INAV-3 1053 · 2020. 12. 24. · ERROR ANALYSIS OF INERTIAL NAVIGATION SYSTEMS M.Samy Abo El Soud,...

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INAV-3 1053 MILITARY TECHNICAL COLLEGE CAIRO - EGYPT ERROR ANALYSIS OF INERTIAL NAVIGATION SYSTEMS M.Samy Abo El Soud, E.M.Zakzouk, A.M.Hamad, and M.M.E1-Dakiky ** ABSTRACT The accuracy of modern multisensor integrated inertial navigation systems (INS) is affected by various noise sources, such as accelerometer and gyro instabilities. These error sources are often modeled as Gauss-Markov ran- dom processes and their effects on navigation system accuracy are determi- ned by covariance simulation. Environmental error sources such as gravity uncertainties have been treated similarly. In this paper, the error equa- tions for a local-level INS are derived. In order to apply covariance err- or analysis to the system, the linear dynamic error equations in their state-space representation are presented. The error sources considered are gyro drift, accelerometer error, and gravity uncertainties. We have obtained finally a general case model representing error propaga- tion equations including three dimensional free vehicle motion . * Prof.Dr.M.Samy Abo El Soud, Prof.Dr.E.M.Zakzouk, and Dr.A.M.Hamad, Military Technical College, Cairo, Egypt. **Eng. M.M.E1-Dakiky, Air Defence College, Alexandria, Egypt .

Transcript of INAV-3 1053 · 2020. 12. 24. · ERROR ANALYSIS OF INERTIAL NAVIGATION SYSTEMS M.Samy Abo El Soud,...

Page 1: INAV-3 1053 · 2020. 12. 24. · ERROR ANALYSIS OF INERTIAL NAVIGATION SYSTEMS M.Samy Abo El Soud, E.M.Zakzouk, A.M.Hamad, ... In order to apply covariance err-or analysis to the

INAV-3 1053

MILITARY TECHNICAL COLLEGE

CAIRO - EGYPT

ERROR ANALYSIS OF INERTIAL NAVIGATION SYSTEMS

M.Samy Abo El Soud, E.M.Zakzouk, A.M.Hamad, and M.M.E1-Dakiky**

ABSTRACT

The accuracy of modern multisensor integrated inertial navigation systems

(INS) is affected by various noise sources, such as accelerometer and gyro

instabilities. These error sources are often modeled as Gauss-Markov ran-

dom processes and their effects on navigation system accuracy are determi-

ned by covariance simulation. Environmental error sources such as gravity

uncertainties have been treated similarly. In this paper, the error equa-

tions for a local-level INS are derived. In order to apply covariance err-

or analysis to the system, the linear dynamic error equations in their

state-space representation are presented. The error sources considered are

gyro drift, accelerometer error, and gravity uncertainties.

We have obtained finally a general case model representing error propaga-

tion equations including three dimensional free vehicle motion .

* Prof.Dr.M.Samy Abo El Soud, Prof.Dr.E.M.Zakzouk, and Dr.A.M.Hamad,

Military Technical College, Cairo, Egypt.

**Eng. M.M.E1-Dakiky, Air Defence College, Alexandria, Egypt .

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO NAV-3 1054

I.INTRODUCTION

INS have found universal application both militarily and commercially.

They are self-contained, nonradiating, nonjammable, and sufficiently

accurate to meet the requirements of users in most satisfactory manner.

The mechanization and error analysis of INS is not entirely new.

Simplified analyses of such systems can be found, for example, in

[1] - [3] .

INS utilize inertial elements (i.e., accelerometers and gyros) to sense

vehicle acceleration in a known direction and then integrate this

acceleration to determine velocity and position. These sensors are

conventionally mounted on gimbaled platforms which isolate them from

vehicle motion and physically locate them in the desired coordinate

reference frame.

In analyzing INS, three coordinate frames are usually defined. The refe-

rence (or true), the platform (or instrumented), and the computer (or

indicated) coordinate frames. In local-level north-pointing systems,

the reference frame is the local geographic (north-east-down) frame ;

it is desired that the platform should be forced to remain in as close

coincidence as possible with the geographic frame. If this is achieved,

physical indication will always be available of the direction of north

and east, and of the vertical too. The platform coordinate frame has a

gyro and an accelerometer input axes along each of its axes; three

gyros to establish the rotation of the platform frame, and three acce-

lerometers to sense acceleration in that frame .

The Kalman filter is used frequently for mixing data in modern, integ-

rated, aided INS. For the design of such a filter, state-space (Gauss-

Markov) models are needed for all error sources.

In this paper, the appropriate dynamics of the INS are presented in

differential equations form. The error sources considered are gyro drift,

accelerometer error, and gravity uncertainties. The linear dynamic

error equations are presented in their state-space representation. This

will be useful for designing optimal estimation software to infer ins-

trument and environmental errors from INS outputs .

