Fuel Cell Modeling with...
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© 2011 ANSYS, Inc. November 28, 2014
1
PEM Fuel Cell Modeling with ANSYS-Fluent
Sandeep Sovani, Ph.D.
Director, Global Automotive Industry April 8, 2014
© 2011 ANSYS, Inc. November 28, 2014
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• Geometry Model
• Physics Model
• ANSYS-Fluent PEMFC Module
• Model Validation with Experiments
• Stack Simulation
Contents
© 2011 ANSYS, Inc. November 28, 2014
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Geometric Model ANSYS-Fluent uses a Resolved Electrolyte Model
All of the following zones are resolved, i.e. have individual meshes
anode
cathode gas diffusion layer
flow channel
current collector
catalyst layer
membrane
catalyst layer
gas diffusion layer
flow channel
current collector
Not
to sc
ale!
electrolyte
Coolant Channel
© 2011 ANSYS, Inc. November 28, 2014
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Geometric Model
membrane
catalyst layer
gas diffusion layer
flow channel
current collector Also called “bipolar plate“ or “interconnect”. Solid material, e.g. graphite. Used to conduct electrons to/from the external circuit. Gives structural stability.
Channel to provide fuel (anode) and oxidizer (cathode) and to transport away the reaction products.
Porous medium to allow diffusive flow of fuel (anode) and oxidizer (cathode) and to permit transport of electrons.
Also called “electrode“. Porous medium to allow diffusive flow of fuel (anode) and oxidizer (cathode) and to permit transport of electrons. Partially filled with catalyst material, e.g. Platinum, and membrane material.
Proton conducting polymer material, e.g. Nafion.
Coolant Channel Coolant flow
© 2011 ANSYS, Inc. November 28, 2014
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Physics Model
• Fuel Cell Modeling requires to calculate
– fluid flow with reacting species
– convective/conductive heat transfer (w/o radiation)
– mass transfer
Standard ANSYS Fluent
ANSYS Fluent Fuel Cell Module
– heterogeneous electrochemical reactions
– transport of electric current driven by electric potential
– multiphase flow (water condensation within the PEMFC)
© 2011 ANSYS, Inc. November 28, 2014
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A general purpose CFD solver is ideal for modeling
PEM fuel cells, however, some additional sub-models are needed
PEMFC multi-physics
– Laminar/Turbulent/Transitional Fluid Flow
– Heat Transfer
– Species Transport
– Chemical Reaction
– Multiphase Flow
– Electrochemistry
– Electric Potentials (current transport)
Physics Model
General Purpose CFD Code
Additional Sub-Models Needed
© 2011 ANSYS, Inc. November 28, 2014
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Additional submodels needed for complex PEMFC multi-physics
• Electrochemical submodel - model current density, voltage, species sources/sinks at the MEA surfaces
• Electrical submodel - model current and voltage distribution in porous and solid conducting regions
• MEA submodel - predict electrical losses and water flow in MEA
• Porous Media Multiphase Flow submodel -model liquid water and oxidizer flow in porous cathode diffusion layer
• Thin Film Multiphase submodel - model flow of liquid water in cathode gas flow passages
Physics Model
© 2011 ANSYS, Inc. November 28, 2014
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The PEMFC module is a separately licensed-managed add-on module
− Included with FLUENT distribution − Fully supported and documented − Available for SERIAL and PARALLEL Fluent
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Fluent’s PEMFC Module can be used for
– Single cell simulation
– Stack simulation
– Steady state simulation
– Transient simulation
– Computing current for fixed voltage
– Computing voltage for fixed current
One simulation per data point on the I-V curve
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Detailed modeling of MEA with dual potential model from Kulikovsky, Divisek and Kornyshev*
Compute current/voltage from specified voltage/current
Capabilities of modeling contact resistance and Joule heating, cooling channels, etc.
