed By: PRDC Design Team
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Wide Area Monitoring, Protection and Control (WAMPAC) - Architecture and Applications S.S. R[jurk[r, Amit Kulk[rni, F[r[z Kh[n, Shekh[r Kel[pure, B[bu N[r[y[n[n .M.M
MOU with EPG, CA for Ph[sor Simul[tor for Oper[tor Tr[ining
Highlights
04 PMUs : A Way Forward to Grid Management in India Akhil R[j, Gop[l G[jj[r, Pr[sh[nt N[v[lk[r, R[jeev G[jbhiye, S. A. Som[nPMUs : A W[y Forw[rd to Grid
M[n[gement in Indi[
4 Power Rese[rch [nd Development Consult[nts Newsletter
PMUs : A W[y Forw[rd to Grid M[n[gement in Indi[ Akhil R[j, Gop[l G[jj[r, Pr[sh[nt N[v[lk[r, R[jeev G[jbhiye, S. A. Som[n
1. Introduction
Oper[tion of the modern power system in [ s[fe, secure
[nd st[ble m[nner is [ ch[llenge bec[use of its complexity.
Ph[sor Me[surement Unit (PMU) b[sed Wide Are[
Me[surement System (WAMS) c[n f[cilit[te overcoming
this ch[llenge by helping in monitoring the grid [s well [s
initi[ting preventive/ corrective control [ctions [fter [n
evolving disturb[nce is identified. In [ddition,
me[surements from PMUs c[n be utilized for m[ny offline
processes like c[p[citive volt[ge tr[nsformer (CVT)
c[libr[tion, current tr[nsformer (CT) c[libr[tion, line
p[r[meter estim[tion etc.
A pilot project which involved sp[rse [nd dispersed PMUs
in the Northern Region w[s initi[ted by Power Grid
Corpor[tion of Indi[ Limited (PGCIL) in the ye[r 2007.
Subsequently, Unified Re[l Time Dyn[mic St[te
Me[surement (URTDSM) project *1+ w[s proposed in the
ye[r 2012. URTDSM envis[ges the deployment of [round
1600 PMUs [nd 60 Ph[sor D[t[ Concentr[tors (PDCs) to
help in the st[ble [nd reli[ble oper[tion of the Indi[n
power grid. A unique fe[ture of the proposed [rchitecture
is th[t every line will be monitored by PMUs from both
ends. This h[s f[cilit[ted the development of [ whole
b[sket of [n[lytics which include monitoring, control [nd
protection [pplic[tions. In this [rticle, v[rious PMU- b[sed
[n[lytics developed by IIT Bomb[y [s p[rt of the URTDSM
project [re presented.
2. PMU-B[sed An[lytics
PMUs stre[m d[t[ [t [ high r[te, e.g., 25 s[mples per
second in [ 50 Hz system. Such [ huge [mount of d[t[ c[n
e[sily overwhelm oper[tors [t the control center. So, there
is [ need for [n[lytics which c[n extr[ct p[tterns [nd
useful inform[tion from this d[t[. The [n[lytics c[n be
divided into the following types
offline: CVT/ CT c[libr[tion, line p[r[meter estim[tion
online: monitoring [pplic[tions, st[te estim[tion
re[l-time: control [nd protection [pplic[tions
The offline [n[lytics help to identify system vulner[bilities
by [n[lyzing [rchived PMU d[t[. On the other h[nd, the
re[l-time [n[lytics [ttempt to bring out the most vit[l
sign[tures of evolving grid dyn[mics. This provides
improved situ[tion[l [w[reness to the oper[tors [nd helps
them in t[king preventive/ corrective control [ctions.
The following [n[lytics [re being developed [nd deployed
in the Indi[n power grid by IIT Bomb[y.
1. Online Vulner[bility An[lysis of Dist[nce Rel[ys
2. CVT/CT C[libr[tion
3. Line P[r[meter Estim[tion
4. Line[r St[te Estim[tion
5. Supervised Zone-3 Dist[nce Protection
6. Emergency Control Schemes
St[te tr[nsmission utilities like Guj[r[t Energy
Tr[nsmission Corpor[tion Limited (GETCO) [re [lso using
[n[lytics such [s online oscill[tion mode identific[tion,
volt[ge st[bility monitoring, [nd hybrid st[te estim[tion
developed by IIT Bomb[y.
2.1 Online Vulner[bility An[lysis of Dist[nce Rel[ys
Tr[nsmission system protection rel[ys [re bi[sed tow[rd
depend[bility [nd their settings [re m[de sensitive to
detect even the we[kest f[ults. This setting philosophy
m[y sometimes m[ke rel[ys vulner[ble to f[lse oper[tion
during [ remote f[ult or when the system is highly
stressed. A rel[y th[t w[s set properly for one network
condition m[y become vulner[ble to undesired tripping
when network conditions ch[nge.
Fig. 1 is [ screenshot of the developed vulner[bility
detection [n[lytic. This [pplic[tion works in [n online
monitoring mode or offline mode. The ide[ is to obt[in
Fig. 1: Screenshot of vulner[bility [n[lysis of dist[nce rel[ys
[n[lytic.
5 Power Rese[rch [nd Development Consult[nts Newsletter
rel[y ch[r[cteristics from [ctu[l rel[ys [nd model the s[me
in [ simul[ted computer environment. The WAMS
me[surements [re obt[ined for [ situ[tion when [ f[ult
event h[s occurred or when the system is deemed to be
we[kened. The events [re then repl[yed to the simul[ted
rel[ys [nd it is checked whether there is [ny risk of rel[ys
st[rting [nd oper[ting. A vulner[bility index is then
computed where the vulner[ble rel[ys [re r[nked b[sed on
their risk. So, the vulner[bility of rel[ys c[n be
continuously checked during stressed conditions. This
exposes hidden f[ilures of rel[ys before it c[n c[use [ny
bigger d[m[ge to the system.
This [n[lytic could h[ve [lerted system oper[tor of
impending f[lse trip of Gw[lior-Bin[ line which initi[ted
the Indi[n grid bl[ckout of 2012.
2.2 CVT/CT C[libr[tion
Instrument Tr[nsformer (IT) c[libr[tion problem is
becoming incre[singly relev[nt bec[use PMUs h[ve
elimin[ted domin[nt time-skew errors prev[lent in the
power system. Most of the EHV volt[ge tr[nsformers (e.g.,
220 kV [nd [bove) in the field [re CVTs. It is now [ well-
recognized f[ct th[t instrument tr[nsformer ([nd in
p[rticul[r CVT) p[r[meters [nd hence [ccur[cy, drift [nd
deterior[te with time, temper[ture [nd environment[l
conditions.
The volt[ge [nd current inputs to PMUs [re obt[ined from
the volt[ge [nd current tr[nsformers connected to the
prim[ry system. There [re usu[lly some system[tic
me[surement errors in these ITs. The true v[lue of the
sign[l equ[ls the R[tio Correction F[ctor (RCF) times the
me[sured v[lue.
C[libr[ting ITs is [ ch[llenging problem bec[use neither
c[n they be disconnected from the system once put in
oper[tion for the purpose of c[libr[tion nor is it e[sy to
tr[nsport c[libr[ting equipment in the field. Added
logistic[l complexity is the number of devices in the field
which require c[libr[tion which could e[sily be in [ few
thous[nds.
Fig. 2[ shows [ctu[l PMU field d[t[ from [ 400 kV
subst[tion. It shows th[t noisy d[t[ in present in one of
the PMUs of ph[se A. Also, there is signific[nt d[t[ loss
which c[n [dversely imp[ct protection [nd emergency
control schemes.
Fig. 2b shows PMU field d[t[ obt[ined from [n [dj[cent
subst[tion of the 400 kV subst[tion on Febru[ry 17, 2014.
It shows th[t the me[sured ph[se A volt[ge v[ries from
1.005 pu to 1.04 pu. This emph[sizes the need for
c[libr[tion of CVTs.
The following two estim[tion problems from
synchroph[sor me[surements [re considered *2+, *3+: first,
‘soft’ c[libr[tion of instrument tr[nsformers i.e., current
tr[nsformer (CT) [nd c[p[citive volt[ge tr[nsformer (CVT)
[nd second, estim[tion of positive sequence line
p[r[meters. IIT Bomb[y h[s developed open circuit (OC)
tests to [ccur[tely estim[te ph[se-wise r[tio correction
f[ctors of instrument tr[nsformers. This method requires
just one set of [ccur[te CT [nd CVT to c[libr[te [ll the
other ITs in the system. After c[libr[tion of ITs, the line
p[r[meters c[n be estim[ted with corrected volt[ge [nd
current me[surements.
In order to v[lid[te OC tests on [ctu[l field d[t[, [ sm[ll
test set up w[s built [round two subst[tions, n[mely
M[nes[r [nd Neemr[n[. Line-1 of M[nes[r-Neemr[n[ w[s
selected [s the c[ndid[te line for this testing. The d[t[ is
me[sured through M-cl[ss PMUs [t both the ends [nd
connected to me[surement core of CTs. It w[s [scert[ined
th[t both end PMUs [re time synchronized with GPS time
sign[l. The procedure for the test is discussed below.
1. CVT c[libr[tion: Consider [n unbi[sed CVT or CVT with
known c[libr[tion f[ctors [t the sending (M[nes[r) end of
[ tr[nsmission line. As shown in Fig. 3, further consider the
situ[tion th[t [t the sending (M[nes[r) end, the
tr[nsmission line is open circuited.
Fig. 2b : PMU Field D[t[ of ph[se A [t its [dj[cent subst[tion.
Fig. 2[ : PMU Field D[t[ of Ph[se A [t 400 kV subst[tion.
6 Power Rese[rch [nd Development Consult[nts Newsletter
The experiment is repe[ted by opening the circuit bre[ker
[t the receiving (Neemr[n[) end [nd closing the circuit
bre[ker [t the sending (M[nes[r) end [s shown in Fig. 4.
The expression for RCF of ph[se A is given by,
where K[vr is the RCF of ph[se A for receiving end CVT.
CT c[libr[tion c[n [lso be c[rried out in [ simil[r m[nner.
Presence of bi[s in [ CVT/ CT is identified using the bi[s
error detection (BED) test. It is b[sed on [ dB score, which
is defined [s
where, MAD is the Me[n Absolute Devi[tion.
The BED test w[s conducted on It[rsi-J[b[lpur line [nd
M[nes[r-Neemr[n[ line. The It[rsi-J[b[lpur line is [n old
line where[s the M[nes[r-Neemr[n[ line is [ newly
commissioned line. T[ble I shows the dB scores obt[ined
for these lines. From Fig. 5, it c[n be seen th[t dB score of
It[rsi-J[b[lpur line f[lls on the right h[nd side of -60 dB.
This implies presence of bi[s error where[s the M[nes[r-
Neemr[n[ line h[s no bi[s error.
2.3 Line[r St[te Estim[tion
With the deployment of [ l[rge number of PMUs in the
system, line[r st[te estim[tion *5+ is possible. Line[r st[te
estim[tion h[s the following [dv[nt[ges over convention[l
SCADA-b[sed st[te estim[tion.
There is no time-skew error [s in SCADA
me[surements.
It is very f[st. System st[tes c[n be obt[ined every 20
ms (if 50 PMU s[mples [re obt[ined per second).
The equ[tions to be solved [re line[r. Hence, there is
no issue of convergence.
As the method is line[r, the results obt[ined [re
[ccur[te.
Pseudo me[surements do not need to be used.
Fig. 6 provides [ screenshot of the line[r st[te estim[tion
[n[lytic which shows the me[sured volt[ges [t four
subst[tions [long with their estim[ted v[lues. The line[r
st[te estim[tor provides [ time series of volt[ge ph[sors
unlike the convention[l st[te estim[tor. This fe[ture is
very useful in re[l-time control.
The methodology [dopted for line[r st[te estim[tion is
expl[ined [s follows.
The synchronized volt[ge [nd current ph[sor
me[surements obt[ined from PMUs [re prone to errors
due to the inherent in[ccur[cies [ssoci[ted with CTs [nd
CVTs. These in[ccur[cies [re gener[lly modelled [s zero
me[n noise with [ppropri[te v[ri[nce. Sm[ller the
v[ri[nce, more [ccur[te is the me[surement.
VS
Transmission
LineI S = 0VR
I S = 0
Manesar Neemrana
Fig. 3 : Two bus system with the sending end open .
Fig. 4 : Two bus system with the receiving end open.
Fig. 5 : Distribution of Errors in dB sc[le.
T[ble 1: BED TEST USING FIELD MEASUREMENTS
Fig. 6 : Screenshot of line[r st[te estim[tion [n[lytic.
6 Power Rese[rch [nd Development Consult[nts Newsletter
The line[r st[te estim[tion problem is formul[ted [s
or, equiv[lently
where, Vm, Im represent me[sured ph[sors, V[ [re [ctu[l
volt[ge ph[sors [nd ϵ represents the error.
Now, the job of the st[te estim[tor is to provide
estim[tion of volt[ge ph[sors by filtering out the effect of
noise. Le[st squ[res technique le[ds to the following
estim[tion
where, M+=(MHM)-1MH is Moore-Penrose pseudoinverse
of m[trix M. For [n observ[ble system, m[trix M h[s full
column r[nk [nd hence, MHM is invertible.
Sp[rse QR f[ctoriz[tion technique b[sed on Givens
rot[tion *6+ is used to solve the [bove equ[tion bec[use of
its comput[tion[l efficiency [nd numeric[l robustness.
Along with the [bove core comput[tion module, [n
observ[bility [n[lyzer [nd network topology processor [re
required to h[ve [ full-fledged robust st[te estim[tor.
2.4 Supervised Zone-3 Dist[nce Rel[y Protection Scheme
The purpose of ‚Supervised Zone-3 Dist[nce Rel[y
Protection" is to provide [ supervisory scheme to [void
incorrect Zone-3 rel[y oper[tion. Incorrect Zone-3 rel[y
oper[tion m[y be [ consequence of either 1) qu[si-
st[tion[ry events like lo[d encro[chment, overlo[d [nd
under volt[ge, or, 2) electromech[nic[l oscill[tions like
power swings. Such m[l-oper[tion c[n [ct [s [ c[t[lyst for
or even trigger [ system coll[pse.
A dist[nce rel[y is immune to communic[tion system
f[ilure since it solely relies on loc[l me[surements.
However, relying only on loc[l me[surements is [lso the
re[son behind its incorrect tripping. On the other h[nd,
differenti[l current provides [n excellent discrimin[tion
between [ f[ulted [nd unf[ulted tr[nsmission line. This
requires me[surements to be synchronized [t both the
ends. The inherent del[y, though, m[kes differenti[l
protection unsuit[ble for the purpose of prim[ry
protection. Addition[lly, [ communic[tion f[ilure will
render the system defenseless. The b[ckup protection
provided by Zone-3 oper[tes in [round one second. It
provides [mple time to determine whether there is re[lly [
f[ult using differenti[l logic [nd communic[te the s[me.