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO NAV-3 1055

1[. THE SPECIFIC-FORCE EQUATION AND ITS RESOLUTION IN THE

LOCAL GEOGRAPHIC FRAME 0

The components of the angular space rate

of a moving local geographic frame

(fig.1) about its three axes(north,

east,and down) are expressed in

terms of longitude X, geographic

latitude L, the rate of change of

these quantities, and the earth

rate 11 as follows:

wx

w y

wz

(11 + X) cos L

-L

-(11 + X) sin L

Fig.1 Locally

1111 + we

-wn

-11 - we tan L

level coordinate

frame

(1)

where

Ilh = 11 cos L ,

11 = 11 sin L , (2)

wn = L • •

we

= X cos L .

The components of the specific force, which is defined as the sum of

kinematic acceleration plus gravity, for the moving local geographic

frame along its axes are given by

fx

fy

fz

-Vx

-Vy

-Vz

-(20 + we tan L)Vy

+ wnVz

(20.1r+ wetanL)Vx + (20h+ we)Vx

-wovx -(2nh wo)vy go

(3)

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987, CAIRO

I

NAV-311051

where V , V , and V are the ground velocities in the north, east, and x y z

down directions, respectively, and go is the nominal value of gravity.

The ground velocities are related to the longitude and geographic

latitude by

Vx= LR = w

nR ,

V =(XcosL)R = w R , (4)

Vz= -R

where R is the radial distance to the earth's center. The computer of an

INS implements the set of equations relating position and velocity info-

rmations to the sensed specific-force components. It is deiiired that the

platform frame (ix, iy, iz) should be forced to remain in as close coin-

cidence as possible with the local geographic frame(x,y,z). The axes of

the platform frame are almost never aligned perfectly with the local

geographic frame; the actual directions of the axes of the platform

depend on the interaction of the navigation system with its error sources.

DI. DERIVATION OF VELOCITY ERROR EQUATIONS

The uncertainty of gravity (or gravity disturbance vector) is that portion

of the gravity field not accounted by the formula used to calculate

gravity [4]. In other words, the gravity disturbance vector at a point is

the difference between the true value of gravity and a reference value

based on some model of the earth.(In an error analysis, it is generally

assumed that the earth is a perfect sphere of radius Re ). In local-level

geographic frame, this vector is normally expressed as

Ag

where go

is the nominal value of gravity. The quantities

called vertical deflections and Ag is called the gravity

specific-force components given by (3) will be corrected

disturbance vector . Therefore ,

(5)

t and t are

anomaly.So, the

for the gravity

Sg

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO NAV-3 1057

f'1;I

-fx -gof

- t fY

f

f Ago

z g

Now, consider a platform frame misaligned from the local geographic frame

by the vector y/ . The specific-force components associated with the mov-

ing local geographic frame, given by equation(6), along the misaligned

(tilted) axes are, therefore, for small misalignment angles

(6)

[ffix

iy f. iz

1 tez -41

-44, 1 4ix

41 -4) 1 y x fz

( 7 )

The platform frame has an accelerometer input axis along each of its axes

to sense specific-force components in this frame. The outputs of the

accelerometers can be written as :

[

1

f - f.

f. fix fl / ,iy

iz f.

.

f.

iz

iy

x

- -

eax eay eaz - -

(8)

where eax , eay, and eaz are the accelerometer errors .

The computer of an INS implements the accelerometer outputs (eq.8) to

determine the vehicle position in the local geographic frame. The posi-

tion and velocity information are computed from

- ..1 -V

-Vz

-V 4

+ (20. w tanL)V +(211:+w')V

-wi V - (2nh+ WW1- go

-(2n + w tanL)V + w V

n x

v, e , v ,e ,y n z ,

e y

x n e z (9)

and

V.wR.w.R ,

V5%

w1.1R/

wr/1R ,

); e. Vz -R -h

(10)

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO NAV-3 105]

where the 'prime' denotes the computed (indicated) quantities and R

is the radial distance to the earth's center,(R=Re+h, h is the altitude).

Using Taylor's series expansion of the computed (primed) quantities about

their true values, they may be expressed as follows : /

V = V + SV x x x / • V = V + &V Y Y ./ V V +5V z z z 1 V = V + $V x x x

V =V + SV Y Y

V = V + SV z z z

X = X + SX

L = L +5L

Therefore

sinL = sinL + SLcosL

cose= cosL - 6LsinL , (12)

tanL = tanL + 5Lsec2L .

For cos SI, t' 1 , sin SL SL , and neglecting products of errors .

