Upload
ajith-moses
View
216
Download
0
Embed Size (px)
Citation preview
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
1/43
Modeling Batteries and Fuel Cellsusing COMSOL Multiphysics®
Edmund Dickinson
Application EngineerCOMSOL
© Copyright 2015 COMSOL. COMSOL, COMSOL Multiphysics, Capture the Concept, COMSOL Desktop, COMSOL Server,
and LiveLink are either registered trademarks or trademarks of COMSOL AB. All other trademarks are the property of
their respective owners, and COMSOL AB and its subsidiaries and products are not affiliated with, endorsed by, sponsored
by, or supported by those trademark owners. For a list of such trademark owners, see www.comsol.com/trademarks
http://www.comsol.com/trademarkshttp://www.comsol.com/trademarkshttp://www.comsol.com/trademarks
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
2/43
Agenda
• Why Simulate Batteries and Fuel Cells?
– Simulating with COMSOL Multiphysics®
• The Multiphysics Approach
• Batteries and Fuel Cells Modeling
• Live Demo
– Lithium-Ion Battery
– Q&A Session
– How To
– Try COMSOL Multiphysics
– Contact Us
This simulation of a lithium-ion battery pack
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
3/43
Why Simulate Batteries and Fuel Cells?
• Conception and understanding
– Enables innovation
• Design and optimization – Achieve the highest possible
performance
• Testing and verification
– Virtual testing is much faster
than testing physical prototypes
Simulation of a high-temperature PEM fuel cell
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
4/43
Simulating with COMSOL Multiphysics®
• Electrical, mechanical, fluid,and chemical simulations
• Multiphysics – Include andcouple all relevant physicaleffects
• Single physics in one integrated
environment
• Cross-disciplinary productdevelopment
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
5/43
All Industries Benefit from Multiphysics Simulation
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
6/43
Model Builder
Provides instant
access to any of the
model settings
• CAD/Geometry
• Materials
• Physics
• Mesh
• Solve
• Results
A Complete Simulation Environment
Graphics Window
Ultrafast graphic presentation,
stunning visualization
COMSOL Desktop®
Straightforward to
use, the Desktop
gives insight and full
control over the
modeling process
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
7/43
Product Suite – COMSOL 5.0
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
8/43
Application Design Tools
Simulation Application
Any COMSOL model can be turned into an
app with its own interface using the tools
provided in the Application Builder
Application Builder
Provides all the tools
needed to build andrun simulation apps
• Form Editor
• Method Editor
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
9/43
Run Applications
Simulation Apps
They can be run in a COMSOL® Client for
Windows® and major web browsers
COMSOL Server™
The engine for
running COMSOL
apps and the hub for
controlling their
deployment,
distribution, and use
Microsoft and Windows are either registered trademarks or trademarks
of Microsoft Corporation in the United States and/or other countries.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
10/43
The Batteries & Fuel Cells Module
• Specialized tool
– Models and simulates all major types of battery and fuel cell
applications
• Ease-of-use
– Pre-built descriptions of charge and mass transfer in electrolyte
– Straightforward description of porous materials
– Support for mass transport and reaction in solids, liquids, and
gas mixtures
• Multiphysics
– Include fluid flow and heat transfer together with
electrochemical reactions
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
11/43
Batteries
• Lithium-ion
• Nickel-metal hydride and nickel-cadmium
• Lead-acid
• Flow batteries and novel technologies.
• Generate charge-discharge curves under different
loading cycles
• Predict thermal behaviour and optimize cooling
strategy
• Study parasitic loss and capacity fade mechanisms
• Multiphysics:
– charge transfer
– mass transfer (e.g. of Li+)
– intercalation reactions at porous electrodes
– heat transfer
Simulation of an air-cooled cylindrical battery
showing temperature and air flow velocity.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
12/43
Fuel Cells
• Proton exchange membrane (PEMFC),
high and low temperature
• Solid oxide (SOFC)
• Direct methanol and carbonate
• Generate polarization curves
• Identify rate-limiting processes
• Optimize design to maximize efficiency
or thermal properties
• Multiphysics:
– charge transfer in membrane
– mass transfer in gas diffusion layers (GDLs)
– fluid flow in gas channels and GDLs
Mass transport of hydrogen and oxygen in a PEM fuel cell.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
13/43
Poll Question
Are you primarily interested in simulating:
• Fuel Cells• Lithium-Ion Batteries
• Other Batteries
•
Other Electrochemical Cells• None of the above
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
14/43
Multiple Processes = Multiphysics
• Charge balances in the electrodes
and electrolyte
– Currents, voltages, and current
distribution
• Material balances
– Concentrations and mass fluxes
• Momentum balances
– Influence of fluid flow
• Energy balance
– Influence of heating and temperature
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
15/43
The Electrochemical Cell
• An electrochemical cell consists of an electrolyte in contact with two or
more electrodes.
