a Suite of Thermally Coupled Battery Simulation Tools for ... · Engineering Widely used by leading...
Transcript of a Suite of Thermally Coupled Battery Simulation Tools for ... · Engineering Widely used by leading...
a Suite of Thermally Coupled Battery Simulation Tools
for large-format Li-ion Batteries
200 Innovation Boulevard
State College, PA 16803 U.S.A.
www.ecpowergroup.com
EC Power
2
EC Power is a solution provider for battery and fuel cell
technologies, specializing in design, prototyping, analysis,
and testing of batteries, fuel cells, and energy storage
systems for applications to vehicle electrification,
renewable energy, and grid power management.
EC Power Softwares
EC Power Technology
EC Power Customized
Solutions
Solutions
© 2013 EC Power LLC. All Rights Reserved
Fastest Growing Simulation Tool for Li-ion Battery
Engineering
Widely used by leading industrial organizations battery supplier to Auto OEMs,
growing customer base, rave reviews by DOE
Ford Motors company, “Li-ion Electrochemical
Model”, 2012 Automotive Simulation World
Congress Link: Ford Presentation
AutoLionTM highlighted
in new book
C.D. Rahn and C.Y. Wang,
Battery Systems
Engineering. Wiley (2013)
AutoLionTM in US Drive 2012
accomplishments
Link: US Drive 2012
accomplishment
Industrial leaders across the
world in Li-ion battery space (cell
manufacturer to Auto OEMs) are
using AutoLionTM
“The key concerns of both the battery supplier
and the automotive industry could be addressed
by the EC Power model and consequently made
it not only a useful tool, but a user friendly tool
as well.” . DOE Reviewer
AutoLionTM in DOE funded
CAEBAT project Link: DOE 2012
Annual Review
EC Power is the only company selected for US
DOE award (2013) for Li-ion battery safety and
life modeling tool development/enhancement
Link: FY2013 DOE Vehicle Technology Program
Award List
© 2013 EC Power LLC. All Rights Reserved
AutoLionTM: EC Power’s Li-ion Battery Software Suite
4
AutoLion-3DTM is ideal for Li-ion
battery pack thermal management and
on-field relevant cell/pack safety
simulations
User Benefits:
Accurate over wide range of
operating conditions for Li-ion battery
pack thermal management and
evaluation of innovative cooling
concepts
On-field relevant safety simulation
(internal short, external short etc.)
Compatible with any commercial
CFD environment
AutoLion-1DTM is physics-based Li-ion cell
simulation tool perfect for cell design and
optimization
User Benefits:
Fast evaluation of various battery
chemistries and cell designs under
extreme operating conditions
Investigation of internal cell
mechanisms that dictate performance
and safety
Reliable predictions of Li-ion
degradation/aging over wide range of
operating conditions
AutoLion-STTM is physics-based
embedded-in-Simulink Li-ion battery
system design and optimization tool
User Benefits:
Non-empirical software-in-the-loop
tool for battery system architecture
selection, design and operation
Cost and time effective: No need to
extract circuit parameters from data
for every battery pack
Accurate system life-cost
optimization for any energy storage
system with one or more energy
sources
2.5
3
3.5
4
0 275 550 825 1100
Cell
Vo
lta
ge (
V)
Cell Capacity (mAh)
AutoLion
Isothermal Newman Model
-25°C Voltage Comparison at 1C Discharge
© 2013 EC Power LLC. All Rights Reserved
Electrochemical Processes
- electrochemical reactions
- solid state diffusion
- ion transport through
electrolyte
- charge transfer
Thermal Processes
- conservation of thermal energy
Heat generation rate
Temperature-dependent
physico-chemical properties
TTR
E
ref
act
ref
11exp ,
Model predictions
- dynamic potential and current curves
- temperature history and distribution
- active material utilization
qT
t
Tcp
λ
k
k
kk
j
jjnjsjiaq
i
AutoLionTM is unique because it is the
only commercially available software to
take an integrated approach to
electrochemical-thermal coupling in Li-
ion batteries.