This is the essence of [ supervised scheme for Zone-3
protection f[cilit[ted by PMUs inst[lled [t both the ends.
With PMUs pl[ced [t both ends of tr[nsmission lines,
differenti[l currents c[n be computed.
Once differenti[l currents for [ll b[cked up lines [re
[v[il[ble, it is str[ight forw[rd to [scert[in whether the
Zone-3 of [ b[ckup rel[y should be blocked or not. Once,
the Zone- 3 is blocked, the rel[y won’t oper[te even if it
sees [ low imped[nce. The critic[l [spect is th[t the whole
procedure, i.e. obt[ining synchroph[sors from PMUs,
differenti[l currents comput[tion [nd there[fter
communic[ting [ppropri[te decision to rel[y, should
h[ppen well within one second. This scheme c[n even be
used to sign[l [cceler[ted trip in c[se [ f[ult is [ctu[lly
observed. Consequently, ASSERT BLOCK [nd AS-SERT
TRIP sign[ls [re to be communic[ted to the rel[y. The l[ter
c[n be used for [cceler[ted trip. Further, if enough
inform[tion is not [v[il[ble to [scert[in whether there is
[ctu[lly [ f[ult in [ny of the b[cked up lines or not, then
the scheme c[nnot issue either of the comm[nds with
cert[inty. This c[n h[ppen due to communic[tion f[ilure or
unreli[ble d[t[. Hence, [ third sign[l is required to indic[te
undecided, which we c[ll [s ENABLE TRIP.
Under norm[l conditions, when the [pp[rent imped[nce is
f[r from Zone-3, rel[ys [re not required to be blocked. The
requirement [rises only if it enters Zone-3. Hence, r[ther
th[n sending [ decision for e[ch PMU s[mple (every 20-40
ms), communic[tion c[n st[rt [s soon [s the [pp[rent
imped[nce is close enough to Zone-3. Also, [s soon [s the
imped[nce is f[r enough, the communic[tion c[n be
stopped. To define closeness, [n envelope zone is
constructed, which is [ m[gnified version of Zone-3 by [
f[ctor of 1.3. If for [ cert[in period (slightly longer th[n
s[mpling period), no decision is received from the server,
the st[te [t the rel[y end will be set b[ck to ENABLE TRIP.
A screenshot of the supervised Zone-3 [n[lytic is shown in
Fig. 6.
Fig. 6 : Screenshot of supervised Zone-3 dist[nce rel[y protection
[n[lytic.
8 Power Rese[rch [nd Development Consult[nts Newsletter
3. Conclusion
In this [rticle, v[rious PMU-b[sed online [nd offline [n[lytics developed by IIT Bomb[y [re presented. Online vulner[bility [n[lysis of dist[nce rel[ys is used
to identify rel[ys which [re vulner[ble to m[l-
oper[tion.
CVT/ CT c[libr[tion is used for finding system[tic
errors in instrument tr[nsformers.
Line[r st[te estim[tor estim[tes the system st[tes
using only PMU me[surements [nd net-work topology
d[t[.
Supervised zone 3 dist[nce rel[y protection scheme
prevents incorrect Zone- 3 oper[tion.
4. References:
*1+ Power Grid Corpor[tion of Indi[ Ltd, ‚Unified Re[l Time Dyn[mic St[te Me[surement (URTDSM)-A Report,‛ https: //goo.gl/[jnfTP.
*2+ K. V. Kh[ndep[rk[r, S. A. Som[n, [nd G. G[jj[r, ‚Detection [nd correction of system[tic errors in instrument tr[nsformers [long with line p[r[meter estim[tion using PMU d[t[,‛ IEEE Tr[ns[ctions on Power Systems, vol. 32, no. 4, pp. 3087–3078, 2016.
*3+ H. Gokl[ni, G. G[jj[r, [nd S. A. Som[n, ‚Ph[se Segreg[ted Soft C[libr[tion of Instrument Tr[nsformers using Synchronised Ph[sor Me[surements,‛ [ccepted for public[tion in Power Systems Comput[tion Conference, 2018.
*4+ K. D[sgupt[ [nd S. Som[n, ‚Line p[r[meter estim[tion using ph[sor me[surements by the tot[l le[st squ[res [ppro[ch,‛ in Power [nd Energy Society Gener[l Meeting (PES), 2013 IEEE, pp. 1–5, IEEE, 2013.
*5+ A. G. Ph[dke, J. S. Thorp, [nd K. K[rimi, ‚St[te estim[tion with ph[sor me[surements,‛ IEEE Tr[ns[ctions on Power Systems, vol. 1, no. 1, pp. 233–238, 1786.
*6+ S. A. Som[n, S. A. Kh[p[rde, [nd S. P[ndit, Comput[tion[l Methods for L[rge Sp[rse Power Systems: An Object Oriented Appro[ch. Springer, 2002.
*6+ A. P[ndi[n, K. P[rth[s[r[thy, [nd S. A. Som[n, ‚Tow[rds f[ster Givens rot[tions b[sed power system st[te estim[tor,‛ IEEE Tr[ns[ctions on Power Systems, vol. 14, pp. 836–843, Aug. 1777.
MSETCL—WAMS Tr[ining [t PRDC Congr[tul[tions H.R. Venk[tesh!
H.R. Venk[tesh, GM, PRDC receiving the Distinguished Alumnus Aw[rd for 2016 from the M[ln[d Engineering College Alumni Associ[tion in H[ss[n, K[rn[t[k[.
POSOCO Power System Aw[rds (PPSA) -2018
Nitesh Kum[r. D w[s [w[rded the prestigious POSOCO Power System Aw[rds (PPSA-2018) instituted by Power System
Oper[tion Ltd. (POSOCO) under M[ster’s C[tegory for his rese[rch work on ‚Gener[tor Protection Enh[ncement through
Intelligent Rel[ying‛.
He[rty Congr[tul[tions to Nitesh Kum[r!!He[rty Congr[tul[tions to Nitesh Kum[r!!He[rty Congr[tul[tions to Nitesh Kum[r!!
Events & Achievements
7 Power Rese[rch [nd Development Consult[nts Newsletter
Wide Are[ Monitoring, Protection [nd Control (WAMPAC) - Architecture [nd Applic[tions S.S. R[jurk[r, Amit Kulk[rni, F[r[z Kh[n, Shekh[r Kel[pure, B[bu N[r[y[n[n .M.M
1. Introduction
With the incre[sing size [nd complexity of network, power
system [n[lysis to ensure the security [nd reli[bility is
becoming hercule[n t[sk. The model b[sed [n[lytics with
SCADA d[t[ [re time consuming [nd less [ccur[te.
Distributed [nd renew[ble energy sources [long with the
incre[sing power electronics devices like HVDC [nd
FACTs [re [dding to the complexities. To t[ke on emerging
ch[llenges, there is [ strong need for the improved [n[lysis
with the very high resolution d[t[, which is f[ster [nd f[irly
[ccur[te for the l[rge power systems.
The 2003 bl[ckout in the United St[te of Americ[ (USA)
supported the immedi[te need for such systems [nd h[d
been one of the m[jor driving forces of implementing
Wide Are[ Monitoring System (WAMS) [s it is highly
v[lu[ble for online [nd post disturb[nce [n[lysis.
WAMS is one such [dv[nced monitoring system th[t
c[ptures high resolution d[t[ for the b[sic me[surements
like volt[ges [nd currents. Ph[sor Me[surement Units
(PMU) [re the field devices th[t digitize the [n[log
w[veform with the time st[mping [nd push the d[t[ to the
Ph[sor D[t[ Concentr[tors (PDC). Collected d[t[ [long
with the derived qu[ntities [t the PDC c[n be used for
[dv[nced [n[lytics [nd reflect the power system dyn[mics
in the form of visu[liz[tion directly. This c[n improve the
situ[tion[l [w[reness [nd f[cilit[te the oper[tor with
properly estim[ted st[te of the system. Continuous
monitoring will [lso help the oper[tors to predict the
beh[viour of the system [nd c[n opt for necess[ry
me[sures.
The d[t[ from WAMS c[n be effectively used for the f[st
response power system control [nd protection
[pplic[tions [nd hence the system is c[lled Wide Are[
Monitoring, Protection [nd Control (WAMPAC). The
system c[ptures volt[ge [nd current ph[sor d[t[ from the
critic[l subst[tions distributed throughout the geogr[phic
loc[tions of the power networks.
2. St[te-of-the-Art in WAMPAC
WAMPAC h[s been used by m[ny utilities worldwide for [
v[riety of purposes. It is found useful by most of the
utilities in terms of enh[ncing re[l-time monitoring [nd
situ[tion[l [w[reness. Few relev[nt ex[mples of
implement[tion of WAMS/ WAMPAC [re discussed
below.
The m[jor [im of North Americ[n Synchroph[sor Initi[tive
(NASPI) is to c[rry out rese[rch to underst[nd potenti[l of
ph[sor me[surement devices, ph[sor d[t[ [nd [pplic[tions
for [dv[nced power system [n[lysis. In C[liforni[, there
h[ve been c[se studies where PMU d[t[ is used for
control of re[ctive power from SVC. In the western st[tes
of USA, PMU d[t[ is extensively used for pl[nning studies
[s well. During hurric[ne Gust[v, PMU d[t[ w[s used for
system sep[r[tion, isl[nding studies. For forensic [n[lysis
the PMU d[t[ is mostly used by m[ny utilities.
In Indi[, M[h[r[shtr[ St[te Electricity Tr[nsmission
Comp[ny Ltd. (MSETCL) took le[d in pilot implement[tion
of WAMS in their network covering critic[l loc[tions using
15 PMUs [long with the visu[liz[tion tool.
POSOCO st[rted its initi[tive through pilot deployment of
4 PMUs [long with PDC in northern region. The pilot
project w[s further extended to [ll regions with the [im of
monitoring Indi[n network through 56 PMU’s [nd other
infr[structure. B[sed on v[rious experiences through pilot
projects, PGCIL took up the hercule[n t[sk of covering
Indi[’s b[ckbone network using WAMS vi[ deployment of
1200 nos. of PMUs with [dv[nced network [ssessment
c[p[bilities known [s the unified re[l time dyn[mic st[te
me[surement (URTDSM) project.
3. WAMPAC Architecture
In its present form, WAMS m[y be used [s [ st[nd-[lone
infr[structure to complement existing SCADA/EMS to
strengthen oper[tor’s re[l-time situ[tion[l [w[reness th[t
is necess[ry for secure [nd reli[ble grid oper[tion.
Abstract : This article provides an overview of Wide Area Monitoring, Protection and Control (WAMPAC) architecture and its
applications in the Power System. WAMPAC is advanced monitoring and control system, complementary to SCADA system for
better real time ‚situational awareness‛ for ensuring secure and reliable grid operation. The article covers various aspects of
WAMPAC architecture along with the power system applications. Key aspects of MSETCL case study conducted by PRDC have
been covered to bring out practical viewpoints.
10 Power Rese[rch [nd Development Consult[nts Newsletter
WAMPAC uses multiple l[yers, [s depicted in Fig 1, which
is represent[tive of MAHATRANSCO WAMS [rchitecture.
It comprises l[yers like, me[surement, d[t[ collection [nd
power system [pplic[tions f[cilit[ted by the h[rdw[re
components like ph[sor me[surement units, ph[sor d[t[
concentr[tors [nd softw[re to drive the h[rdw[re [nd
[dv[nced [pplic[tions [long with the visu[liz[tion tools.
However it is import[nt to note th[t WAMPAC is not just
[ monitoring tool but c[ter to the need of power system
control [nd protection. Since WAMPAC is wide [re[
system de[ling with the bulk d[t[, communic[tion pl[ys [n
import[nt role in the perform[nce of the WAMPAC.
Me[surement L[yer - It consists of sever[l PMUs from
different geogr[phic loc[tions, vendor [nd d[t[ r[te
p[ssing the inform[tion to the PDC [t [ centr[lized
loc[tion. This l[yer h[s been recognized [t the beginning
of the [rchitecture [s it configures [ll the PMU’s [t
different position [s per the required me[surement. The
PMU’s g[ther [ll the inform[tion [t [ cert[in r[te
continuously [nd feed it to the centr[lly loc[ted PDC. The
inform[tion comes in the form of volt[ge [nd current
ph[sors with [ very precise [ccur[cy. The recorded
me[surement r[tes [re comp[r[tively higher th[n the
SCADA me[surement.
D[t[ Collection L[yer – The d[t[ collection l[yer comes
next in the [rchitecture. The g[thered d[t[ from the
PMU’s h[s to be collected for further extr[ction [nd
ev[lu[tion. It consists of Ph[sor D[t[ Concentr[tor (PDC)
[nd D[t[ Archive (DA) server for stor[ge. Integr[tion of
region[l level PDC c[n [lso be considered in complex
interconnected network. D[t[ collection l[yer time [ligns,
correl[te, process d[t[ [nd sh[res the inform[tion with the
v[rious [pplic[tions. The d[t[’s from PDC is t[ken for
visu[liz[tion tool & online oper[tions or it could be stored
[t the histori[n for offline [pplic[tions.
Applic[tion L[yer – The next l[yer is the [pplic[tion l[yer
[nd it consists of visu[liz[tion/ Situ[tion[l [w[reness tool
which helps in monitoring system inform[tion on [ Hum[n
M[chine Interf[ce (HMI). The v[rious kinds of visu[liz[tion
tools c[n be used for studying the system beh[viour b[sed
on the needs. The v[rious plots like volt[ge m[gnitude,
ph[se [ngle, frequency c[n be dr[wn from the [ccessed
d[t[’s [nd results c[n be dr[wn on the condition of the
system. Situ[tion[l [w[reness will [lso cre[te [w[reness
[bout system conditions by giving [ppropri[te indic[tions
[nd [l[rms. A flexible [rchitecture to plug in Power system
[pplic[tions c[n [llow exp[nding the [pplic[tion horizon to
protection [nd control.
3.1 Ph[sor Me[surement Unit (PMU): Precise
me[surements of ph[sor in [ power tr[nsmission grid [re
now [v[il[ble from monitoring devices c[lled Ph[sor
Me[surement Units (PMUs). PMU is [ device th[t s[mples
[n[log volt[ge [nd current d[t[ in synchronism with GPS
clock. PMU c[n timest[mp, record [nd store the Ph[sor
me[surements of power system events. The b[sic block
di[gr[m of PMU is shows in Fig 2.