Membrane water transport
Phase change and liquid water transport in porous media, clogging to gas diffusion and reaction sites
Robust solution procedure and fast convergence
Fuel Cell Specific Graphical User Interface (GUI) set up * Kulikovsky et al., J. Electrochem. Soc. 147 (3) (2000) 953-959
ANSYS-Fluent PEMFC Module: Key Features
© 2011 ANSYS, Inc. November 28, 2014
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Parallelized computing
User-Modifiable properties, e.g. gas diffusitivity, electrolyte conductivity etc. by using User Defined Functions (UDF) written in C
Automated stack set-up
Multicomponent diffusion
Temperature dependent leakage current
Non-isotropic electrical and thermal conductivities in the gas diffusion layer
Validated by experiments
ANSYS-Fluent PEMFC Module: Key Features
© 2011 ANSYS, Inc. November 28, 2014
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PEMFC: Domains modeled
anode
cathode gas diffusion layer
flow channel
current collector
catalyst layer
membrane
catalyst layer
gas diffusion layer
flow channel
current collector
coolant channel
coolant channel
coolant channel
coolant channel
Membrane Electrode Assembly
MEA
H+ H+
−+ +→ eHH 442 2
OHeHO 22 244 →++ −+
e-
e-
e-
e-
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Equations Solved
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Electric Sub-Model
Two electric potentials are computed
• Solid phase potential (e- transport in conducting solid)
• Membrane phase potential (H+ transport in MEA)
Advantages
• Account for current transport in all regions
• Facilitate modeling of contact resistance at material interfaces
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Electrochemical Sub-Model
Ran and Rcat are calculated using the Butler-Volmer function
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Liquid Water Transport
Inside the membrane • water content • diffusion model with consideration of the osmotic drag • MEM-CAT interface: Springer et al. (1991) and Eaton (2001, account for
phase change )
Outside the membrane • water saturation in GDL • fine mist in flow channel (vw = vgas) • condensation/vaporization • capillary diffusion and surface tension in porous zones
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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PEMFC: Solution Procedure Specify solid phase potential BCs at cathode current collectors:
Cell voltage Vcell or average current density Iave
Specify inlet temperature boundary conditions
Solve the system of equations for u, v, w, p, yi, T, φs, φm, s, λ
For prescribed Vcell:
For prescribed Iave:
Get polarization curve (Iave, Vcell)
mem
aaave A
dVRI ∫=
contactexternalcathode|scellV φ=
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Post-Processing
ANSYSs-Fluent’s standard post-processing features are all available with the PEMFC module, e.g. Contour plots, vectors, iso-surfaces, graphs, etc.
Variables available for post-processing
• Standard quantities – Pressure, X,Y,Z Velocities, Temperature, – Species mass (or mole) fractions
• PEMFC specific scalars – UDS-0 Solid Phase Potential (Volts) – UDS-1 Membrane Potential (Volts) – UDS-2 Liquid Saturation (Liquid Water Volume Fraction) – UDS-3 Water Content
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Post-Processing
More PEMFC specific scalars available for post-processing
ANSYS-Fluent PEMFC Module
© 2011 ANSYS, Inc. November 28, 2014
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Schematic diagram of the test cell of Mench et al [1]: all numbers in mm
2.54
71.12
Channel depth: 3.18; width: 2.16 Inlet
Outlet
70.99
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0
I (A/cm2)
V (V
)
Data: 1.50 equiv.Fluent: 1.50 equiv.Data: 2.25 equiv. Fluent: 2.25 equiv.
Computed (lines) and measured (symbols) global polarization curves for cathode stoichiometry of 1.5 and 2.25 equiv.
50 cm2 MEA
Model Validation vs. Experiments
© 2011 ANSYS, Inc. November 28, 2014
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0.0
0.2
0.4
0.6
0.8
1.0
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
x/L
I (A
/cm
2 )
Exp. 0.85 V Exp. 0.80 V Exp. 0.70 V Exp. 0.65 V Cal. 0.85 V Cal. 0.80 V Cal. 0.70 V Cal. 0.65 V Exp. 0.55 V Exp. 0.45 V Exp. 0.40 V Exp. 0.35 V Cal. 0.55 V Cal. 0.45 V Cal. 0.40 V Cal. 0.35 V
Computed (lines) and measured (symbols) local current density distributions for cathode stoichiometry of 1.5 equiv.