• In a discharging battery or fuel cell, power is extracted from a favorable
chemical reaction. – when recharging a battery, power is input to drive a chemical reaction.
• Only total current and voltage are measurable, but current density may not
be spatially uniform.
electrochemical cell A
VIcell
V cell
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
16/43
Electrolyte – Conduction of Ions
• A metal conducts current by transport of electrons.
• In electrochemistry, we are interested in materials (“electrolyte”)
that conduct current by transport of ions.
• For example, if we dissolve table salt (NaCl) in water:
Na+
Na+
Na+
Cl-
Cl-
Cl-
direction of formal current density, J
anode cathode
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
17/43
Sources of Loss
• Resistive: “ohmic drop” – loss due to the resistivity of the electrolyte to
the passage of current.
• Kinetic: loss due to the finite rate of electrochemical reaction at the
electrode-electrolyte interface.
• Mass transfer: “loss” (limited current) due to the finite rate of transport
of reactants to the electrode-electrolyte interface.
• So-called primary, secondary and tertiary currentdistributionsconsider
each successive mechanism of loss.
• Nonideality (nonlinearity) in the current-voltage relationship.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
18/43
The PEMFC and the Li-Ion Battery
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
19/43
The Electrochemistry Interfaces
Core interfaces
Application-specific
interfaces
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
20/43
• Solve for currents in electrode and electrolyte domains.
• The current obeys Ohm’s law: specify the conductivity.
• Specify reaction currents at electrode-electrolyte interfaces.
• Starting assumption: current densities do not depend on concentration of
reactants (negligible depletion).
Secondary Current Distribution
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
21/43
Other Charge Transfer Interfaces
Primary Current Distribution
• Assumes that all electrolysis
reactions are at equilibrium.
• No electrode kinetics: only ohmic
drop influences current-potential
relationship.
Tertiary Current Distribution
Nernst-Planck
• Solves chemical species transport for
all charge-carrying ions (Nernst-
Planck equations).
• Needed when current densities are
significant enough to cause ion
depletion.
• Useful for complex chemistries.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
22/43
Batteries and Fuel Cells
• Battery Interfaces for somebattery types:
– predefined coupling ofSecondary Current Distribution
with concentrated speciestransport of the chargecarriers (e.g. Li+)
• For fuel cells, couple
Secondary Current
Distribution to Fluid Flowand Chemical SpeciesTransport interfaces
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
23/43
Studies
• Stationary: steady-state (DC)
current-voltage relation in a cell
• Time-Dependent: dynamic current-
voltage relation in a cell
• AC Impedance: for electrochemical
impedance spectroscopy
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
24/43
Li-ion Battery Discharge Curve
• Simple 1D example including:
– Electric current through the
electrodes
– Ionic current in the solvent both in
the separator and permeating the
porous electrodes
– Mass transport of Li+ in the
electrolyte, including concentration
effects on electrical conductivity andcharge/discharge current distribution
– Intercalation and solid diffusion of Li
in the spherical particles that form
the electrodes
Cell voltage during a transient load cycle.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
25/43
Li-ion Battery Concentration Profile
• Visualize the dischargeand recharge process:
– change in free Li+concentration in theelectrolyte
–
change in intercalated Liconcentration at thesurface of the particles ineach electrode
Free electrolyte and inserted Li concentration during recharge after
one 2000 s 1C discharge cycle.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
26/43
Li-ion Battery: Comparative Study
• A parametric sweep isused to solve for thedischarge behavior
under different appliedcurrents.
• Compare:
–
different temperatures – different loading
concentrations
– different electrolytes
Discharge curves relating cell voltage to state of charge for different
discharge rates (for varying drawn current).
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
27/43
Li-Ion Battery Drive Cycle
• Battery model is loaded with a
realistic drive cycle for a hybrid
vehicle.
• Output such as voltage and
state-of-charge can be traced.
– Evaluate battery performance.
• Temperature is computed with
a coupled heat transfer analysis.
– Determine factors of safety.