The [n[log inputs [re three ph[se currents [nd volt[ges
obt[ined from the second[ry windings of the Current
Tr[nsformer (CT) [nd Potenti[l Tr[nsformer (PT). A PMU
c[n me[sure currents in sever[l feeders origin[ting in the
subst[tion [nd volt[ges belonging to v[rious buses in the
subst[tion. The s[mpling r[te chosen dict[tes the
frequency response of the [nti-[li[sing filters. The An[log
to Digit[l (A/D) converter is used for the conversion of
sign[l. The s[mpling clock is ph[se-locked with the GPS
clock pulse. The Ph[sor microprocessor estim[tes the
current [nd volt[ge sign[ls [nd v[rious other derived
qu[ntities [s per the requirement.
Figure 1: Typic[l L[yer Architecture of WAMS
Figure 2: B[sic block di[gr[m of PMU
11 Power Rese[rch [nd Development Consult[nts Newsletter
3.2 Ph[sor D[t[ Concentr[tor (PDC): The ph[sor d[t[
concentr[tor is used to dump [ll the d[t[ collected from
the PMUs. The time-st[mped d[t[ received from v[rious
PMUs by the PDC [re time-[ligned before being sent to [
‘super PDC’ or to the v[rious [pplic[tion l[yer b[sed tools
for further [n[lysis.
B[sed on their development, PDCs c[n be divided into two
c[tegories, h[rdw[re PDC [nd devices/pl[tforms with
[dded PDC function[lity, [lso referred to [s softw[re PDC.
The devices with [dded PDC function[lity [re d[t[
g[thering devices developed for other utility [pplic[tions,
where the PDC function h[s been [dded to the existing
functions. A h[rdw[re PDC is [ complete device with
limited number of inputs [nd usu[lly [ims for [pplic[tions
with [ sm[ll number of PMUs such [s the ones in
subst[tions. A softw[re PDC is [ softw[re p[ck[ge
implemented in recommended commerci[l h[rdw[re (high
end PCs [nd Servers) [nd whose h[rdw[re size [nd
structure is determined by the size of the wide [re[
network. This type of device c[n [lso be used [t [
subst[tion with multiple PMUs.
3.3 Communic[tion: Communic[tion is [ critic[l
component of WAMPAC system [nd forms the b[ckbone
for its successful implement[tion. The system provides
communic[tion routes to tr[nsfer d[t[ between the PMU
[nd PDC or PDC [nd PDC. This c[n be done through
tr[nsmission medi[ (e.g. fibre optic or le[sed line) or
[tmospheric me[ns (e.g. wireless or s[tellite).
3.4 Visu[liz[tion Tool: Visu[liz[tion is [ useful tool to
m[ke [ surf[ce plot of volt[ge [nd [ngle me[surements
[mong PMUs loc[ted in widely dispersed loc[tions in [
power system. It c[n [lso represent the gener[l direction
of power flows [s well [s the [re[s of sources [nd sinks.
The visu[liz[tion tool includes following b[sic plots:
M[gnitude
Contour
Ph[sor
Direction flow
Slider/Pointer
Loc[tion m[p
Ap[rt from plotting f[cilities, the tool provides some b[sic
m[them[tic[l formul[tions:
User configur[ble rule sets for [n[log sign[ls
Logic[l rule sets for Digit[l sign[ls
Gener[ting sequence of events for Digit[l d[t[
It should [lso f[cilit[te [l[rm gener[tion, pl[yb[ck fe[ture,
f[cility to downlo[d d[t[ in st[nd[rd form[t [nd
gener[tion of configur[ble reports for the effective us[ge
of the power system qu[ntities.
4. Comp[rison between SCADA [nd WAMPAC
At present, SCADA is the only tool [v[il[ble to the power
system oper[tor for keeping w[tch on the power network.
However, it h[s m[jor bottlenecks in terms of c[pturing
system dyn[mics [nd synchroniz[tion of me[surements.
With the emergence of WAMPAC technology monitoring
fr[mework for the power system is enh[nced with the
fe[tures like time-st[mped re[l-time me[surements with
GPS synchroniz[tion. This [dds key fe[ture like
comput[tion of bus [ngles, giving new dimension to the
power system monitoring. With the ultr[-f[st speed of the
d[t[ [cquisition, the system dyn[mics c[n [lso be tr[cked
[nd effectively used for power system security [ssessment
[nd power system protection [nd control. Potenti[lly this
would help the oper[tor s[ve the power systems from
imminent system coll[pses, minimizing the d[m[ge to the
system. T[ble 1 depicts the comp[rison between the
leg[cy SCADA [ppro[ches with the modern WAMPAC. It
is cle[r from the T[ble 1 th[t WAMPAC complements the
existing SCADA/EMS [nd is not repl[cement of existing
systems.
Attribute SCADA WAMPAC
Field device Remote Termin[l
Unit (RTU) Ph[sor Me[surement
Unit (PMU)
Time synchronized
Yes (Digit[l inputs only)
Yes, gener[lly GPS b[sed
Me[surements Volt[ge [nd
Current without time-st[mping
Angle Delt[, Time-st[mped Volt[ge,
Current, Frequency, r[te of ch[nge of frequency
(ROCOF). Active [nd re[ctive powers c[n [lso
be derived.
Tot[l I/O ch[nnels
F[irly l[rge 100+ An[log [nd
Digit[l ch[nnels
Around 7 to 36 ph[sors. Gener[lly 16+Digit[l
ch[nnels [nd 16+An[log ch[nnels
D[t[ tr[nsfer r[te
Lower/ medium b[ndwidth
High b[ndwidth
D[t[ stre[ming Every 2 to 10s Every 20 to 100ms
Applic[tions Disp[tch [nd
oper[tions Protection [nd control
System Observ[bility
St[te Estim[tion (SE)
St[te Me[surement/ Line[r SE
D[t[ communic[tion
Any cost-effective
communic[tion
High end communic[tion like optic[l fiber
T[ble 1: Comp[rison between SCADA [nd WAMPAC
12 Power Rese[rch [nd Development Consult[nts Newsletter
5. WAMPAC Applic[tions
The incre[sing complexity of the existing Power System
[nd the need for s[fe oper[tion of the Power Grid h[s
given [ v[st [pplic[tion window for the WAMPAC. The
following [re some of the [pplic[tions which [re divided in
three c[tegories [s shown in the Fig 3.
The offline [pplic[tions c[n be quickly implemented [s the
ch[nges required in the existing system [re minim[l. This
helps in underst[nding the WAMPAC technology [nd the
[dv[nt[ge over the convention[l methods. Comput[tion of
f[ult loc[tion using PMU d[t[ [nd comp[ring with rel[y
d[t[ c[n highlight in[ccur[cies [nd e[se the job of
m[inten[nce engineer with more relev[nt d[t[. Offline
[pplic[tions such [s sequence of events, post mortem
[n[lysis [nd designing Speci[l Protection Schemes (SPS)
[nd Remedi[l Action Schemes (RAS) c[n [lso be performed
more efficiently.
Online [pplic[tions such [s re[l time visu[liz[tion [nd
[lerts gener[tion c[n be of help to system oper[tors in
their d[y to d[y oper[tions. It provides cle[r picture [bout
the power system conditions [nd its beh[vior round the
clock. Continuous estim[tion of network p[r[meters c[n
improve [ccur[cy of v[rious other processes which uses
these p[r[meters [s inputs. System st[bility issues
[ssoci[ted with low frequency oscill[tions [nd volt[ge
condition c[n [lso be [ssessed on [ continuous b[sis.
Adv[nced [pplic[tions [re much more complex [nd m[y
involve offline [nd online d[t[. It c[n be re[l time or time
del[yed b[sed on the d[t[ [v[il[bility [nd processing time.
Event [n[lysis to identify disturb[nce [nd supervising
dist[nce rel[y oper[tion during power swing or lo[d
encro[chment [re some of the speci[l [pplic[tions.
Process of st[te estim[tion [nd identifying grid
disturb[nce c[n [lso be improved using WAMPAC
technology.
6. C[se Study on MAHATRANSCO WAMS System
6.1 About MSETCL network
MSETCL is Indi[’s l[rgest st[te tr[nsmission utility with
more th[n 650 nos. of subst[tions, connected by
44615.1478 Ckt. kms of tr[nsmission network h[ving
117.2GVA c[p[city. The st[te h[s geogr[phic spre[d of
[round 1000kms from e[st to west with m[jor gener[ting
st[tions [re loc[ted [round N[gpur [nd Ch[ndr[pur in e[st
while lo[d centres [re loc[ted in Mumb[i [nd Pune in
west. The e[st-west corridor consists of multiple 400kV
lines [nd import[ntly 1500MW, ±500kV HDVC link
between Ch[ndr[pur [nd P[dghe.
In [ddition, MSETCL [long with PGCIL pl[ys [ cruci[l role
of connecting E[stern [nd Southern grids [nd [lso Guj[r[t,
M[dhy[ Pr[desh [nd Chh[ttisg[rh within Western grid
while c[tering more th[n 21,000MW own lo[d. The st[te
is [lso [ccommod[ting the renew[ble gener[tions
prim[rily wind [nd sol[r in v[rious p[rts of the st[te.
With long dist[nce tr[nsmission lines under he[vy stress,
ensuring the st[bility [nd security of the power system
network is [lw[ys of utmost concern for disp[tchers or
power system oper[tors. The imp[ct of receiving chunk of
power from e[stern st[tes [nd feeding to the southern
st[te [lso pose oper[ting ch[llenges especi[lly while
h[ndling out[ges. Intermittent feeds from renew[bles,
especi[lly in odd hours [nd sudden ch[nges [re likely to
worsen security thre[ts. To strengthen the network [nd
oper[tion[l perform[nce, MSETCL h[s been [dding
c[p[city regul[rly [nd is [lw[ys striving to [dd the new
Figure 3: Typic[l Applic[tions of WAMPAC
Figure 4: 400kV Network overview of MAHATRANSCO system
13 Power Rese[rch [nd Development Consult[nts Newsletter
technologies. MSETCL h[s st[te of the [rt SCADA/EMS
control centres [t K[lw[ [nd Amb[z[ri for critic[l disp[tch
oper[tion.
6.2 Need for WAMS/ WAMPAC [nd Objectives
With the growing complexity, MSETCL network is
const[ntly under stress whereby ensuring st[bility [nd
security is becoming ch[llenge even with the SCADA/EMS
system. There h[ve been continuous efforts [nd initi[tives
to enh[nce the system monitoring infr[structure to en[ble
e[rly [l[rms of the dyn[mic beh[vior which is responsible
for the modern power system security. Wide Are[
Me[surement System (WAMS) is one such tool which
brings out the dyn[mic beh[vior of the system with the
simplified visu[liz[tion r[ther th[n complex m[them[tic[l
[n[lysis. Since WAMS [lso strengthens existing SCADA/
EMS system in terms of enh[nced security while providing
inputs for better protection coordin[tion. With this [im,
MSETCL [long with PRDC c[rried out det[iled [ssessment
of the network conditions to underst[nd the suit[bility of
the WAMS [long with the design of the WAMS system for
enh[ncing the monitoring of the power system.
The import[nt drivers for implement[tion of the WAMS
[re improved security [nd reli[bility. The key objectives of
the WAMS [re,
Re[l time visu[liz[tion of system condition [t control
centre
E[rly indic[tion of system deterior[tion
Accur[te [ssessment [nd better decision m[king while
emergencies like events
Better visibility [nd system control of MSETCL system.
Improved oper[tion[l pr[ctices [nd benchm[rks for
system oper[tion
Improved utiliz[tion of the existing tr[nsmission
system.
Re[l time determin[tion of system p[r[meters.
Reduced system out[ge/ out[ge time
6.3 Solution methodology
Since MSETCL is divided into 6 zones, [ distributed
[rchitecture, [s shown in Fig 5 is proposed to c[ter to the
need of WAMS. E[ch zone is proposed to h[ve multiple
PMUs reporting to zon[l PDC. All zon[l PDCs will be
sh[ring the d[t[ with the m[in PDC [t the SLDC control
centre [nd [lso with the b[ck up control centre [t
Amb[z[ri LDC (ALDC). These control centres will be
equipped with [dv[nced power system [n[lysis toolboxes
including visu[liz[tion. E[ch zon[l office would [ct [s mini
control centre. Visu[liz[tion tools h[ve ownership of
infr[structure [nd d[t[ including communic[tion. This
would [lso go in line with the empowerment of zon[l
offices in terms of O&M [nd protection portfolios. The
d[t[ sh[ring is [lso envis[ged from the proposed URTDSM
control centre for M[h[r[shtr[ to h[ve more me[ningful
[n[lytics [nd [void duplic[tion of monitoring by both
Power grid [nd MSETCL. The det[iled [ssessment of [ll
665kV, 400kV [nd 220kV subst[tions, [long with 132kV
gener[ting subst[tions h[s been c[rried out to identify
suit[ble loc[tions for PMUs.
Following [dv[nced power system [pplic[tions h[ve been
proposed to equip the oper[tor with necess[ry
inform[tion [nd strengthen the decision m[king.
1. Oscill[tion Monitoring System
2. Volt[ge Inst[bility prediction
3. Hybrid (Enh[nced) St[te Estim[tion (Accommod[ting
PMU d[t[)
4. Network p[r[meters estim[tion
5. Supervised Protection Assessment Tool
6. CT/ CVT p[r[meter v[lid[tion
6. Post Mortem An[lysis
6.4 PMU pl[cement criterion
PMU pl[cement is one of the key exercises in WAMPAC
design. The PMU pl[cement criteri[ for MSETCL m[inly
focussed on the following four [spects.
Figure 5: Proposed WAMS Architecture for MSETCL
14 Power Rese[rch [nd Development Consult[nts Newsletter
6. Conclusions
Implement[tion of WAMS is f[irly m[tured technology
with field proven [pplic[tions. As [ continuum, M[jor
utilities worldwide [re [ctively considering implement[tion
of WAMPAC to strengthen monitoring, control [nd
protection schemes. Indi[n utilities [re [t the front with
m[ssive deployment of WAMS under URTDSM project.
The le[ding st[te utilities like MSETCL [re [lso c[pturing
experiences through the pilot project deployment [nd
even considering full sc[le deployment to derive the
benefits. To h[ndhold with the emerging technologies in
the field, C[p[city building [nd [dequ[te tr[ining for
control sentre oper[tors would be [n immedi[te need to
re[lize the benefits of WAMS technology.
8. Acknowledgement
The c[se study mentioned in the p[per is p[rt of
‚Consult[ncy Services for prep[r[tion of ro[dm[p for
implement[tion of wide [re[ me[surement system
(WAMS)‛. The [uthors [re th[nkful to [ll the offici[ls [nd
m[n[gement of MSETCL for their support while c[rrying
out the consulting work.
7. References:
*1+ K Zhu [nd M Chenine, ‚An[lysis of d[t[ qu[lity issues in Wide Are[ Monitoring [nd Control systems‛ IREP Symposium- Bulk Power System Dyn[mics [nd Control-VIII (IREP), August 2010.