Replacing the corresponding terms in equation(9) by notations and

approximations given in equations (11) and (12), and neglecting products

and powers of S's higher than the first ; substituting for fix' f. ,

x iy and f.iz using equations (8), (7), and (6); and making use of equation (3)

gives : 2 V V V V

SVx= SVx(e) - sv y (2n + 2-ItanL) + gVz( - SL(20hVy+RI sec L)

R

V2 V2 V V

-Yy (v z R R + + + 21)h Vy - go ) - W (-Vy + 2f1 v V x R + " tanL +

z V V

2nhvz i? z ) eax got •

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I

NAV-3110591 SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO

V V V V

y SV

x (2(1v

R + -Y tanL) + SV

Y( x tanL + + SVz(2(111+ 4 ) +

R y fiL(21111Vx+ -1F-sec L - 2( vVz) +4,/x(Vz+ ir + ir + 2nhvy- go) (13)

V2 Vx zV

-41z(Vx+ 2(1vVy+ TY R -tanL ) + eay + go4 .

Sv z =AN

x R (2-2E) - Sv

Y (2n,„n

IF+ 2 Y) + 61(2n v ) +y

x (-v

y + 2nV v X

v + -?!-YtanL

v y A

V V . V2 V V + 211 v + -LK ) 4_%e 01 4 211 V + tanL - xz

N . e .... A., h z R y x v y R

--pr- ) + az -5

N. DERIVATION OF LATITUDE AND LONGITUDE ERROR EQUATIONS

The latitude error is given by

Vx

Vx bL= L-L =

R R

SVx

SL = (14)

The longitude error is given by

V V

SX = X - X = Rcosl! RcosL

V Y +SV

Y Vy

R(cosL - SLsinL ) RcosL

V tanL

SX = gV 1

( ) + SL ( Y ) (15) RcosL RcosL

V. DERIVATION OF TILT RATE EQUATIONS

Considering the instrumented rotating platform frame misaligned from the

geographic rotating frame by the vector y/ , the components of the geog-

raphic rotating platform frame along the misaligned axes are, therefore,

for small misalignment angles

[

Wiz

y

413,

w.

17. = Y i1

i

ix

- z 1

1 41z

. VxVy 2 v2 v2

wx

w

wz

(16)

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO FAV-3 110601

but Yx=107l.-41. x lx

yy w. - w. ly , and yzi w. z

- 5. (17) 1Z

where w. , w. , and w. are the instrumented space rate components of ix iy 1Z

the platform about the instrumented platform. These components are obtai-

ned by torquing the gyros with the rates required to maintain the plat-

form local level ,

wi = D'cosL% vf+ egx

/

w. = - wn

+ egy , iy

w. = -n sinL - w/tanL/+ egz . 1Z e

where egx' egy' and egz

are the gyro drift rates .

Using equations (1), (16), (17), and (18) , the set (17) gives . SV V V tL(ft )- 41 (n + -I- tanL) + ki/ (-2L-) + egx 41x- RY v y v R z R

SVx V V

yy- R + 4/( fly+ IY- tanL) + 4(1111+ -RI )+ egy

V V

W1= -iNy( tTIL ) sL(ni.,+ 1;,r sec2L) -4)/( R( )

-4c(Ah+ P ) + e gz .

Finally, the sets (13), (14), (15), and (19) reprsent eight differential

equations containinavariables,which can be written directly in matrix form.

VI. CONCLUSION

We have obtained an 8th order linear dynamical system model with the

gyro errors, accelerometer errors, and gravity uncertainties as the

driving functions. Depending upon vehicle manoeuvre, users have a wide

variety of simplifications of the time varying matrix depending on

their particular interest .

VII. REFERENCES

[1] C.Broxmeyer, Inertial Navigation Systems. New York : McGraw-Hill,

1964 .

[2] A.Gelb, "Synthesis of a very accurate inertial navigation system",

IEEE Trans. Aerospace and Navigational Electronics,vol.ANE-12,

pp. 119-128, June 1965 .

(18)

(19)

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SECOND A.S.A.T. CONFERENCE

21-23 April 1987 , CAIRO (NAV-311061j

[3] S.K. Jordan, "Effects of geodetic uncertainties on a damped inertial

navigation system", IEEE Trans. Aerospace and Electronic Systems,

vol. AES-9, no.5 , pp. 741-752, September 1973.

[4] R.A. Nash, Jr. and S.K. Jordan, "Statistical geodesy- An engineering

perspective", Proc. IEEE, vol.66, no.5, pp. 532-550, May 1978.

[5] R.A. Nash,Jr., "Effect of vertical deflections and ocean currents

on a manoeuvring ship", IEEE Trans. Aerospace and Electronic systems,

vol. AES-4, no.5, pp. 719-727, September 1968 .

[6] S.K. Jordan and G.N. Sherman, "Spatial Gauss-Markov models of ocean

currents", IEEE Trans. Aerspace and Electronic Systems, vol.AES-15,

no. 6 , pp. 874-880, November 1979 .