Temperature and state-of-charge of a Li-ion battery
during a realistic drive cycle for a hybrid vehicle.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
28/43
Capacity Fade of a Li-ion Battery
• Extended battery model to
include:
– parasitic side reactions occurring in the
cathode cause capacity fade
– growth and increased resistance of the solid-
electrolyte interphase (SEI) layer with repeated
cycling
• Events interface used to define a
voltage-controlled charge-discharge
cycle
– even when the exact times of switching from
charge to discharge are not known without
solving the model, the system electronics can
be solved together with the battery chemistry
Evolution of cell voltage vs cycle time for successive
discharges of a Li-ion battery subject to side reactions and
increased SEI resistance.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
29/43
Spirally Wound Battery
• 2D analysis of a spirally
wound “jelly-roll” battery
• Real dimensions of
electrodes, separators and
current collectors are
included
•
Solve for current distributionand mass transport Elevation plot of inserted Li concentration in
different layers of a spirally wound battery.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
30/43
High Temperature PEM Fuel Cell
• Assess efficiency and loss in a
polymer electrolyte membrane
(PEM) fuel cell
• Included in the model:
– Electronic current in the porous GDL
– Electrolyte current by proton transfer in
the membrane
– Electrochemical reaction in the catalyst
distributed between the GDL and the
PEM
– Reaction rates depend on reactant
concentration as well as overpotential
– Mass transport and fluid flow of the gas
mixtures on the anode and cathode
side
Concentrations of hydrogen in anode (bottom, rainbow coloring)
and oxygen in cathode (top, thermal coloring) at Vcell = 0.4 V.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
31/43
PEMFC Polarization Curve
• Ohmic and kinetically
controlled regimes
revealed through a
polarization curve
• Use parametric analysis
to relate experimental
data to prevailing
physical effects in
complex systems
Polarization curve of cell average current density (A/m2) vs applied
cell voltage (V).
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
32/43
Fuel Cell with Serpentine Flow Field
• Multiphysics coupling offluid flow and transportof gas species in a fuel
cell cathode
• Porous flow resolved inthe GDL
– consumption of oxygencauses a change incomposition of the flow
Plot of O2 consumption along the serpentine flow channels
above the cathode GDL of a fuel cell.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
33/43
Vanadium Redox Flow Battery
• Tertiary current
distribution analysis of a
redox flow battery.
• Predict potential and
concentration profiles to
optimize the geometryof the design.
Concentrations of reactants (blue-red colors) and products
(green-red colors) in the anode and cathode of a vanadium
sulfate redox flow battery.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
34/43
Heat Transfer
• Sources – Joule heating
– Irreversible reaction losses
– Reversible reaction losses
• Heat transport – Convection
– Conduction
• Electrochemical unit cells – High conductivity (electronic conductors)
– Short distances (micrometers)
Heat transfer in cooling pipes of a battery stack.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
35/43
Liquid-Cooled Li-ion Battery Pack
• Fluid flow analysis and heat
transfer in cooling pipes of a Li-
ion stack
• Heat source taken from a 1D
(thin layer) model of the battery
chemistry
• Could extend to include change
of chemistry due to
temperature change (two-waycoupled) Temperature in different parts of a liquid-cooled lithium-
ion battery pack.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
36/43
Battery Impedance Model
• Li-ion battery interface
solved in the frequency
domain to predict
impedance response.
• Least-squares optimization
used to automatically find
simulation parameters that
best fit experimental data.Impedance calculations compared to experimental data.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
37/43
• From model to app:
– Application Builder for
COMSOL Multiphysics
allows development of an
app. – The application allows a
user to load experimental
data and either manually or
automatically fit the
impedance parameters.
– No specialist COMSOLMultiphysics knowledge
required for the application
user.
Battery Impedance Application
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
38/43
Demo: 2D Lithium-Ion Battery
• 2D analysis of a Li+ ion battery
• Use Lithium-Ion Battery interface
to follow intercalation and current
density distribution
– design optimization
• Compute a discharge curve
Concentration of intercalated Li in the anode and cathode of adischarging battery.
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
39/43
2D Li-ion Battery - Schematic
discharge cathode (LixMnO4)
discharge anode (LixC6)
Li+
electrolyte: 2 M LiPF6 in 1:2 EC : DMC
current collector: i=-200 A/m2
current collector: Ground / 0 V
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
40/43
Q&A Session
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
41/43
Product Suite – COMSOL 5.0
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
42/43
Try COMSOL Multiphysics®
North America
Laramie, WY
Houston, TX
Hanover, NH Burlington, MA
Bethlehem, PA
Kingston, ON
San Jose, CA Edison, NJ
Knoxville, TN
Europe
Zoetermeer, Netherlands
Lund, Sweden
Paris, France Trondheim, Norway
Helsinki, Finland
Siena, Italy
Free hands-on workshops
REGISTER TODAY
www.comsol.com/events
http://www.comsol.com/eventshttp://www.comsol.com/eventshttp://www.comsol.com/events
8/19/2019 0205SAE Batteries FuelCells Webinar comsol
43/43
Contact Us
• Questions?
www.comsol.com/contact
• www.comsol.com – User Stories
– Videos
– Model Gallery
– Discussion Forum
– Blog
– Product News
http://www.comsol.com/contacthttp://www.comsol.com/contact