With AutoLionTM, the dominant
mechanisms that dictate cell performance
are numerically resolved simultaneously,
with temperature effects fully calculated
and incorporated into each time step.
This fundamental approach is called
Thermally Coupled Battery (TCB)
modeling, and is exclusive to all
AutoLionTM products. Benefits of utilizing
this TCB approach include:
• Pack thermal management for wide
range of operating scenarios
• Voltage recovery at low-T discharge
• Safety simulations
• Degradation/aging simulations
AutoLionTM: Thermally Coupled Battery Modeling
Approach
Capacity (mAh)
Vo
lta
ge
(V)
Te
mp
era
ture
Inc
rea
se
(C
)
0 500 1000 1500 2000 25002
2.5
3
3.5
4
0
20
40
601C (2.2A) Discharge
Model
Experimental data
45C
25C
0C
-10C
-20C
Prediction of voltage recovery (experimentally observed) from
low T only possible with AutoLion TCB modeling
© 2013 EC Power LLC. All Rights Reserved
AutoLionTM: Unprecedented Accuracy in Capturing Li-
ion Battery Performance
Discharge Capacity (mAh)
Vo
lta
ge
(V)
Te
mp
era
ture
Inc
rea
se
(C
)
0 500 1000 1500 2000 25002
2.5
3
3.5
4
0
20
40
60
80
0.1C(0.22A)
1C(2.2A)
3C(6.6A)
4.6C(10A)
Discharge at 25CModelExperimental data
Capacity (mAh)
Vo
lta
ge
(V)
Te
mp
era
ture
Inc
rea
se
(C
)
0 500 1000 1500 2000 25002
2.5
3
3.5
4
0
20
40
601C (2.2A) Discharge
Model
Experimental data
45C
25C
0C
-10C
-20C
Cell: 2.2 Ah 18650 cell with NMC/graphite chemistry
AutoLionTM captures battery performance and temperature profile with
great accuracy
© 2013 EC Power LLC. All Rights Reserved
AutoLion: a Perfect Tool to Capture Li-ion Battery
Dynamics
Cell Starting SOC = 50%
© 2013 EC Power LLC. All Rights Reserved
Simulation results matches very well with data with
maximum error being less than 2% error; showcasing
excellent accuracy of AutoLion-STTM under dynamic
conditions
Cell Starting SOC = 90%
-15
-10
-5
0
5
10
15
0 100 200 300 400
Cu
rre
nt
(A)
Time (Sec)
Input Current Profile
10C
discharge
charge
Cell: 1.2 Ah high power 18650 cell
Chemistry: NMC/Graphite
Experiments carried out at 25oC inside an
environmental chamber
2 cells repeat
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AutoLionTM: Physics-Based Predictive Life Modeling
Capabilities Cell chemistry: NMC/graphite
AutoLionTM can not only capture cell behavior but
also the voltage decay of each electrode with cycling
over a wide range of operating conditions
Capacity (mAh)
Ca
tho
de
Po
ten
tia
lv
sL
i/L
i+(V
)
0 200 400 600 800 1000 12002.5
3
3.5
4
4.5
01000200030004000
50C 5C cycling
25C 1C characterization
Capacity (mAh)
Ce
llV
olt
ag
e(V
)
0 200 400 600 800 1000 12002
2.5
3
3.5
4
01000200030004000
50C 5C cycling
25C 1C characterization
Capacity (mAh)
An
od
eP
ote
nti
alv
sL
i/L
i+(V
)
0 200 400 600 800 1000 12000
0.1
0.2
0.3
0.4
0.5
01000200030004000
50C 5C cycling
25C 1C characterization
Cathode voltage plots
Anode voltage plots
Cell voltage plots
Life predictions against third party data*
for LFP/graphite 26650 cell
*J. Wang et al., J Power Sources, 196, 3942 (2011) © 2013 EC Power LLC. All Rights Reserved
• Virtual cells/packs case files
– Can use “off-the-shelf” case files for cells
– Can design own virtual cell for exploration
AutoLion™: User-Friendly Battery Simulation Tool
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Display window
Summarizes key cell specification in Design Report tab
Designer window
Use the collapsible node tree to select and view detailed design parameters for the virtual cell/pack
Parameter window Edit the current values selected on the Design Window above
AutoLionTM Virtual Battery Lab (VBL) to
“virtually” fabricate a cell
© 2013 EC Power LLC. All Rights Reserved
AutoLionTM: Software Materials Database
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Cathode materials:
• NCM
• LFP
• LMO
• LCO
Anode Materials:
• Graphite
• LTO
100,000+ Coin cells built and tested to
acquire temperature/concentration
dependent properties
8 Built-in cell chemistries
that can be instantly
created and simulated.