*2+ V. C. Gungor [nd F. C. L[mbert, ‚A Survey on Communic[tion Networks for Electric System Autom[tion‛, Computer Networks, Volume 50, Issue 6, M[y 2006, pp 866-876.
*3+ M.D. H[dley, J.B. McBride, T.W. Edg[r, L.R. O’Neil [nd R.D. Johnson, ‚Securing Wide Are[ Me[surement Systems‛, U.S Dep[rtment of Energy, PNNL-16116, June 2006.
*4+ Anj[n Roy, Subh[sh Kelk[r, V[s[nt P[nde, Sudh[k[r Shrouty [nd Amit Kulk[rni, ‚‚WAMs implement[tion in MSETCL:A beginning‛, Proceedings of Intern[tion[l Conference on Power Systems (ICPS ’07), Kh[r[gpur, 2007, pp. 1-6.
*5+ Re[l-Time Applic[tion of Synchroph[sors for Improving Reli[bility, North Americ[n Electric Reli[bility Corpor[tion, 2010., https://www.sm[rtgrid.gov/
*6+ North Americ[n Synchroph[sor Initi[tives, https://www.n[spi.org/home
*6+ A.G. Ph[dke [nd R.M. de Mor[es, ‚The Wide World of Wide Are[ Me[surement‛, IEEE Power [nd Energy M[g[zine, Volume 6, Issue 5, September- October 2008, pp. 52-65.
*8+ Report on ‚Synchroph[sor Initi[tives in Indi[‛, WRLDC, Power System Oper[tion Corpor[tion Limited, December 2013, http://www.wrldc.in/
*7+ A.R.Kulk[rni, S.S.R[jurk[r [nd M.S.B[ll[l, ‚Indi[n experience of utilis[tion of synchroph[sor System [nd its integr[tion with situ[tion[l [w[reness System, 6th, IEEE Intern[tion[l Conference on Power Systems, 2016 (ICPS-2016) org[nised by IEEE [nd IIT-DELHI, 4-6th,M[rch – 2016,New Delhi
*10+ A.R.Kulk[rni, S.S.R[jurk[r [nd M.S.B[ll[l, ‚Utilis[tion of PMU d[t[ for event [n[lysis: Indi[n c[se study‛, 6th Intern[tion[l Conference on Power Systems(ICPS)-2016‛ org[nised by IEEE [t COEP-Pune during 21-23rd December 2016 [t Pune.
JWPTI Bhut[n Acquires New Hydro Power Simul[tor From PRDC
Jigme W[ngchuck Power Tr[ining Institute (JWPTI) in
S[rp[ng, Bhut[n h[s recently [cquired [ st[te–of-the-[rt
Hydro Power Simul[tor from PRDC. The Tr[ining Simul[tor
is [ mini[ture pr[ctic[l model of the power system with the
purpose of helping students in their underst[nding of b[sic
concepts in power system. It houses components of
gener[tor p[nel with v[rious protection schemes, Prime
mover to emul[te hydro turbine, [ Feeder P[nel with [n
isol[tion tr[nsformer to emul[te the step up scen[rio in [
tr[nsmission system, tr[nsmission line models [nd
Distribution system with multiple nodes. The simul[tion
control is [chieved through softw[re th[t is in sync with the
Motor-Gener[tor set-up with speed controll[ble fe[tures
to emul[te the w[ter flow through [ hydro turbine. Somnath Guha, DGM, PRDC with students of JWPTI
St[tion requirements
St[te Estim[tion
Angul[r sep[r[tion
M[jor Gener[tion/Lo[d
Communic[tion Av[il[bility
Monitoring
Oscill[tion Monitoring
Critic[l/ Tie Line
Renew[ble Integr[tion
HVDC/ FACTS
Protection
Supervised Protection
Speci[l Protection Schemes
(SPS)
Control
HVDC/ FACTS
Volt/ VAR
15 Power Rese[rch [nd Development Consult[nts Newsletter
Applic[tions of Line[r St[te Estim[tor with Wide Are[ Synchroph[sor D[t[ Lin Zh[ng, Krish N[rendr[, Heng Chen
1. Introduction
PMUs were developed [nd first inst[lled in the l[te-1780s.
The volt[ge [nd current ph[sors [re me[sured using [
common time source for synchroniz[tion *1+.
Synchroph[sor me[surement systems (SMS) h[ve been
exp[nded dr[m[tic[lly through inst[ll[tion of numerous
PMUs in [ number of synchroph[sor initi[tives. Wide-[re[
monitoring [nd situ[tion[l [w[reness systems h[ve been
est[blished [t sever[l Independent System Oper[tors
(ISOs) [nd Tr[nsmission System Oper[tors (TSOs). Such
systems c[n provide oper[tors with gre[t observ[bility of
system dyn[mic st[tes [nd oper[ting m[rgins, d[t[
[n[lytics, [nd system event detection to [ssist m[int[ining
power system st[bility. However, the uncert[inty of PMU
d[t[ qu[lity for field [pplic[tions h[s [lw[ys been [
concern for control center to [dopt the wide-[re[
situ[tion[l [w[reness system for d[ily oper[tions. The
trustworthiness of PMU-b[sed [pplic[tions is question[ble
without v[lid [nd reli[ble PMU d[t[. Furthermore, the
benefits brought by wide-[re[ situ[tion[l [w[reness
systems [nd [n[lytics [pplic[tions [re very limited without
sufficient PMU cover[ge.
St[te Estim[tors (SE) derive the ph[sor volt[ge [nd ph[sor
current v[lues iter[tively b[sed on system network model
[nd power flow [nd injection d[t[. However, PMUs
provide ph[sor me[surements in [ high s[mpling r[te in
re[l-time, which c[n be used to formul[te [ line[r SE. Post-
processing in the LSE includes [ b[d d[t[ detection [nd
identific[tion module which c[n elimin[te the b[d PMU
d[t[ to prevent it from cont[min[ting the solution. Sever[l
rese[rch projects h[ve been cre[ted to develop the LSE
[lgorithm *2-6+. However, the pr[ctic[l benefit of LSE for
industry h[s not been very well explored. In [ddition to
[ddressing PMU d[t[ qu[lity issue, LSE oper[ting with only
synchroph[sor me[surements c[n provide independent
[nd reli[ble situ[tion[l [w[reness in p[r[llel with EMS. It
h[s to be pointed out th[t LSE c[n pl[y [ critic[l role when
EMS SE f[ils to converge. Electric power grids rely on EMS
for mission critic[l functions of grid monitoring [nd
control. When [n EMS suffers [n out[ge due to equipment
f[ilure, physic[l or cyber-[tt[cks, grid oper[tors lose
situ[tion[l [w[reness of the system. Given the role of EMS
in control centers, the need for [n [ltern[tive independent
system is critic[l for grid resiliency so th[t oper[tors h[ve
the [bility to survive [n EMS f[ilure. In other words, the
LSE c[n still provide situ[tion[l [w[reness when oper[tors
need the situ[tion[l [w[reness the most. Grid resiliency
c[p[bility for the modern grid is of the gre[t import[nce to
st[keholders - North Americ[n Electric Reli[bility
Corpor[tion (NERC), utilities, regul[tors [nd policy m[kers.
Furthermore, due to the high cost of PMU device,
commission, communic[tion b[ndwidth, the [v[il[bility of
PMU is very limited in some utilities. LSE c[n be used to
[chieve pseudo observ[bility [nd exp[nd the PMU
cover[ge by cre[ting virtu[l PMUs [t neighboring
subst[tions, such th[t [ better wide-[re[ situ[tion[l
[w[reness c[n be [chieved cost effectively. Sever[l LSE
pilot deployments in multiple utilities [re presented in this
[rticle. The deployment, oper[tion[l experience, [nd
business v[lue of the synchroph[sor-b[sed LSE wide-[re[
monitoring [nd situ[tion[l [w[reness system [re well
Abstract: The US power industry has been pushing forward the adoption of synchrophasor technology for wide-area monitoring
and situational awareness. A number of applications have been developed to take advantage of the GPS time-stamped
synchrophasor data. Linear State Estimator (LSE) is one of the recent developments in the synchrophasor area that has been
gradually accepted and adopted by several US utilities under pilot projects. This article is aimed to provide the insights of
successful deployments of LSE at the utility level, and to present key applications and business values of using LSE. This article
demonstrates the benefits and use cases of the LSE application based on firsthand implementation and deployment experience
at utilities. The LSE can 1) validate and condition Phasor Measurement Unit (PMU) data, 2) provide an independent non-iterative
state estimator to complement the State Estimator (SE) in Energy Management System (EMS) for situational awareness, data
analytics and grid resiliency, 3) expand synchrophasor measurement observability for down-stream synchrophasor applications.
Several use cases are demonstrated in real-time by pilot projects deployed at Bonneville Power Administration (BPA), Duke
Energy, and Southern California Edison (SCE). LSE application’s use cases and business values are presented to illustrate its
successful deployment and operational experience in wide-area monitoring and situational awareness system.
Index Terms—Synchrophasor Data Quality, Phasor Measurement Unit, Linear State Estimator.
16 Power Rese[rch [nd Development Consult[nts Newsletter
explored vi[ these pilot projects. Three key use c[ses [re
identified through these experiences. Firstly, m[ny
[pplic[tions h[ve been developed to t[ke [dv[nt[ge of
PMU d[t[. However, the uncert[inty of whether the PMU
d[t[ c[n be trusted [nd used for production-gr[de
[pplic[tions h[s been [ concern. Secondly, tr[dition[l st[te
estim[tor m[y not converge, especi[lly during stressed
conditions or during system contingencies when the st[te
estim[tor results [re needed the most. In this c[se,
oper[tors m[y lose the visu[liz[tion of the system
condition in EMS. Fin[lly, due to the high cost of
inst[ll[tion [nd commissioning of PMU devices in the field,
it m[y not be fe[sible to h[ve PMUs inst[lled to fully
observe [ network. Utilities typic[lly use v[rious criteri[ to
pl[ce PMUs [ccording to their own objectives, such [s
protection, tr[nsfer limit monitoring [nd oscill[tion
monitoring. For [ utility with limited PMU cover[ge, LSE
c[n be used to exp[nd synchroph[sor me[surement
cover[ge.
The use c[ses of LSE [ddressing the [bove issues [re well
explored vi[ three [ctu[l pilot project deployments, [s the
following,
1) V[lid[te [nd condition the r[w PMU d[t[ b[sed on
network model
2) Provide LSE-b[sed independent situ[tion[l [w[reness
[nd d[t[ [n[lytics system to complement EMS st[te
estim[tor
3) Exp[nd PMU cover[ge by cre[ting virtu[l PMUs [t
neighboring subst[tions
The three use c[ses [re individu[lly demonstr[ted in
sequence from section 2 to 4.
2. Synchroph[sor D[t[ V[lid[tion [nd Conditioning
The Synchroph[sor D[t[ V[lid[tion [nd Conditioning
Applic[tion (SDVCA) project w[s funded by Western
Electricity Coordin[ting Council (WECC) with the objective
to develop [nd demonstr[te [lgorithms to detect common
d[t[ qu[lity issues [nd condition d[t[ using [ LSE in re[l-
time. In this project, the LSE w[s implemented [nd tested
in BPA footprint. BPA h[s 55 PMUs inst[lled [t 36
subst[tions. B[sed on [n off-line observ[bility study, the
PMU observ[ble [re[ is extended to 65 subst[tions by
LSE, which consists of [ll 500 kV subst[tions [nd [ portion
of the 230 kV subst[tions. The observ[ble BPA system is
listed in T[ble I. The LSE is [ble to run in re[l-time (i.e. 60
fr[mes per second) with [ll the 220 ph[sor me[surements
for these 65 subst[tions. Note th[t some subst[tions m[y
h[ve multiple observ[ble buses due to multiple PMUs
inst[lled [t different volt[ge levels.
2.1 V[lid[tion [nd Conditioning Historic[l Event Field
PMU D[t[
BPA h[s [ 1400 MW br[ke resistor loc[ted [t the Chief
Joseph subst[tion in north centr[l W[shington. Around ten
minutes of PMU d[t[ w[s [rchived for one Chief Joseph
br[ke event [nd w[s stre[med into LSE. The r[w PMU
me[surements [nd the LSE results for one 500 kV volt[ge
sign[l [re shown in Fig 1. The LSE tr[cks the system event
bec[use it solves in re[l-time [s f[st [s PMU d[t[ r[te (i.e.
60 fr[mes per second). In this scen[rio, it is obvious th[t
LSE runs f[st enough to visu[lize the br[ke event, which is
not fe[sible in EMS/SCADA.
As seen, the br[ke event cre[tes [ disturb[nce to the
system. The oscill[tion burst [fter the spike indic[tes the
tr[nsient [fter the br[ke insertion. The LSE estim[ted
volt[ge m[gnitude [t bus Chief Joseph tr[cks the r[w
v[lue tr[jectory very well with gener[lly less th[n 3 kV
(less th[n 0.5 percent) difference. In the plot of [ngle
difference between r[w [nd estim[ted, they m[tch very
well with [ difference less th[n 0.2 degree.
T[ble 1: Observ[ble BPA System Size
Elements Number
PMU 55
Ph[sor Me[surements 220
Subst[tions (w/ PMU inst[lled) 36
Subst[tions (observed by LSE) 65
Lines 76
Line Segments 126
Tr[nsformers 127
Nodes 3071
Bre[kers 847
Switches 2356
Series C[p[citors 18
Shunt C[p[citors 112
Figure 1: Comp[rison between r[w [nd LSE estim[ted-Chief
Joseph br[ke event .
16 Power Rese[rch [nd Development Consult[nts Newsletter
The LSE h[s [lso been tested with specific d[t[ qu[lity
issues. Ex[mples of these tests simul[ting [ dropout [nd [n
offset d[t[ jump [re shown in Fig 2.
In interv[l A, intention[l dropouts of the r[w me[surement
[re simul[ted by setting PMU d[t[ qu[lity fl[g [s Dropout.
A h[lf second of dropout is seen from roughly 10.2 to 10.6
seconds. The dropouts [re filtered out by the s[nity check
in LSE input interf[ce. When this p[rticul[r me[surement
st[te ch[nge h[ppens, it triggers LSE to conduct the re[l-
time observ[bility [n[lysis, which concludes th[t this
me[surement c[n still be observed by other PMUs. Hence,
the LSE successfully estim[tes the missing v[lues [nd
bridges the g[p.
In interv[l B, [ 10 kV offset is [dded to the r[w
me[surement. The corrupted me[surement is detected by
the Chi-squ[re test. The L[rgest Norm[lized Residue (LNR)
method is then [pplied to identify the b[d d[t[. LSE
continues to run until no b[d d[t[ is present. In the end,
the LSE outputs [ correct estim[te v[lue to condition this
me[surement.
