Reverse Logistics Networks Steven Walker Logistic Systems: Design and Optimization (Chapter 6)
Modeling and Optimization of Reverse Osmosis Desalination: An Industrial Case...
Transcript of Modeling and Optimization of Reverse Osmosis Desalination: An Industrial Case...
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Modeling and Optimization of Reverse Osmosis Desalination: AnIndustrial Case Study
Steven Chao, Sophia Bui, Mingheng Li
Department of Chemical and Materials EngineeringCalifornia State Polytechnic University, Pomona
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Outline
1 Motivation
2 Background
3 Objective
4 Methodology
5 Results
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Motivation
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US Desalination Capacity
1Cooley, Heather, Peter H. Gleick, and Gary Wolff. Desalination, with a Grain of Salt. A California Perspective. (2006): n.pag. Web.
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Economic Considerations
Energy Consumption
Capital Investment
Brine Disposal
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Economic Considerations
Energy Consumption
Capital Investment
Brine Disposal
Mingheng Li Reverse Osmosis Water Desalination AIChE Annual Meeting 2016 5 / 30
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Economic Considerations
Energy Consumption
Capital Investment
Brine Disposal
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Background
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What is Reverse Osmosis?
Osmotic pressure is the minimum amountof pressure needed to stop water fromflowing across the membrane
Water flow will be reversed by applyingpressure greater than osmotic pressure
1Benefits of Reverse Osmosis, http://greenbookpages.com/blog/286167/benefits-of-reverse-osmosis/
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Factors Affecting Driving Force in RO Module
J = Lp(∆P −∆π)
Pressure drop
Concentration polarization
2Induceramic, n.d. photograph, http://www.induceramic.com/rsrc/1313636320994/porousceramicsapplication/filtration-separation-application/Cake20filtration20figure.jpg
3Nalco, n.d. photograph, http://image.slidesharecdn.com/reverseosmosismodule-151109040456-lva1-app6892/95/reverse-osmosis-module-21-638.jpg?cb=1447042092
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Objective
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Chino I Desalter
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RO Desalination Plant
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Methodology
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Geometry
Platform: COMSOLTM Multiphysics
FilmtecTM BW30-400 RO element
Fully developed inlet velocity profile
4Johnson and Busch, Engineering Aspects of Reverse Osmosis Module Design, http://www.lenntech.com
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Governing Equations
Navier Stokes Equation (Hydrodynamics)
ρ(u · ∇)u = ∇ ·[−pI + µ(∇u + (∇u)T )
]ρ∇ · u = 0
Diffusion-Convection Equation (Salt transport)
∇ · (D∇c) = u · ∇cn · (−D∇c + cu) = 0
Water Flux (Boundary condition)
Jw = Lp(P − Pp − fosc)
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Results
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Coupled Transport Phenomena
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Pressure Drop
0 0.05 0.1 0.15 0.2 0.25 0.3Avg Interstitial Velocity ū (m/s)
0
5
10
15
20
25
30
35
40
45
50
55Concentrate
Pressure
Drop-dP/dx(kPa/m) Spacer-filled channel
Open channel
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Average Mass Transfer Coefficient
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System Level Model
dQ
dx= −JwA ; Q = Q0 at x = 0
d(∆P)
dx= −kQ1.67 ; ∆P = ∆P0 at x = 0
Jw = Lp[∆P −∆π exp(Jw/(k̄Q0.40))]
∆π = Q0∆π0/Q
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Parameter Fitting and Prediction
0 1 250
100
150
200
250
300
350
RO Stage
Flo
w r
ate
(m3 /
hr)
ModelPlant data
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RO Plant Trial
Production rate kept constant at 1235GPM
Adjusted simultaneously
⇒ Intake Flow⇒ Valve Position
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Transmembrane Pressure
0.75 0.8 0.85 0.9 0.95 1Recovery
12.5
13.5
14.5
15.5
16.5
Transm
embrane∆Pinlet(bar)
Plant dataModel
0.75 0.8 0.85 0.9 0.95 1Recovery
9
10
11
12
13
14
15
16
Transm
embrane∆Poutlet(bar)
Plant dataModel
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Normalized Energy Consumption
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Conclusions
By increasing recovery from 80% to 90% while maintainingproduction rate:
10% electricity reduction ($40k/year in savings)Reduction in waste volume by 50% ($360k/year in savings for disposal)
Making incremental changes so that operating cost is reducedwithout substantially shortening membrane life.
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Acknowledgments
Inland Empire Utility Agency
Special thanks to Brian Noh and Moustafa Aly for plant trials.
Petroleum Research Fund
This work is partially supported by the American Chemical SocietyPetroleum Research Fund (No. 55347-UR9).
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References
Li, M.; Bui, T.; Chao, S. Three-dimensional CFD analysis ofhydrodynamics and concentration polarization in an industrial ROfeed channel, Desalination, 397, 194-204, 2016.
Li, M.; Noh, B. Validation of Model-Based Optimization of BrackishWater Reverse Osmosis (BWRO) Plant Operation, Desalination, 304,20-24, 2012.
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MotivationObjectiveMethodologyResults