All AutoLionTM softwares come equipped
with the material data built-in, which offers
the following benefits:
• No testing required from the end user
• Instant access to all 8 cell chemistries:
new cells can be designed in a matter of
minutes
• High quality data at various
concentrations and temperatures
• Users have freedom to input their own
properties as a function of temperature
and SOC through user defined functions
Li+
negative electrode positive electrode separator
4M
0.1M
1M
Ele
ctro
lyte
Conce
ntr
atio
n
Electrolyte distribution in
a Li-ion cell under
discharge
Data collected for electrolyte concentrations
ranging from 4M to 0.1M
-30°C 60°C
Users do NOT need a detailed understanding of battery cell electrochemistry to work with
AutoLion!
© 2013 EC Power LLC. All Rights Reserved
• AutoLion-ST™ is a physics-based model embedded in Simulink
– Thermally-coupled for co-simulation with other system components (radiators, fans,
pumps, etc.) and with other power sources (hybrid vehicle, microgrids etc.)
– Software-in-the-loop model of a Li-ion battery pack
• Accurate over wide-ranging operating conditions
• Exploratory model (non-empirical)
• Virtual design of Li-ion batteries and packs (system design possible before
cell/pack design finalized)
– Ideal for development of advanced control strategies
AutoLion-ST™: User Empowering System
Simulations
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Inverter
Fuel Cell (or other Battery)
DC/DC Boost
Li-ion Battery Pack
Electric Motor
IC Engine
Generator
Li-ion Battery
Pack
Electric Motor
Inverter
Li-ion storagebattery
EV charging
Renewable energysource
© 2013 EC Power LLC. All Rights Reserved
12
System Requirements:
• Windows 7 64-bit
• Matlab (w/Simulink) ver. 2011a or later
• At least 2 GB of RAM
System Simulation using an Equivalent Circuit (EC) : - Largely empirical where every new battery pack
needs to be experimentally characterized over a wide
range of operating conditions to create a map or look
up table for resistance and capacitance dependence
on SOC, temperature, and C-rate
- Lack the ability to capture important features such as
temperature effects and rate-dependent capacity
System Simulation using AutoLion-STTM : - Use the AutoLion TM Virtual Battery Lab (VBL) to
select materials, geometry, and pack properties
- Connect ALST block into the desired system
- Run the simulation
- Post-process the data
- Fully capable to simulate pack life and dynamic
response over a wide range of operating conditions
Time scale: minutes
AutoLion-ST™: Non-Empirical Software-in-loop
Time scale: weeks
AL-ST
• Thermodynamics (OCP)
• Charge transfer kinetics
• Conservation laws
• T-dependency of material
properties
Electrical Load
Conditions (e.g. I(t)
or P(t))
Thermal conditions
(Tamb, coolant rate)
Battery design, Initial States
(SOC and/or SOH)
V(t)
P(t)
T(t)
Csolid,Li to avoid
Li plating, etc.