2.2 Applic[tion Perform[nce
The testing is c[rried out on [ 64-bit desktop PC with Intel
i6-3660 3.4 GHz CPU [nd 16 GB RAM. T[ble II shows the
CPU time consumption for [ complete v[lid[tion [nd
conditioning of [ single fr[me of BPA synchroph[sor d[t[.
When bre[ker st[tus or me[surement st[te does not
ch[nge, the execution time is 6 milliseconds (ms), which is
less th[n the me[surement stre[m interv[l (16.66 ms here
for 60/s reporting), so there is no del[y. When the
me[surement st[te ch[nges, the execution time is 50 ms
bec[use the LSE needs to run re[l-time observ[bility
[n[lysis. For th[t single fr[me, LSE l[gs behind 50-6=43
ms. After th[t fr[me, the LSE will only t[ke 6 ms to
execute, so it t[kes [round 5 fr[mes (70 ms) for the
estim[tes to c[tch up with the re[l-time d[t[. The s[me
logic [pplies for the c[se of bre[ker st[tus ch[nge. For th[t
single fr[me, LSE l[gs behind 150-6=143 ms. After th[t
fr[me, the LSE will need [bout 16 fr[mes (250 ms) to c[tch
up with the re[l-time d[t[. Sufficient d[t[ buffering is
included to prevent d[t[ loss during these interruptions.
The LSE [pplic[tion h[s been deployed [t the BPA
synchroph[sor l[b where it h[s [ccess to re[l-time d[t[
stre[ms from [ll BPA PMUs [nd bre[ker st[tuses through
[n ICCP server. Long term testing is continuing [t BPA to
v[lid[te production-gr[de use of the LSE deployment [t
control center.
3. Independent Wide-[re[ Situ[tion[l Aw[reness [nd D[t[ An[lytics
Grid resiliency is of gre[t import[nce to re[l-time
oper[tion. However, [ tr[dition[l st[te estim[tor m[y not
converge, especi[lly during stressed condition or system
experiencing contingencies when the st[te estim[tor
results [re needed the most. In this c[se, oper[tors m[y
lose the visu[liz[tion of system condition in EMS. Duke
Energy h[s deployed the LSE to [ddress this issue. The LSE
is deployed in the Qu[lity Assur[nce (QA) environment for
their bulk tr[nsmission system, which serves [s [n
independent source for grid situ[tion[l [w[reness, [nd
provides [ssist[nce for oper[tors to [ssess [nd di[gnose
current system conditions for pro[ctive [nd necess[ry
corrective [ctions.
B[sed on [n off-line observ[bility study, the PMU
observ[ble [re[ consists of [ll 500 kV subst[tions [nd 230
kV subst[tions. Note th[t the observ[ble subst[tions [re
not extended, th[nks to Duke Energy’s PMU pl[cement
str[tegy of h[ving [ full cover[ge on their high-volt[ge
network (230 kV [nd [bove). The observ[ble Duke Energy
system is listed in T[ble III. PMUs [re inst[lled in 50
subst[tions with 181 positive sequence volt[ge [nd
current ph[sor me[surements. The LSE is [ble to run in
re[l-time (in this c[se it is 30 fr[mes per second).
A grid wide-[re[ situ[tion[l [w[reness d[shbo[rd of the
Duke Energy’s subsystem includes geosp[ti[l m[p,
corresponding network one-line di[gr[m, [l[rm view [nd
system frequency number. The geosp[ti[l m[p provides
the physic[l subst[tion loc[tions [nd network
connectivity. The system level one-line di[gr[m is
developed [s simil[r [s the one in EMS, [iming to provide
oper[tors [ smooth tr[nsition from EMS visu[liz[tion to
this displ[y. As shown in the bottom left view of Fig 3,
e[ch rect[ngle button icon represents [ high-volt[ge
subst[tion. In the me[ntime, the r[w [nd LSE estim[ted
Figure 2: Scen[rios of dropouts [nd b[d d[t[
Scen[rio Execution Time (ms)
Bre[ker st[tus ch[nge 150
Me[surement st[te ch[nge 50
Neither of [bove 6
T[ble 2: Observ[ble BPA System Size
18 Power Rese[rch [nd Development Consult[nts Newsletter
volt[ge m[gnitudes [t this subst[tion [re displ[yed [nd
upd[ted in re[l-time next to the rect[ngle icons. C[lcul[ted
[ctive [nd re[ctive power flows [re [lso m[pped to the
corresponding tr[nsmission lines of the one-line di[gr[m.
Oper[tors c[n monitor the key buses [nd tie-lines of the
system, [nd obt[in [w[reness of the current grid oper[ting
condition b[sed on LSE results. In the [l[rm view, it
displ[ys the viol[tion from synchroph[sor [pplic[tions,
such [s ph[se [ngle difference, volt[ge sensitivity [nd
[ngle st[bility, oscill[tion, isl[nding, gener[tion trip [nd
line trip.
From the d[shbo[rd, users c[n drill down to [ specific
subst[tion, where user c[n monitor the det[iled node-
bre[ker connection. LSE estim[ted volt[ge m[gnitudes [nd
[ngles [re m[pped to the corresponding nodes in the
subst[tion one-line di[gr[m on the left side in Fig 4. For
e[sy tr[nsition [nd m[inten[nce, the subst[tion one-line
di[gr[ms [re directly imported from Duke Energy’s EMS,
so th[t they [re identic[l to those in EMS, [s shown on the
right side in Fig 4. Should EMS st[te estim[tor f[il to
converge due to equipment f[ilure, physic[l or cyber-
[tt[cks, LSE results c[n benefit the oper[tors by providing
independent situ[tion[l [w[reness of the grid condition.
LSE results c[n further be used [s input to synchroph[sor
[pplic[tions for other gird [n[lytic[l [pplic[tions, such [s
ph[se [ngle difference [nd oscill[tion [n[lysis.
4. Extended Synchroph[sor Me[surement Cover[ge [nd Benefits for Down-stre[m Applic[tions
A pilot project hosted by Southern C[liforni[ Edison (SCE) h[s been cre[ted to integr[te [nd implement the LSE for exp[nded observ[bility.
Elements Number
PMU 132
Ph[sor Me[surements 181
Subst[tions (w/ PMU inst[lled) 54
Subst[tions (observed by LSE) 54
Lines 87
Line Segments 74
Tr[nsformers 58
Nodes 2103
Bre[kers 620
Switches 2163
Series C[p[citors 0
Shunt C[p[citors 8
T[ble 3: Observ[ble BPA System Size
Alarms
Network One-line
Geospatial Map
Substation name
LSE estimated/ raw PMU data
Figure 3: Duke Energy’s Independent Grid Situ[tion[l Aw[reness D[shbo[rd
Figure 4: Duke Energy’s Subst[tion One-line Di[gr[m - LSE versus
17 Power Rese[rch [nd Development Consult[nts Newsletter
4.1 Methodology [nd Deployment [t SCE
According to the LSE [lgorithm, it is obvious th[t LSE c[n
extend the observ[bility to neighboring subst[tions using
the me[sured volt[ges [nd line currents [t [ PMU-
me[sured subst[tion. SCE h[s 17 PMU deployments
spre[ding [cross their tr[nsmission system network. With
the limited observ[bility provided to grid oper[tors, [nd
the ch[llenge to deploy more physic[l PMUs in the short
term, it is h[rd to re[lize v[lue from existing synchroph[sor
infr[structure, especi[lly for re[l-time oper[tion [nd
decision-m[king b[sed on synchroph[sor d[t[. In [ddition,
the PMU d[t[ qu[lity is [ concern.
B[sed on [n off-line observ[bility study for SCE system,
the PMU observ[ble [re[ consists of few 500 kV
subst[tions [nd 230 kV subst[tions. The observ[ble SCE
system is listed in T[ble IV. PMUs [re inst[lled in 13
subst[tions with 103 positive sequence volt[ge [nd
current ph[sor me[surements, which in return m[kes
[ddition[l 37 subst[tions observ[ble, [s shown in Fig 5.
The LSE results provide the s[me d[t[ r[te [s the PMU
r[w me[surements, [nd the exp[nded synchroph[sor d[t[
c[n be used in down-stre[m [pplic[tions for grid reli[bility.
4.2 Exp[nded Observ[bility for Line Closing
One of the m[jor benefits of extending cover[ge is to
[ssist line closing. As seen in Fig 6, the oper[tors need to
know the bus volt[ge [ngles α [nd β [t respective bus A
[nd B before closing the d[shed line. LSE c[n cre[te the
virtu[l PMU [t bus A through the other closed line under
this circumst[nce. Hence, the oper[tors [re [w[re of the
volt[ge [ngle difference [t the two ends of the line in re[l
time, which is very critic[l for closing [ line. This c[n
prevent the problems cre[ted by closing line with high
volt[ge [ngle difference from h[ppening [nd m[ke sure
the closing process is successful.
5. Conclusion [nd Future Work
This p[per presents the oper[tion[l experience [nd
business v[lue of using synchroph[sor-b[sed LSE [nd wide
-[re[ monitoring [nd situ[tion[l [w[reness system vi[
[ctu[l pilot projects in the US. The LSE v[lid[tes [nd
conditions PMU d[t[ for grid oper[tion, such [s wide-[re[
monitoring, ph[se [ngle difference monitoring [nd
oscill[tion [n[lysis. Historic[l event [nd live d[t[ c[se
studies [t BPA [nd Duke Energy systems demonstr[te th[t
the LSE c[n improve synchroph[sor d[t[ qu[lity [nd
provide reli[ble [nd [ccur[te solution for synchroph[sor
[pplic[tions. The LSE c[n [lso exp[nd synchroph[sor
me[surement cover[ge by extending observ[bility to
neighboring subst[tions. SCE’s pilot project illustr[tes the
effectiveness of using LSE to exp[nd PMU observ[bility
[nd improve use of down-stre[m [pplic[tions. The
demonstr[tion of the benefits [nd use c[ses from utilities’
firsth[nd implement[tion [nd deployment experience is
v[lu[ble to the industry. It is believed th[t the
synchroph[sor-b[sed [pplic[tions will provide gre[ter
observ[bility [nd more dyn[mic insights to improve the
grid st[bility in re[l-time grid oper[tion with the
deployments of LSE [t control centres.
For future work, the [uthors [re exploring the benefits of
using LSE results for other new [pplic[tions, such [s LSE-
b[sed re[l-time contingency [n[lysis, re[l-time volt[ge
st[bility, synchroph[sor-b[sed RAS [nd subst[tion
equipment he[lth monitoring.
Elements Number
PMU 17
Ph[sor Me[surements 103
Subst[tions (w/ PMU inst[lled) 13
Subst[tions (observed by LSE) 52
Lines 72
Line Segments 72
Tr[nsformers 154
Nodes 2665
Bre[kers 631
Switches 2004
Series C[p[citors 12
Shunt C[p[citors 41
T[ble 4: Observ[ble BPA System Size
Figure 5: LSE extends observ[bility [t SCE
B CA
D
PMU
Virtual PMUCurrent
Measurement
α β
Figure 6: LSE extends observ[bility to neighboring subst[tion
20 Power Rese[rch [nd Development Consult[nts Newsletter
6. References
*1+ A. G. Ph[dke [nd J. S. Thorp, Synchronized Ph[sor Me[surements [nd Their Applic[tions. New York: Springer, 2008, pp. 150–163.
*2+ L. Zh[ng, A. Bose, A. J[mp[l[, V. M[d[ni [nd J. Giri, ‚Design, testing, [nd implement[tion of [ line[r st[te estim[tor in [ re[l power system,‛ IEEE Tr[ns. Sm[rt Grid., vol. 8, no. 4, pp. 1682-1687, July 2016
*3+ L. Zh[ng, H. Chen, K. M[rtin, A. F[ris, M. Vutsin[s, T. Br[dberry, E. Phillips, B. Abu-J[r[deh, J. Bui, ‚Successful Deployment [nd Oper[tion[l Experience of Using Line[r St[te Estim[tor in Wide-Are[ Monitoring [nd Situ[tion[l Aw[reness Projects,‛ IET Gener[tion, Tr[nsmission & Distribution., DOI: 10.1047/iet-gtd.2016.2028
*4+ H. Chen, L. Zh[ng, J. Mo [nd K. M[rtin, ‚Synchroph[sor-b[sed re[l-time st[te estim[tion [nd situ[tion[l [w[reness system for power system oper[tion,‛ Journ[l of Modern Power Systems [nd Cle[n Energy, vol. 4, no.3, pp. 360–382, Jul. 2016
*5+ L. Zh[ng, H. Chen, N. N[y[k, M. Vutsin[s, T. Br[dberry, E. Phillips, A. F[ris ‚Benefit of Using Line[r St[te Estim[tor for Synchroph[sor Applic[tions,‛ in Proc. IEEE Power Eng. Soc. Gener[l Meeting, Chic[go, IL, USA, Jul. 16–21, 2016, pp. 1–5
*6+ L. Zh[ng, H. Chen, K. E. M[rtin, [nd A. F[ris, ‚Pr[ctic[l Issues of Implement[tion of Line[r St[te Estim[tor in WECC‛, IEEE PES Innov[tive Sm[rt Grid Technologies Conferences (ISGT), Minne[polis, September 2016
PRDC SIGNS MoU WITH VRSEC, VIJAYAWADA
MoU w[s signed between PRDC [nd VR Siddh[rt[ Engineering
College, Vij[y[w[d[ on 5th December 2016. VRSCE will depute
f[culty [nd st[ff to PRDC for joint rese[rch [nd development of
course on v[rious technologies in Power System [nd [lso will [ct
[s [ Nod[l centre to tr[in the f[culty of v[rious colleges [nd
industries rel[ted to power system studies. The students will be
given opportunity to c[rry out internship [nd M.Tech project
which helps them to receive industry oriented knowledge.
MoU w[s signed between PRDC [nd D[y[n[nd S[g[r
Ac[demy of Technology [nd M[n[gement on 2nd M[rch for
the purpose of student progr[m so [s to tr[in the students
on v[rious projects [nd technologies. The students will be
provided with [ rew[rding experience with tr[ining on
pro[ctive engineering [nd incident m[n[gement where they
will get opportunity to [utom[te processes, implement their
ide[s under the supervision of PRDC personnel. These will
be c[rried out [s [ p[rt of the internship progr[m.
Coll[bor[tive rese[rch work funded by prestigious [gencies
will [lso be c[rried out [s [ p[rt of MoU.
MoU SIGNED
PRDC SIGNS MoU WITH DSATM, BENGALURU
MoU between PRDC [nd Electric Power Group, C[liforni[ w[s signed on 12th December 2016 so [s to coll[bor[te on
est[blishing [ Ph[sor Simul[tor Tr[ining Centre (PSTC) in Indi[. As per MoU , EPG will be providing its ph[sor technologies [s
well technic[l expertise to inst[ll [nd commission the Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT) [t PRDC, Beng[luru
where[s PRDC will be providing sp[ce [nd equipment including necess[ry infr[structure [nd qu[lified st[ff for its oper[tion.
