Sensitivity Analysis of Variables Related to Bacterial ...
Transcript of Sensitivity Analysis of Variables Related to Bacterial ...
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Sensitivity Analysis of Variables Related to Bacterial Hydrolysis
A Study to Help Optimize Anaerobic Digestion of Recalcitrant Wastes
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Anaerobic Digestion
• Bio-waste stabilization/energy production process
• Complex and often unstable process
• Common Reactor Geometries
– Complete mix
– Plug flow
– Batch
– Fixed Film
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Proposed Solution
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Mathematical Modeling
• Simulation of parameter influence on anaerobic hydrolysis. • Parameters in study:
• Substrate Concentration • Surface Area / Particle Size • Microbial Concentration • Leachate Flow Rate • pH • Temperature
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`
StvaK
StvaK
dt
dSm
StvaK
StvaK
SvdsK
SvdsK
dt
dStva
SvdsK
SvdsKSvssK
dt
dSvds
SvssKdt
dSvss
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1
•This Kinetic model studies : 1.Hydrolysis 2. Acidogenesis 3. Methanogenic Steps •Mesophilic temperature = 35 C •HRT = 10 to 50 days • Hydrolysis & Acidogenesis prevailed at HRT lower than 20 days •Methanogenic steps are prevailed at higher HRT •Kinetic Constants are found experimentally & equations are used to simulate the process. Borja
Borja-Three stages of Anaerobic Digestion
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Borja
• Kinetic Constants : • K1 = Kinetic constant for non-soluble organics 0.054 0.003 /day • K2 = Max. rate of soluble organic matter degradation = 4.2 0.3 gm soluble COD /l. day • K3 = saturation constant = 9.8 0.5 gm SCOD /l
• K4 = Max. rate of soluble organics = 3.6 0.2 gm SCOD /l. day • K5 = saturation constant = 10.2 0.5 gm SCOD /l
• K6= Max. rate of TVA consumption = 4.3 0.2 gm TVA-COD /l. day • K7 = saturation constant = 3.1 0.2 gm TVA-COD /l
• Svds0=variable • Svss0=76 g NSCOD/l • Stva0=0.64 g COD /l • Sm0=0 g COD /l
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Concentration COD vs. Time (days) to 90% Degradation
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Concentration of COD vs. Time (days) to 90%
Degradation
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Tim
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day
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% H
ydro
lysi
s
g SCOD/L
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riivi
r VrCQdt
dCV
Veeken et all- Solution Transport
Vr = Reactor Volume
Qv = leachate effluent rate
Ci =Concentration of 'i'
Ri = production rate of C
i
Prdt
dP
rmrPv VrVrMQdt
dMVr rmv VrFQ
dt
dFVr
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Hydrolysis Dependence on Sufficient Leachate Flow
Rate
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Leachate flow rate vs. Time (days) to Reach 90%
degradation
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0 5 10 15 20
Tim
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lysi
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Reactor Volume/ Leachate Flow Rate (h)
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Sanders
tk
RRsbk
t
0
= density of substrate (kg/m3)
Rt = average particle radius at time t (m)
R0 = average particle radius at time t =0 (m)
ksbk = surface based hydrolysis constant kg /m2.day
This model considers directly the particle radius as a function of
rate of hydrolysis.
Sanders- Particle Radius
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Sanders
Efficiency of degradation hydrolysis (using starch) :
%1000
0
M
MM t
M0 = Initial mass of substrate at t =0
M0-Mt = Total mass hydrolyzed
= Cumulative CH4(t) + (VFA(t) * total volume) + (Glucose(t)*total volume)
= conversion factor
%100
)(
30
30
R
tkR
sbk
%100)
)(
1(0 0
0
30
30
n
particle
sbk
M
M
R
tkR
M0particle = Mass of separate substrate particle at t =0
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Hydrolysis Depending on the Substrate Particle Size
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Radius of Particle vs. Time (days) to 90% Degradation
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Tim
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% H
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lysi
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Radius of Particle (mm)
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h
h
sx
h
s
hs
X
X
XK
X
X
Kdt
dX
Dimock
Xs = SBCOD
Xh = heterotrophic organisms concentration
Kh = hydrolysis rate constant
Kx = hydrolysis saturation constant
•SBOD is hydrolyzed using surface limited process.
Dimock-Particle Break Up Model/Microorganism Concentration
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Dimock
)(max
H
sHNAA
sNA
X
XbXXK
dt
dX
dt
dX
Concentration based hydrolysis model :
KA = adsorption rate constant [M-1L3T-1]
bmax = (Xs/XH)maximum …….assume bmax = 1
Surface - area based hydrolysis model :
Akdt
dXsbk
s
Ksbk = surface based
hydrolysis constant [ML-5T-1]
Dimock-Particle Break Up Model
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Hydrolysis Rate Dependent on the Surface Area
& Concentration of Heterotrophic Bacteria
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Concentration of Heterotrophic Bacteria as COD vs. Time (days)
For 90% Degradation
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Tim
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Heterotrophic Bacteria (g COD/L)
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Han Yu- Influence of pH on Hydrolysis
r = overall acidogenic activity mg COD /g VSS .day
Rmax= 400 mg COD/gVSS d
Kh=1.395 x 10^-4 M
Koh=8.327 x 10^-9 M
Han Qing Yu
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Hydrolysis Rate Dependent on pH
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Temperature Dependence
Han Qing Yu
r = reaction rate
A= frequency factor=7480
Ea=apparent activation energy kcal/mol=1.83 kcal/mol
R=universal gas constant = 0.001987 kcal/mol.Kelvin
T=Temperature in Kelvin
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Efficiency of Hydrolysis dependent on Temperature
Temperature Dependence
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CONCLUSION
•Mathematical modeling helps explaining influence of
parameters on hydrolysis
•Hydrolysis Rate is maximized with:
• Minimization of COD in leachate
• Maximization of Leachate flow rate
• Minimization particle diameter
• Maximization of microbial concentration
• pH near 6
• Higher temperatures (bounded)
•Future progress can be guided by these findings