SOC(t)
Celectrolyte,Li
Capacity(t)Battery
controller
Output
Initial
guess
© 2013 EC Power LLC. All Rights Reserved
13
AutoLion-STTM vs. Existing System Simulation Tools
AutoLion-ST (AL-ST)
Single Particle Reduced
Order Model (ROM)*
Enhanced Single Particle
ROM **
NCM/Graphite Li-ion Chemistry
25oC Operation
0oC Operation
Single particle and enhanced ROM model may
provide similar accuracy as physics-based AL-ST
at room temperature but over a wide range of
temperature substantially fall short in capturing
accurate behavior owing to their underlying
assumptions
AutoLion-STTM captures accurate battery internal
physics for system-level simulation without
sacrificing on computational efficiency
* K. smith et al, ASME J Dyn. Syst. Meas. Control, 130, 011012 (2008)
** T.R. Tamin et al., Ener. Conv. Management, submitted
© 2013 EC Power LLC. All Rights Reserved
Forecasting of Battery Pack Ageing under User-
Specified Drive Cycle with AutoLion-STTM
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Li-ion Battery Pack
Tambient
Tbattery
-
+
-80
-60
-40
-20
0
20
40
60
80
100
0 200 400 600 800 1000 1200
Po
we
r D
em
an
d (
kW
)
Time (sec)
PID Controller
Heat transfercoeff. h(t)
Tbattery
US06 drive cycle
Thermal Controller
Rapid drop in capacity and peak power for warmer
conditions
After 1000 cycles
– Phoenix (35oC): ~ 15% drop in capacity, ~ 12%
drop in peak power
– Portland (10oC): ~ 5% drop in capacity, ~ 3% drop
in peak power
Cell and pack design (both electrochemical and thermal)
can be modified on the fly and re-simulated within
minutes
Li-ion battery
pack with 96S3P
configuration
at 40% SOC; 25oC
© 2013 EC Power LLC. All Rights Reserved
15
Dynamic System Simulation for Hybrid Powertrain
Greater Li-ion battery pack overpotential at 0oC leads to lower voltage and greater current to generate required
load
Li-ion battery pack voltage recovery attributed to both reduced load (over time) and battery self-heating during
discharge
With AutoLion-STTM, custom controls, system designs, and thermal management strategies can be readily
developed for a hybrid energy storage system with any combination of two energy sources such as but not
limited to lead-acid battery coupled with Li-ion, two Li-ion batteries or fuel cell-battery hybrid. Contact EC
Power for lead-acid battery or fuel cell system tools.
Dynamic load sharing between
Fuel Cell and Battery
Dynamic response of Li-ion battery
pack at different ambient conditions
© 2013 EC Power LLC. All Rights Reserved
16
Design a custom cell and run/view the
simulation within the self contained GUI
System Requirements:
- Windows 7 64-bit
- 150 MB of hard disk space
- At least 2 GB of RAM
NCM-Graphite 18650 cell
simulated at with proper
electrochemical-thermal coupling
(AutoLionTM) vs. isothermal
Newman-type model.
Voltage response of an LFP-
graphite prismatic cell for a custom
power load profile.