0.0
0.2
0.4
0.6
0.8
1.0
1.2
0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9
x/L I (
A/c
m2 )
Exp. 0.85 V Exp. 0.80 V Exp. 0.70 V Exp. 0.65 V Cal. 0.85 V Cal. 0.80 V Cal. 0.70 V Cal. 0.65 V Exp. 0.55 V Exp. 0.45 V Exp. 0.40 V Exp. 0.35 V Cal. 0.55 V Cal. 0.45 V Cal. 0.40 V Cal. 0.35 V
Computed (lines) and measured (symbols) local current density distributions for cathode stoichiometry of 2.25 equiv.
Model Validation vs. Experiments
© 2011 ANSYS, Inc. November 28, 2014
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Inlet
Outlet
48.36
50.0
0.8 0.84
Unit: mm
25 cm2 MEA of Liu et al (2005)
3-channel serpentine gas flow channel for both anode and cathode sides
Anode and Cathode outlet pressure = 1 atm
Air and fuel stoichiometric ratio = 2
Cell temperature = 353 K
Model Validation vs. Experiments
© 2011 ANSYS, Inc. November 28, 2014
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Global IV polarization for fully humidified fuel (H2)
Liu et al (2005)
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 0.2 0.4 0.6 0.8I (A/cm2)
Pote
ntial
(V
)
Experiments
Simulation
Air humidity = 100 %
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 0.2 0.4 0.6 0.8I (A/cm2)
Pote
ntial
(V
)
Experiments
Simulation
Air humidity = 50 %
ANSYS FC Module
Model Validation vs. Experiments
© 2011 ANSYS, Inc. November 28, 2014
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Global IV polarization for partially humidified fuel (H2)
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 0.2 0.4 0.6 0.8I (A/cm2)
Pote
ntial
(V
)
Experiments
Simulation
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 0.1 0.2 0.3 0.4 0.5 0.6 0.7I (A/cm2)
Pote
ntial
(V
)
Experiments
Simulation
Air humidity = 100 %
Air humidity = 30 %
ANSYS FC Module
Liu et al (2005)
Model Validation vs. Experiments
© 2011 ANSYS, Inc. November 28, 2014
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Stack simulation
415,000 FV per FC
MEA area 50 cm2
Anode Inlet Conditions • mass flow rate 1e-5 kg/s • YH2 0.2 • YH2O 0.8
Cathode Inlet Conditions • mass flow rate 1e-5 kg/s • YO2 0.22 • YH2O 0.22
Wall Temperature fixed at 80°C
Potentiostatic BCs: • 0.7V per cell : i ≈ 0.5 A/cm2
© 2011 ANSYS, Inc. November 28, 2014
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Stack Simulation Channels
Fuel
Air
© 2011 ANSYS, Inc. November 28, 2014
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Oxygen Consumption Cathode Catalyst
Stack Simulation
© 2011 ANSYS, Inc. November 28, 2014
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Temperature Membrane
Stack Simulation
© 2011 ANSYS, Inc. November 28, 2014
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Robustness and rapid solution convergence (Residuals) Stack Simulation
© 2011 ANSYS, Inc. November 28, 2014
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Performance: Computing Time
Computing Time (h)
#CPUs 2nd
Solution
Single PEMFC 1 2:45
4-PEMFC Stack 4 4:10
4-PEMFC Stack 8 2:11
4-PEMFC Stack 16 1:21
8-PEMFC Stack 8 4:29
8-PEMFC Stack 16 2:26
Cluster of PCs with
2 Dual Core CPUs
2.8 GHz
8 GB Memory
Fast Interconnect
Note:
increase in • problem size :
8 times • computing time:
< 2 times
Stack Simulation
© 2011 ANSYS, Inc. November 28, 2014
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Stack Simulation – Example 2
• 5 PEMFC stack with end plates (omitted in this picture).
• Close to 9.3 Mio mesh cells.
© 2011 ANSYS, Inc. November 28, 2014
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Stack Simulation – Example 2
Temperature °C on outer walls Temperature °C in an anode
YH2 YO2
© 2011 ANSYS, Inc. November 28, 2014
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Strengths of ANSYS-Fluent PEMFC Solution
• Detailed, accurate model • All zones resolved • Detailed physics sub-models
• Highly customizable • Most aspects of the module are user customizable • Detailed customization documentation
• Services
• ANSYS has extensive experience in consulting and funded development services for PEM Fuel Cells
Summary