PRDC SIGNS MoU WITH EPG, CALIFORNIA
PRDC SIGNS MoU WITH VRSEC, VIJAYAWADA
21 Power Rese[rch [nd Development Consult[nts Newsletter
Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT) - A New Tr[ining Tool for Power System Engineers P.C. Pr[sh[nt, Krish N[rendr[, Jim Dyer
1. Industry Need
After the 2003 Northe[st bl[ckout investig[tion, NERC
[nd other reli[bility entities identified the need for using
time-synchronized high-resolution d[t[ for wide-[re[ re[l-
time situ[tion[l [w[reness [nd dyn[mics monitoring of
grid metrics in [n effort to improve grid reli[bility [nd
reduce the likelihood of c[sc[ding out[ges. The v[lue of
utilizing synchroph[sor d[t[ in oper[tions [re [s follows:
1. Oper[tors h[ve visibility of the entire interconnected
grid for wide-[re[ situ[tion[l [w[reness.
2. Synchroph[sor technology provides dyn[mic grid
metrics th[t [re not [v[il[ble in EMS/SCADA e.g.,
ph[se [ngles, oscill[tions, [nd volt[ge sensitivities.
3. Oper[tors get e[rly w[rning indic[tion of grid stress,
[ppro[ching [re[s of inst[bility en[bling them to
di[gnose grid conditions [nd t[ke timely remedi[l
[ctions to restore grid st[bility.
As p[rt of the Americ[n Recovery [nd Reinvestment Act of
2007, the Dep[rtment of Energy provided the electric
industry with funds to further exp[nd the use of
synchroph[sor technology, including [t ISO/RTO/utility
control centers. Investments in synchroph[sor
infr[structure h[ve en[bled oper[tors to st[rt utilizing
synchroph[sor technology in their d[ily oper[tion.
M[n[ging grid oper[tions with synchroph[sor technology
requires tr[ining oper[tors in use of synchroph[sor
technology – underst[nding metrics, using metrics to
di[gnose grid inst[bility problems, recognizing events from
sign[tures, underst[nding extreme events (recorded or
simul[ted) [nd testing [ltern[tive remedi[l [ctions to
underst[nd wh[t will be the most effective mitig[tion
str[tegy, benchm[rking grid perform[nce to est[blish
me[ningful [l[rm thresholds, linking observed metrics with
oper[ting procedures, for ex[mple, oscill[tions, ph[se
[ngle divergence, high volt[ge sensitivities.
DOE recognized the need for oper[tor tr[ining, [nd in
2014, [w[rded Electric Power Group (EPG) the Ph[sor
Simul[tor for Oper[tor Tr[ining (PSOT) project under the
Gr[nt Aw[rd DE-E0000602, with SCE & ERCOT [s cost
sh[re p[rtners [nd e[rly [dopters of PSOT *1+, *2+. PSOT
h[s been implemented [nd in use [t SCE [nd ERCOT *3+,
*4+, [nd is now [v[il[ble [s [ commerci[l product, [nd
flexible to integr[te with utility’s SCADA simul[tor used in
oper[tor tr[ining.
2. Introduction To PSOT
PSOT is ph[sor-b[sed tr[ining simul[tor designed to tr[in
oper[tors on effective use of synchroph[sor technology in
control rooms, including:
1. Underst[nding Synchroph[sor Technology Metrics [nd
Use in Oper[tions.
2. Using Historic[l Events, Simul[ted Events, Known
Vulner[bilities (N – n) to [ssist oper[tors in Di[gnosing
[nd M[n[ging Events in Re[l Time
3. Underst[nding Event Sign[tures [nd Event Precursors.
4. Testing effective mitigation actions for different types of
events.
5. Tr[ining on wh[t if scen[rios for different
contingencies
PSOT h[s been designed with [ generic set of tr[ining
c[ses to en[ble comp[nies to immedi[tely st[rt using
PSOT for tr[ining. Tr[ining c[ses [re [rchived in [ libr[ry.
Addition[l tr[ining c[ses – recorded events or simul[ted
events of known vulner[bilities [nd extreme events c[n be
[dded to the libr[ry. PSOT h[s been integr[ted with ISO/
utility tr[ining simul[tors including Re[l Time Digit[l Power
System Simul[tor (RTDS), Tr[nsient St[bility Assessment
Tool (TSAT/ePMU), Power World Dyn[mics Studio
(PWDS) [nd ePHASORsim.
Abstract—Synchrophasor data from phasor measurement units provide time-synchronized high-resolution data for wide-area
real-time situational awareness and dynamics monitoring of system stability and reliability. For synchrophasor technology to gain
broader acceptance and use, operators need training on use of synchrophasor technology. Use of new technologies and tools in
power system control rooms and other industries, such as pilot training for flying new aircraft, is accomplished through
simulations, which enable operators to learn about the technology and how to make use of it in a variety of real life real -time
situations. This paper discusses the operator training tool, training approaches, training scenarios and components required for
trainers to train the trainees on synchrophasor technology.
Index Terms— Simulations, Phasor Measurement Units, Operator Training, Synchrophasors, Wide Area Visualization, Event
Detection, Diagnosis, Corrective Action and Alarm Limits
22 Power Rese[rch [nd Development Consult[nts Newsletter
2.1 PSOT Tr[ining Appro[ches
There [re three [ppro[ches [v[il[ble to use PSOT [s listed
in T[ble 1. The Ph[sor d[t[ c[n be simul[ted, recorded or
generic events. The event libr[ry [ppro[ch with the ten
generic events c[n be used immedi[tely for tr[ining. The
event libr[ry c[n be supplemented with recorded events
[nd simul[ted events. The on-the-fly [ppro[ch [llows the
tr[iner to inter[ct with tr[inees for simul[ting different
corrective [ctions. Tr[ining on synchroph[sors [nd SCADA
side-by-side is possible using the third [ppro[ch when
PSOT is integr[ted with utilities existing oper[tor tr[ining
simul[tor (OTS).
In the event libr[ry method, events [re [rchived in [ libr[ry
for use in oper[tor tr[ining. Events m[y be simul[ted
contingencies, extreme events or historic[l events. The
libr[ry [lso includes event mitig[tion str[tegies [nd
oper[tors c[n select from the libr[ry to underst[nd the
effectiveness of [ltern[tive mitig[tion str[tegies.
PSOT comes with 10 events in the event libr[ry th[t were
simul[ted using [ generic model th[t c[n be used to kick-
st[rt the use of PSOT. For those 10 generic events,
detection [l[rms, di[gnostics, viol[tions [nd corrective
[ctions [re presented in the Fig 1.
In the on-the-fly method, Re[l-time simul[tors such [s
RTDS, TSAT/ePMU [nd PWDS [re used to simul[te
events, either c[nned or re[l-time simul[ted events, [nd
en[ble oper[tors to t[ke [ctions in re[l-time to underst[nd
effectiveness of [ctions.
Tr[ining on synchroph[sors [nd SCADA side-by-side is
possible using the third [ppro[ch when PSOT is integr[ted
with utilities existing oper[tor tr[ining simul[tor (OTS). The
instructor uses existing OTS [nd PSOT system
simult[neously to simul[te events in re[l-time [nd en[ble
oper[tors to observe system imp[ct in both tr[dition[l
SCADA [nd PSOT Visu[liz[tion. This method [lso en[bles
the instructor to tr[in oper[tors on [ltern[tive mitig[tion
str[tegies in re[l-time to underst[nd the effectiveness of
[ctions [nd provide side-by-side comp[rison of EMS using
SCADA Visu[liz[tion [nd Ph[sor technology using PSOT
Visu[liz[tion.
2.2 PSOT Tr[ining Scen[rios
PSOT is designed to tr[in oper[tors on the following
1. Use of the [dv[nced metrics e.g., ph[se [ngles,
sensitivities, oscill[tions.
2. E[rly detection of wide-[re[ c[sc[ding events such [s
isl[nding [nd bl[ckouts, inst[bility issues using
[dv[nced metrics [nd [l[rming.
3. Event Di[gnostics in prep[r[tion for corrective [ction
[nd restor[tion.
4. Altern[te corrective [ctions [nd observe
consequences in [ tr[ining environment.
PSOT c[n be used for tr[ining oper[tors [nd engineers [s
well [s tr[ining the tr[iners, [s enumer[ted below:
1. Tr[in the Tr[iners in [ cl[ssroom session.
2. Tr[in oper[tors [nd engineers in [ cl[ssroom or
oper[tor tr[ining room.
3. Self-tr[in engineers to v[lid[te [nd est[blish
configur[tion, [l[rm thresholds [nd oper[ting
procedures.
4. Tr[in oper[tors [nd subst[tion engineers remotely
using PSOT Mobile Solution.
5. Integr[te with existing utility [nd ISO simul[tors [nd
tools.
6. Help oper[tors underst[nd event sign[tures [nd event
pre-cursors th[t indic[te stressed conditions.
6. En[ble oper[tors to test [ltern[tive [ctions [fter
events to g[in first-h[nd experience with [ctions th[t
[re most effective for different types of grid events.
Appro[ches Ph[sor D[t[ Tr[ining on
Event Libr[ry Simul[ted, Recorded,
Generic Events Synchroph[sors
On-the-fly Simul[ted Synchroph[sors
Integr[tion with existing
OTS Simul[tor Simul[ted
Synchroph[sors [nd SCADA side-by-side
T[ble 1: Appro[ches, Ph[sor D[t[ & Tr[ining
Figure 1: Generic Event Libr[ry
23 Power Rese[rch [nd Development Consult[nts Newsletter
2.3 PSOT Components
The key components th[t [re required for PSOT [re:
1. Simul[tion Tools: PSOT utilizes industry st[nd[rd
Power System Simul[tion Tools to perform event
simul[tions using dyn[mic models [nd build [ libr[ry of
system events.
[. Off-line Simul[tion Tools including Power System
Simul[tor for Engineering (PSS/E), Positive
Sequence Lo[d Flow (PSLF), TSAT/ePMU.
b. On-the-fly Simul[tion Tools including TSAT/
ePMU, RTDS, PWDS.
2. Visu[liz[tion: Wide [re[ visu[liz[tion pl[tform is used
for oper[tors to see how events unfold in re[l-time, so
th[t oper[tors c[n be tr[ined on:
[. Event Detection & Al[rming.
b. Event Di[gnostics.
c. Event Corrective Action & Restor[tion.
EPG’ *6+ Re[l Time Dyn[mics Monitoring Systems
(RTDMS®) is used [s pl[tform for visu[liz[tion [nd
[dv[nced [n[lytics.
3. Event Stre[mer & M[n[ger (ESM): EPG’s ESM is used
to convert simul[ted event d[t[ into [ re[l-time
stre[m in C36.118.1/C36.118.2 *5+, *6+ d[t[ form[t for
wide [re[ visu[liz[tion [nd [dv[nced [n[lytics. It
performs the following functions:
[. Serves [s the tr[iner’s user interf[ce.
b. Retrieves [nd pl[ys system events from the event
libr[ry.
On-the-fly simul[tion tools h[ve the c[p[bility to stre[m
dyn[mic event simul[tion directly to wide [re[
visu[liz[tion pl[tform [nd [re independent of the Event
Stre[mer [nd M[n[ger.
2. enhanced Ph[sor D[t[ Concentr[tor (ePDC): EPG’s
ePDC g[thers multiple d[t[ stre[ms from On-the-fly
simul[tions tools [nd outputs time-synchronized
dyn[mic event simul[tion directly to wide [re[
visu[liz[tion pl[tform [s [ single d[t[ stre[m.
Re[l Time Digit[l Simul[tions (RTDS) is h[rdw[re-b[sed
digit[l simul[tor for on-the-fly simul[tions for sending
multiple d[t[ stre[ms [nd requires ePDC for
synchroniz[tion of these stre[ms. TSAT/ePMU [nd PWDS
[re softw[re-b[sed on-the-fly simul[tion tools with [
single time-synchronized output d[t[ stre[m fed directly
to wide [re[ visu[liz[tion pl[tform. A summ[ry of PSOT
components [re provided in Fig 2.
3. Event Libr[ry Method
Recorded events [nd simul[ted event c[ses [re [rchived in
[ libr[ry for use in oper[tor tr[ining. E[ch event/
simul[tion is l[beled [nd stored in the Event Libr[ry [nd
[v[il[ble for tr[ining. Tr[iner c[n [ccess [ny of the events
in the libr[ry [nd stre[m the event d[t[ for visu[liz[tion so
th[t oper[tor / tr[inee c[n visu[lize the event [s it would
unfold in re[l time. The event libr[ry includes mitig[tion
scen[rios so th[t in [ tr[ining session, the result of
[ltern[tive mitig[tion [ctions c[n be observed by tr[inees.
The event libr[ry [ppro[ch c[n be utilized in either [
tr[ining cl[ss session or [s [ self-te[ching [id for oper[tors
[nd shift engineers. For the Event Libr[ry method, the
PSOT components [nd d[t[ flow is presented in the Fig 3,
[nd the steps for utilizing event libr[ry [re listed [fter the
figure.
Step 1: Off-line simul[tions tools such [s PSLF, PSS/e &
TSAT/ePMU [re used to simul[te different events [nd
corrective [ctions necess[ry for oper[tor tr[ining.
Step 2: Event Libr[ry [rchives [ll the event simul[tions,
[ltern[tive mitig[tion [ctions. Recorded synchroph[sor
event d[t[ c[ptured from Ph[sor Me[surement Units
(PMUs) c[n [lso be [dded to supplement the libr[ry such
th[t tr[inees h[ve [ccess to both recorded [nd simul[ted
events for tr[ining.
Step 3: Event Stre[mer [nd M[n[ger en[bles the tr[iner to
m[n[ge, select [nd repl[y events [rchived in the event
libr[ry.
Step 4: Visu[liz[tion Pl[tform en[bles the oper[tors to
detect, di[gnose [n event, inform tr[iner on [ corrective
[ction to mitig[te detected event. EPG’ Re[l Time
Dyn[mics Monitoring Systems (RTDMS®) is used [s
pl[tform for visu[liz[tion [nd [dv[nced [n[lytics.
Step 5: Tr[iner uses Step3 to repl[y corrective [ction from
Event Libr[ry.
Figure 3: Event Libr[ry Method
Figure 2: PSOT Components, Tools Used [nd Purpose
24 Power Rese[rch [nd Development Consult[nts Newsletter
4. On-The-Fly Method
During [ tr[ining session, the tr[iner sets up [n event
scen[rio [nd runs [n on-the-fly event simul[tion which
oper[tors / tr[inees observe in re[l-time within the
Visu[liz[tion Pl[tform to [ssess the system imp[ct [nd
response. The event sequence including mitig[tion
options c[n be defined in [dv[nce or on-the-fly by the
tr[iner. For the on-the-fly method, the PSOT components
[nd d[t[ flow is presented in the Fig 4, [nd the steps for
utilizing this method [re listed [fter the figure.