Rapid simulations with AutoLion-
1DTM to compare various cell
chemistries
2.5
3
3.5
4
0 275 550 825 1100
Cell
Vo
lta
ge (
V)
Cell Capacity (mAh)
AutoLion
Isothermal Newman Model
-25°C Voltage Comparison at 1C Discharge
2.8
3.2
3.6
4
1000 1020 1040 1060 1080 1100
Cell
Vo
lta
ge (
V)
Time (sec)
Voltage Response
4.4Ah 0.9SOC
4.4Ah 0.5SOC
AutoLion-1D™: Rapid Modeling of Li-ion Cell
© 2013 EC Power LLC. All Rights Reserved
Capacity (mAh)
Vo
lta
ge
(V)
0 500 1000 1500 20001
1.5
2
2.5
3
3.5
4
OCV
1C
3C
5C
Graphite : NCM-LMO-LFP
Thickness(m): A(63)-S(20)-C(79)Porosity: A(0.27)-S(0.46)-C(0.27)
Capacity (mAh)
Cu
rre
nt
Pe
rce
nta
ge
(%)
0 500 1000 1500 20000
50
100
NCMLMOLFP
Graphite : NCM-LMO-LFP
1C discharge
• Explore performance of blended cathodes using AutoLion-1D™
• Use any combination and % of active materials in the materials database
AutoLion-1DTM: Simulating Mixed Active Material as Used in
State-of-the-Art Commercial EV Technology
© 2013 EC Power LLC. All Rights Reserved
External Short Circuit Simulation with
AutoLion-1DTM
18
Three different 18650 cells designed for high power (1.2Ah,
100 Wh/kg), medium energy (e.g. PHEV cell) (2.2Ah, 150
Wh/kg) and high energy (2.8Ah, 200 Wh/kg) are chosen.
o Cell chemistry: NMC/graphite
(properties taken from AutoLion-
1DTM database
o External short resistance: 100 mΩ
Counterintuitive to conventional wisdom, the 2.8Ah cell reach the cut-
off voltage of 2.2V prematurely, resulting in a relatively benign cell
temperature rise during external short
Cell response during a safety event is a strong function of cell internal
behavior dependence on temperature. 2.8 Ah cell could tolerate external
short without any drastic consequences (T<100oC) because of electrolyte
depletion
AutoLion-1D™ simulation results clearly show that the limiting current
for high-density electrode cells, with minimal pore volume for
electrolyte, is dictated no longer by the electrode active material but
rather by electrolyte amount and transport properties
Voltage and temperature response after
external short event
Electrolyte depletion in 2.8Ah cell
resulting in cell shutdown
© 2013 EC Power LLC. All Rights Reserved
Li-ion Battery Cell Aging Forecasting with
AutoLion-1DTM
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Cycle Number
SO
H(%
)
0 1000 2000 3000 4000 50000
20
40
60
80
100
15C 0.5C
25C 0.5C
45C 0.5C
50C 0.5C
60C 0.5CCycle Number
SO
H(%
)
0 1000 2000 3000 4000 50000
20
40
60
80
100
15C 1C
25C 1C
45C 1C
50C 1C
60C 1C
Simulation of cycle life of LFP/graphite 18650 cells over a wide range of temperature and cycling rates
Rapid execution of virtual ageing experiments and rapid optimization between battery usage and
life is possible using AutoLion-1DTM © 2013 EC Power LLC. All Rights Reserved
AutoLion-3DTM
• AutoLion-3D™ is a thermally-coupled, physics-based model for reliable evaluation of
Li-ion battery pack thermal management and on-field relevant safety for packs
Compatible with any commercial CFD environment
• Acts as Plug-in library for Fluent, Star-CD etc.; AutoLion-3D ONLY uses CFD
solver to resolve AutoLion-specific equations and post-processing capabilities
• Robust and computationally efficient with parallel computing capabilities; easily
handles large mesh size (15 million or more mesh size)
Perfect for Li-ion battery pack thermal management and evaluation of innovative
cooling concepts
• Accurate over wide-ranging operating conditions
• Virtual design of Li-ion batteries and packs (estimation of various pack and
coolant design before cell/pack design finalized)
On-field safety simulation for Li-ion battery pack such as internal short, external
short in a pack, cell crush in a pack in addition to nail penetration (lab-scale safety
test)
© 2013 EC Power LLC. All Rights Reserved
AutoLion-3DTM : Easy to Use with a Minimal
Learning Curve
Choose battery chemistry, Design battery
cell/pack and specify operating
conditions with AutoLion -3D GUI
Use commercial mesh generation
software (ICEM or others) by quickly
importing AutoLion-3D generated
mesh scripts
AutoLion-3D governing
equations with EC Power
proprietary algorithms
Import AutoLion-3D
model to Fluent , or any
other commercial CFD
package and click
simulate
System Requirements:
• Windows 7 64-bit (for GUI)
• Linux 64-bit (for simulator)
• Any Commercial CFD Package (e.g.