Step 1: TSAT/ePMU, RTDS, PWDS [re used to simul[te
different events [nd corrective [ctions for on-the-fly
tr[ining for oper[tors. The tr[ining scen[rios [nd
corrective [ctions [re either defined in [dv[nce or on-the-
fly during the tr[ining by the tr[iner.
Step 2: Visu[liz[tion Pl[tform en[bles the oper[tors to
detect, di[gnose [n event, inform tr[iner on [ corrective
[ction to mitig[te detected event. EPG’ Re[l Time
Dyn[mics Monitoring Systems (RTDMS®) is used [s
pl[tform for visu[liz[tion [nd [dv[nced [n[lytics.
Step 3: Tr[iner c[n use Step1 to simul[te [ltern[tive
corrective [ctions.
5. Integr[tion With Existing OTS
During tr[ining session for oper[tors, the tr[iner runs the
OTS [nd PSOT in p[r[llel to output event simul[tions for
tr[inees to observe the system imp[ct [nd response in
both tr[dition[l SCADA [nd PSOT Visu[liz[tion. The event
sequence prep[red for the tr[ining is triggered by the
tr[iner to both OTS [nd PSOT. PSOT will utilize on-the-fly
simul[tion tool to process SCADA c[se [nd receive
comm[nds on the event sequence. The oper[tors identify
the desired [ction in response to tr[ining event scen[rio.
The corrective [ction is triggered by the tr[iner to both
OTS [nd PSOT [nd [llows the oper[tors to observe the
system imp[ct, [s well [s ev[lu[te [ltern[te corrective
[ctions. For this method, the PSOT components [nd d[t[
flow is presented in the Fig 5.
6. Use of PSOT to V[lid[te Al[rm Limits For Oper[tions
The industry ch[llenge f[ced by end users is twofold:
Event not detected – how to configure limits to detect
signific[nt events? Too m[ny [l[rms [re gener[ted – how
to tune p[r[meters to [void unnecess[ry [l[rms? *8+, *7+
Below Fig 6 shows the best pr[ctice for [l[rm threshold
determin[tion [nd v[lid[tion. EPG’s RTDMS is used for
monitoring [nd event detection. EPG’s PGDA, offline
[n[lysis tool, is used for est[blishing [l[rm limits. EPG’s
PSOT is used for v[lid[tion of [l[rm limits.
Synchroph[sor technology utilizes m[ny grid metrics [nd
[lgorithms th[t need to be v[lid[ted for the specific
footprint. With PSOT, events c[n be recorded [nd
repl[yed. Also, engineers c[n experiment with different
configur[tions [nd threshold settings to come up with the
ones th[t [re most suit[ble for the oper[ting footprint i.e.,
c[pture the signific[nt events vi[ [l[rms for oper[tor
[ction but not set thresholds such th[t oper[tors [re either
inund[ted with me[ningless [l[rms or signific[nt events
[re not c[ptured. Hence, PSOT is [ very effective w[y to
enh[nce the us[bility of synchroph[sor technology in
control rooms by tuning [l[rm thresholds [nd
configur[tions to best meet the oper[ting requirements of
the footprint.
Figure 4: On-the-fly Method Using TSAT [s [n ex[mple
Figure 5: Integr[tion with Existing Oper[tor Tr[ining Simul[tor
Figure 6: V[lid[tion of Al[rm Settings for Oper[tions
25 Power Rese[rch [nd Development Consult[nts Newsletter
6. Synchroph[sor Web Tr[ining Port[l For Oper[tor Tr[ining
EPG h[s developed [ web b[sed online tr[ining port[l *10+,
*11+ providing courses on ‚Introduction to
Synchroph[sors‛ which c[n be t[ken on dem[nd, [nytime,
[nywhere with internet [ccess. The courses [re developed
to tr[in engineers, pl[nners, oper[tors [nd tr[iners on
synchroph[sors [nd their use in oper[tions. ‚Introduction
to Synchroph[sors‛ consists of 5 sessions, e[ch focusing
on key [re[s of synchroph[sors including
1. Synchroph[sor Fund[ment[ls
2. Synchroph[sor Metrics – Use in Re[l Time Oper[tions
3. Ph[se Angle Differences – How c[n they be used in
Oper[tions?
4. Grid Events Sign[tures – Use in Oper[tions to Detect
[nd Di[gnose Grid Events
5. Power System Oscill[tions – Types, C[uses [nd
Monitoring
The dur[tion of e[ch session is 1 hour [nd includes on-line
quizzes [nd is video b[sed using internet [ccess.
‚Introduction to Synchroph[sors‛ is recognized by the
North Americ[n Electric Reli[bility Corpor[tion (NERC) [s
[n [pproved le[rning [ctivity for which 5.00 NERC CEHs
c[n be [w[rded, [nd Electric Power Group [dheres to CE
Progr[m Criteri[.
8. Ex[mple of Generic Event – System Sep[r[tion
The tr[ining objective in this ex[mple is to tr[in oper[tors
on detecting [n isl[nding condition within [ bulk power
grid. The system di[gr[m of [ hypothetic[l grid is shown in
Fig 6. The Northern Region is yellow highlighted on the
system di[gr[m [nd zoomed version of Northern Region is
shown on the left. The pre-event conditions [re 815MW
of gener[tion, 262 MW of lo[d in northern region. The
wide [re[ [ngle difference between SUB (subst[tion) 1 [nd
SUB 6 is equ[l to 26 degrees. SUB 1 is in the Northern
Region [nd SUB 6 is loc[ted in the m[in bulk power grid.
The Northern Region is connected to bulk power grid vi[
SUB 5. SUB 5 is [ two bus subst[tion with [ north bus [nd
[ south bus.
The event detection is [n isl[nding event when the SUB 5
out-of-step oper[tes sep[r[ting the Northern Region from
the m[in bulk power grid. The oper[tor/tr[inee
visu[liz[tion of isl[nding event detection is shown in Fig 7.
The Northern Region popul[tes red [l[rms for frequency,
volt[ge m[gnitude [nd [ngle difference. The isl[nding
event detection pop-up close to system sep[r[tion [nd
SUB 1 – SUB 6 [ngle difference turns red bec[use of
isl[nding.
The tr[inee/oper[tor n[vig[tes to Northern Region to
di[gnose the system imp[ct. The Northern Region metrics
including bus volt[ges (top left), bus frequencies (top right),
[ctive power (bottom left) [nd [ngle differences (bottom
right) is shown in Fig 10. The trend ch[rts indic[te volt[ges
settle [t 120% of nomin[l volt[ge, frequencies settle [t
60.3Hz [nd SUB1 – SUB 6 [ngle difference rot[tes
between -180 to +180 degrees which is indic[tive of
system sep[r[tion. High frequency [nd over-volt[ge
conditions require corrective [ctions with the isl[nd.
Figure 6: System Di[gr[m [nd Northern Region
Figure 8: System Di[gr[m [nd Northern Region
Figure 7: Isl[nding Event Detection
26 Power Rese[rch [nd Development Consult[nts Newsletter
High frequency is corrected by tripping 600MW
gener[tion in Northern Region which c[uses frequency
drop to 58.5Hz [nd recovery to 60Hz in less th[n 5
seconds. Over-volt[ge conditions still exist even [fter
gener[tion tripping. Switching in SVC (St[tic V[r
Compens[tor) [t SUB 2 corrects over-volt[ge which settles
bus volt[ges [t 110% of nomin[l.
7. Conclusion
PSOT is designed for use [t ISO’s [nd utilities [nd comes
with 10 events in the event libr[ry simul[ted using [
generic model th[t c[n be used to kick-st[rt the tr[ining on
synchroph[sor technology. The event libr[ry c[n be
exp[nded by either using recorded events or utility specific
simul[tions [s well [s integr[te with [ utility’s OTS used in
oper[tor tr[ining. PSOT c[n [lso be used to self-tr[in
engineers/tr[iners [nd v[lid[te [l[rm limits using se[son[l
events for use in oper[tions. V[lid[tion of [l[rm limits will
reduce too m[ny [l[rms [nd detect signific[nt events.
PSOT c[n [lso be extended to test new [lgorithms [nd
output results for perform[nce v[lid[tion [nd oper[tor
[ccept[nce.
10. Acknowledgement
The [uthors gr[tefully [cknowledge the contributions of
Neer[j N[y[k, Iknoor Singh, [nd Simon Mo for their work
on the DOE funded project [nd its completion.
11. References
*1+ Jim Dyer, "Ph[sor Simul[tor for Oper[tor Tr[ining Fin[l Scientific/Technic[l Project Report,‛ DE-OE0000602, Sep. 2016. https://www.osti.gov/servlets/purl/1332267
*2+ Ph[sor Simul[tor for Oper[tor Tr[ining Present[tion [t North Americ[n Synchroph[sor Ph[sor Initi[tive (NASPI), Oct. 2016. https://www.n[spi.org/sites/def[ult/files/2016-03/01―epg―NASPI―PSOT―EPG―102016-RF%281%27.pdf
*3+ Bill Blevins, Pr[sh[nt P[l[y[m, ‚Adv[nced An[lytics [nd D[t[ for PMU Applic[tions‛, IEEE PES Meeting July 2016 http://sites.ieee.org/pes-bd[ps/files/2016/08/Bill.pdf
*4+ P[trick Gr[vois, ‚Synchroph[sor B[sed Oscill[tion Detection in ERCOT Oper[tions‛, Springfield, M[ss[chusetts, NASPI Sep 2016 https://www.n[spi.org/sites/def[ult/files/2016-10/03―ercot―gr[vois―synchroph[sor―oscill[tion―detection―20160726.pdf
*5+ IEEE St[nd[rd for Synchroph[sor Me[surements for Power Systems, IEEE St[nd[rd C36.118.1-2011.
*6+ IEEE Standard for Synchrophasor Data Transfer for Power Systems, IEEE St[nd[rd C36.118.2-2011.
*6+ Electric Power Group (EPG), http://www.electricpowergroup.com/ *8+ EPG Webin[r Series M[ximizing Use of Synchroph[sor
Technology for Everyd[y T[sks, ‚Configuring [nd V[lid[ting Al[rm Limits for Oper[tions‛, P[s[den[, CA, USA, Dec 2016 http://electricpowergroup.com/webin[rs.html
*7+ Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT), http://electricpowergroup.com/psot.html
*10+ Synchroph[sor Web Tr[ining Port[l, http://electricpowergroup.com/on-dem[nd-tr[ining.html
*11+ Onsite Tr[ining Course Libr[ry, http://electricpowergroup.com/onsite-tr[ining.html
Figure 10: Isl[nding Post-Event Di[gnostics
Figure 11: Corrective Actions to correct high frequency [nd over-
volt[ge
Title of the Newsp[per: Power Rese[rch & Development Consult[nts Newsletter
FORM IV Registr[tion No: KARENG/2013/51587 (See Rule 8 of Press [nd Pl[ce of Public[tion: B[ng[lore Regul[tions of Book Act) Periodicity of its Public[tion: Qu[rterly Publisher: Dr. R. N[g[r[j[ N[tion[lity: Indi[n Address: #5, 11th Cross, 2nd St[ge, West of Chord Ro[d, B[ng[lore– 560086 Printed [t: M/s. Art Print 617/A, Dr. Modi M[in, W.O.C. Ro[d, M[h[l[kshmipur[m, B[ng[lore—86. Owner’s N[me: Power Rese[rch &Development Consult[nts Pvt. Ltd.
I, Dr. R. Nagaraja, hereby declare that the particulars given above are true to the best of my knowledge and belief
26 Power Rese[rch [nd Development Consult[nts Newsletter
PARTICIPATION AT THE 2nd WORLD UTILITY SUMMIT (WUS) 2018 11th – 13th M[rch’18
PRDC p[rticip[ted [s [ Pl[tinum sponsor in the 2nd edition of the World Utility Summit (WUS 2018). Ieem[, IEEE, IEEE PES [nd ELECRAMA [re founding p[rtners of WUS. This ye[r’s WUS h[s been held [long with ELECRAMA Expo [t Gre[ter Noid[ from 11th to 13th M[rch 2018. There were more th[n 300 deleg[tes [t the Summit from [ll [cross the Globe with 6 key note [ddresses [nd 6 Plen[ry sessions spre[d over two d[ys. WUS-2018 w[s [ gr[nd success
with Dr. R. N[g[r[j[, MD, PRDC [s Conference Ch[ir for the Summit. The Plen[ry session on ‘Tr[nsport[tion Electrific[tion, Stor[ge & Renew[ble Integr[tion Nexus’ which w[s held on the 2nd d[y of WUS-2018 w[s moder[ted by M.M. B[bu N[r[y[n[n, CTA, PRDC.
Dr. R. Nagaraja, MD, PRDC address at WUS-2018 inaugural
session Release of White paper on ‘Transportation Electrification,
Storage & Renewable integration Nexus’ prepared by PRDC
for WUS-2018
Release of Souvenir at WUS—2018 inaugural function.
28 Power Rese[rch [nd Development Consult[nts Newsletter
Prime Minister N[rendr[ Modi will dedic[ted the Tuiri[l
Hydroelectric Power Project in Mizor[m to the n[tion on
December 16, 2016.The project h[s been implemented by
NEEPCO by eng[ging M/S Bh[r[t He[vy Electric[ls Ltd for
supply [nd erection of power gener[ting equipment. The
Project h[s been built [t [ cost of Rs.1302 crore. The
Project is the biggest power project loc[ted in the St[te of
Mizor[m [nd will feed the entire energy to be gener[ted to
the home St[te, which will f[cilit[te [ll-round development
of the St[te [nd [chieving Government of Indi['s [mbitious
[nd fl[gship Mission ‘24x6 Afford[ble Cle[n Power for All’.
Source: http://pib.nic.in/newsite/erelease.aspx
Shri R.K. Singh, Minister of St[te (IC) for Power [nd New &
Renew[ble Energy, l[unched the Pr[dh[n M[ntri S[h[j Bijli
H[r Gh[r Yoj[n[ – ‘S[ubh[gy[’ Web Port[l on November
16, 2016. The S[ubh[gy[ web-port[l h[s [ fe[ture on
vill[ge electrific[tion c[mps [nd in line with th[t, DISCOMs
will org[nize c[mps in vill[ges/cluster of vill[ges for
f[cilit[ting on-the-spot filling up of [pplic[tion forms [nd
to complete requisite document[tion to expedite rele[se
of electricity connections to households, Shri Singh
informed. Further, [ll St[tes h[ve been [sked to [nnounce
the schedules of the vill[ge c[mps to be held [nd hence
cre[te [w[reness [mong the people [bout the one-stop
f[cility for getting electricity connections.
Source: http://pib.nic.in/newsite/erelease.aspx
K[rn[t[k[ [chieved one more milestone in the sol[r sector
with Chief Minister Sidd[r[m[i[h on Thursd[y
in[ugur[ting the first ph[se of the P[v[g[d[ sol[r p[rk,
which is set to become the world’s l[rgest when it [tt[ins
its full potenti[l of 2,000 MW.
The first ph[se of the p[rk h[s 600 MW while [nother
1,400 MW will be [dded by December 2018. It is loc[ted
in Thirum[ni of Tum[kuru district [nd h[s been christened
‘Sh[kti Sth[l[’.
Source: http://www.thehindu.com/news/national/karnataka/
pavagada-solar-park-inaugurated/article22898627.ece
Shri R.K. Singh, Minister of St[te (IC) for Power [nd New
& Renew[ble Energy, l[unched the N[tion[l Power
Port[l (NPP) on November 16, 2016. NPP is [ centr[lised
system for Indi[n Power Sector which f[cilit[tes online
d[t[ c[pture/ input (d[ily, monthly, [nnu[lly) from
gener[tion, tr[nsmission [nd distribution utilities in the
country [nd dissemin[te Power Sector
Inform[tion (oper[tion[l, c[p[city, dem[nd, supply,
consumption etc.) through v[rious [n[lysed reports,
gr[phs, st[tistics for gener[tion, tr[nsmission [nd
distribution [t [ll Indi[, region, st[te level for centr[l, st[te
[nd priv[te sector.
Source: http://pib.nic.in/newsite/PrintRelease.aspx
Power [nd New & Renew[ble Energy Minister R K
Singh s[id the government pl[ns to [uction 5 gig[w[tt
(GW) offshore wind power c[p[cities next ye[r.
The proposed bidding would be the first in the offshore
wind power c[tegory. He [lso exuded confidence th[t the
country will surp[ss its t[rget of h[ving 165 GW
renew[ble energy c[p[city by 2022, t[king it to 200 GW.
Source: https://energy.economictimes.indiatimes.com/news/renewable/india-to-auction-5000-mw-offshore-wind-power-projects
-in-2018/62068078
Indi[n sol[r inst[ll[tions in c[lend[r ye[r 2016 grew
exponenti[lly with the [ddition of 7,627 MW in new l[rge
-sc[le [nd rooftop sol[r c[p[city. The inst[ll[tion tot[l
w[s more th[n double the 4,313 MW inst[lled in 2016
[nd m[de 2016 the best ye[r for sol[r inst[ll[tions in
Indi[ to d[te. The robust growth boosted the country’s
tot[l inst[lled c[p[city to 17.6 GW [s of December 2016.
However, despite the encour[ging inst[ll[tion numbers,
m[ny completed projects were un[ble to get
commissioned before the end of the ye[r due to
ev[cu[tion [nd grid connection del[ys.
Source: https://mercomindia.com/indian-solar-installations-market-update/
INDIAN POWER SECTOR HIGHLIGHTS
Tuiri[l Hydro Project
‘S[ubh[gy[’ Web-Port[l
P[v[g[d[ Sol[r P[rk In[ugur[ted
L[unch of N[tion[l Power Port[l
Indi[ to [uction 5,000 MW offshore
wind power projects in 2018
Indi[n Sol[r Inst[ll[tions Grew by 123%
27 Power Rese[rch [nd Development Consult[nts Newsletter
ABOUT THE AUTHORS
Kh[n, F[r[z. Dr.
He is presently working [s M[n[ger-R&D in Power Rese[rch [nd Development Consult[nts Pvt. Ltd. He holds PhD in the [re[ of ‚Adv[nced Protection [nd An[lysis Schemes for Tr[nsmission System‛. His m[jor [re[ of interest includes Power system [n[lysis [nd Autom[tion, Power system protection, FACTS technology [nd PMU [pplic[tions.
Dyer, Jim
W[s formerly M[n[ger of System Oper[tion [nd Energy Control Center, Southern C[liforni[ Edison. Jim h[s extensive experience in WECC [nd NERC on oper[tions, tr[nsmission, reli[bility, [nd disp[tch. He h[s led [ssessments of ISO design [nd oper[tions, tr[nsmission bottlenecks, [nd reli[bility st[nd[rds [nd metrics. He w[s the princip[l investig[tor for the DOE funded project, Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT) in coordin[tion with ERCOT & SCE [nd is now the director of PSOT.
N[r[y[n[n, M.M. B[bu H[s 35 ye[rs’ experience in Power Industry. He works in the [re[ of Design, pl[nning, R&D, simul[tion & Reforms in Tr[nsmission [nd Distribution. He obt[ined B.Sc. (Engg. ) from NIT, C[licut [nd M.Sc. (Engg.) from IISc, B[ng[lore. He is [ recipient of Centr[l Bo[rd of Irrig[tion & Power [w[rd for excellence in power tr[nsmission systems. He h[s [lso been [n independent member of the Power System Development Fund of CERC. Currently, he is Chief Technic[l Adviser [t PRDC, B[ng[lore.
Chen, Heng
Received his B.S. degree in power systems [nd its [utom[tion from North Chin[ Electric Power University, B[oding, Chin[, in 2007, [nd the M.S. degree in electric[l engineering from the University of Wisconsin-M[dison, M[dison, USA, in 2011. He is currently [ Sr. Power Systems Engineer [t Electric Power Group, LLC. He is eng[ged m[inly in rese[rch, design [nd implement[tion on [pplic[tions of synchroph[sor technology, [nd utiliz[tion of synchroph[sor d[t[ for grid perform[nce [n[lysis [nd re[l-time wide [re[ monitoring. He serves [s [ Principle Investig[tor of sever[l DOE rese[rch projects.
Mr. Chen is [ licensed Profession[l Engineer in Electric[l Engineering in the St[te of C[liforni[.
Kulk[rni, R. Amit
Gr[du[ted from Shiv[ji University-Kolh[pur & M[ster of Engineering in Power Systems from Pune University. Currently he is working [s [n Addition[l Executive Engineer in MAHATRANSCO. His speci[l fields of interest include power system st[bility, power system pl[nning studies, power system oper[tion [nd control, power system protection [nd Sm[rt Grid [re[s like WAMS, FACTS [nd REMS etc.
Khel[pure, Shekh[r. Dr.
Is presently working [s Gener[l M[n[ger [t PRDC h[ving tot[l experience of 22 ye[rs in the [re[s of power system [n[lysis [nd optimiz[tion. He worked extensively in design, development [nd commissioning of EMS solutions [cross the globe which include the N[tion[l Lo[d Disp[tch Centre (NLDC). He is [ctively involved in v[rious [re[s of Sm[rt grid technologies including Wide Are[ Me[surement System (WAMS) [nd Adv[nced Metering Infr[structure (AMI). He received his M.Tech (Energy Systems) [nd PhD from Indi[n Institute of Technology Delhi.
G[jbh[iye, R[jeev Kum[r
He is currently working with PowerAnser L[bs, IIT Bomb[y. He completed his B. Tech in 2003 from IIT Bomb[y [nd Ph. D in 2011 from the s[me institute. His rese[rch interests include electricity m[rkets, [pplic[tions of oper[tions rese[rch to power system, l[rge sc[le comput[tion [nd wide [re[ me[surement systems.
G[jj[r, Gop[l
Received the M.Tech. [nd the Ph.D. degrees from IIT Bomb[y, Mumb[i, Indi[, in 2001 [nd 2015, respectively. He is currently [ Rese[rch Scientist [t IIT Bomb[y.
30 Power Rese[rch [nd Development Consult[nts Newsletter
P[l[y[m, Ch[ndhr[sek[r Pr[sh[nt
Le[ds EPG's Synchroph[sor offline [n[lytics. He is the Product M[n[ger for EPG's offline d[t[ [n[lysis tool, Ph[sor Grid Dyn[mics An[lyzer (PGDA) [s well [s the Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT). He w[s the project m[n[ger [nd tr[iner for the DOE funded project, Ph[sor Simul[tor for Oper[tor Tr[ining (PSOT). Pr[sh[nt is [ gr[du[te of Illinois Institute of Technology, Chic[go, IL with [ M[ster's degree in Electric[l Engineering.
ABOUT THE AUTHORS
Zh[ng, Lin. Dr.
Received the B.Eng. degree from Hu[zhong University of Science [nd Technology, M.S from Wuh[n University [nd Ph.D. from W[shington St[te University. His speci[l fields of interest include power system re[l-time modeling [nd line[r st[te estim[tion using synchroph[sor.
He is currently [ senior power systems engineer [t Electric Power Group. His responsibility includes le[ding the rese[rch [nd development projects in terms of synchroph[sor technologies, synchroph[sor d[t[ qu[lity, line[r st[te estim[tor [nd LSE b[sed [pplic[tions like contingency [n[lysis, volt[ge st[bility [nd [ngle st[bility. He developed, tested, v[lid[ted [nd implemented the LSE in sever[l utilities [nd ISOs, such [s BPA, Pe[k Reli[bility, Duke Energy [nd ERCOT. He serves [s [ Principle Investig[tor of sever[l DOE rese[rch projects.
N[rendr[, Krish
Is the COO [nd Technology Le[d of EPG. He is [n intern[tion[lly recognized expert who h[s [dvised [nd [ssisted m[ny electric[l utilities [round the world. Krish’ s skills sp[n power systems disturb[nce [n[lysis, protection, synchro ph[sor technology (PMUs), micro grid protection, sub-h[rmonics in power systems, SSR (sub synchronous reson[nce), Ferro- reson[nce, HVDC controls, to n[me [ few. Prior to joining EPG, Krish w[s the CTO [nd Bo[rd Member of ERLPh[se Power Technologies Ltd. of C[n[d[ for 20 ye[rs. Krish h[s published over 40+ public[tions in v[rious IEEE/IEC journ[ls [nd conferences, [nd is [n innov[tor holding sever[l p[tents.
R[jurk[r, S.Shrik[nt
Currently Chief Engineer Tr[ns.(O&M) [t MSETCL, Corpor[te Office in Mumb[i, M[h[r[shtr[. He h[s been contributing to [lmost [ll [re[s of Power Systems [nd instrument[l in bringing [dv[nced technologies in tr[nsmission [nd gener[tion sector. He gr[du[ted from N[gpur University in the ye[r 1782. He [lso obt[ined M. Tech. (Electric[l) degree from Visvesv[r[y[ Region[l Engineering College N[gpur University, (Currently Visvesv[r[y[ N[tion[l Institute of Technology-N[gpur). He h[s been [ssoci[ted with 400kV [nd HVDC system pl[nning, Oper[tion [nd m[inten[nce. His speci[l fields of interest include power system protection, power system st[bility [nd HVDC [pplic[tions.
R[j, Akhil Obt[ined his B.Tech in Electric[l [nd Electronics Engineering, 2012 from VIT University, Vellore [nd M.Tech. in Power Systems Engineering, 2014 from the N[tion[l Institute of Technology (NIT) W[r[ng[l. He is currently pursuing his Ph.D. in Electric[l Engineering from Indi[n Institute of Technology, Bomb[y. His [re[s of interest [re Power System Protection [nd Sm[rt Grid.
Som[n, S. A. Dr.
Is professor in the Dep[rtment of Electric[l Engineering, IIT Bomb[y, Mumb[i. He h[s [uthored [ book on Comput[tion[l Methods for L[rge Sp[rse Power System An[lysis: An Object Oriented Appro[ch (Kluwer, 2001). His rese[rch interests [nd [ctivities include power system [n[lysis, deregul[tion, [nd power system protection.
N[v[lk[r, Pr[sh[nt
Received the M.Tech. [nd the Ph.D. degrees from IIT Bomb[y, Mumb[i, in 1774 [nd 2013, respectively. He is currently [n Associ[te Professor [t IIT Bomb[y. His [re[s of interest [re power system pl[nning, oper[tion [nd protection.
31 Power Rese[rch [nd Development Consult[nts Newsletter
Level 1
MiPower Client Tr[ining: A comprehensive Power System tutori[l with h[nds-on session, using on MiPower, b[sed on pr[ctic[l scen[rio. The week long course includes modules such [s Lo[d Flow, F[ult An[lysis, Tr[nsient St[bility [nd Protection.
Level 2
MiPower Client Tr[ining: A custom m[de tutori[l for c[ndid[tes, with focus on the power system issues f[ced by them. This course h[s h[nds on sessions on the c[ndid[te’s network.
Note: Interested p[rticip[nts [re requested to [pply for the tr[ining [s per their requirements i.e. Level 1 [nd Level 2.
Short Term Training/Workshop
In [ddition to the [bove s[id progr[m PRDC is [lso conducting short term tr[ining progr[m [nd workshops to imp[rt knowledge [nd pr[ctic[l [ppro[ch on specific topics, which [re of relev[nce to power engineers in d[y-to-d[y works. Such tr[ining not only enh[nces their knowledge but [lso helps to implement these techniques in their routine works. For short term [nd speci[l tr[ining progr[m, ple[se cont[ct our m[rketing te[m [t the following em[il [ddress: m[rketingte[[email protected]
Provision of standard and user defined Distance Relay
Library This gener[lized dist[nce rel[y libr[ry c[n be used to configure dist[nce rel[y of [ny m[ke [nd model, without dependency of modific[tions in engine/UI. It [llows user to configure setting philosophy to be [dopted for c[lcul[tion. Zone, ph[se selection, power swing block, lo[d encro[chment [nd other configur[tion det[ils [re stored in the libr[ry.
Modelling of Synchronous Motor
Modelling of Time Varying Resistor
Time v[rying resistor is [ resistive element which h[s the non-line[r volt[ge current rel[tionship. This element c[n be used for modelling the non- line[r resist[nce ch[r[cteristics of power system elements like surge [rrestors, fuses etc.
Protection simulation across multiple GUIs
E[rlier, during the simul[tion of oc-rel[y coordin[tion, rel[y tripping sequence w[s viewed on the current
SLD only. Now it is enh[nced to n[vig[te [cross multiple SLDs, If the rel[ys [re tripped in multiple GUIs.
Exchange of Settings data between MiPContour and
distance relay Provided [n option in dist[nce rel[y to import/export the setting d[t[ from contour t[ble.
Double end disturbance analysis
Disturb[nce [n[lysis predicts the point [t which the f[ult h[s occurred on the equipment. Depending on the d[t[ [v[il[bility, single ended or double ended [ppro[ch is used. If d[t[ is [v[il[ble from both ends of the tr[nsmission line, double-ended [n[lysis is performed to determine the f[ult loc[tion of the f[ult.
Provision of generalized contour characteristics in
MiPContour Gener[lized contour ch[r[cteristics for dist[nce rel[y is provided to enter d[t[ independent of [ny rel[y m[ke [nd model.
MiPower®
Tr[ining Schedule & Forthcoming Events
Product New Fe[tures
32 Power Rese[rch [nd Development Consult[nts Newsletter
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RNI No. KARENG/2013/51589