Fluent, Star-CCM+)
• Mesh generation software
• Multi-core processors for parallel
computing (optional)
AutoLion-3DTM can generate meshes for all 3 geometric types:
cylindrical, wound prismatic, and stacked prismatic.
Thermally-coupled
battery volume
averaged equations
© 2013 EC Power LLC. All Rights Reserved
AutoLion-3DTM: Robust CFD-Based Software
Inlet
Outlet
Inlet
Outlet
Coolant flow field
(fluid region) Li-ion cells
(solid region)
AutoLion-3DTM is very robust, and computationally efficient in simulating large packs (i.e. 22
kWh or larger)
Numerical mesh for electrochemical/thermal coupled simulation of a 22kWh battery
system (12 million mesh size)
Some highlights of AutoLion-3DTM users :
Large pack simulation (>10M mesh size) with air convection; good match between experimental
data of cell temperatures and voltage and model (Leading automaker)
Pack design evaluation for pack-level safety events against international safety standards (Leading
pack manufacturer)
Cell safety simulations and subsequent thermal runaway (Leading automaker, cell/pack
manufacturer) © 2013 EC Power LLC. All Rights Reserved
Cooling Concepts and Thermally-driven Cell-to-Cell
Imbalance with AutoLion-3DTM
Cell Group 1
Cell Group 12
Cell Group 1 Cell Group 12
12S-2P Pack (with NMC/graphite 35 Ah cells) air heating from subzero temperatures with air flow
and its impact on cell-to-cell imbalance
Thermally-driven SOC imbalance has performance, life, and safety consequences, and can only be
simulated with a TCB model such as AutoLion™
© 2013 EC Power LLC. All Rights Reserved
Internal Shorting Simulation
(K)
Rshort 10mΩ
Tmax= 2800 K
Rshort 4Ω
Tmax= 380 K
(K)
Temperature contours of the shorted layer (#8) in a cell 5
seconds after the shorting event.
300
600
900
1,200
1,500
1,800
2,100
2,400
2,700
0 20 40 60
Tem
pe
ratu
re (
K)
Time (s)
Tavg (K)
Tmax (K)
10 mΩ
298
308
318
328
338
348
358
368
378
388
398
0 25 50 75 100
Tem
per
atu
re (
K)
Time (s)
Tavg (K)
Tmax (K)
4 Ω
8 Ah NMC/graphite stacked electrode cell with layer #8 out of 17 layers is shorted with 10 mΩ and 4
Ω short
AutoLion-3DTM is a robust software capable of
capturing complex transients of temperature rise
and its spatial distribution during an internal short
event
© 2013 EC Power LLC. All Rights Reserved
Simulating Cell Crush with AutoLion-3DTM
0.1 sec 0.5 sec 1.0 sec 5.0 sec 20 sec
penetration depth due to the impact or crush is a major factor in
maximum cell temperature. Shallow indentation or slow penetration
speed is substantially more dangerous.
In this case, local temperatures approach 400°C within 0.5 seconds of penetration.
10 Ah NMC/Graphite Cell
© 2013 EC Power LLC. All Rights Reserved
On-Field Relevant Pack-level Safety Simulation -
External short of One Cell in Pack
24 cell 12S-2P 2.8 kWh pack consisting of 35 Ah Cell NMC/graphite cells
Air cooled pack; cell 12 is externally shorted with 10 mΩ resistance
AutoLion-3DTM is a perfect tool to evaluate the impact of on-field
safety events such as external short in a pack with and without coolant
flow
Real physics captured with AutoLion; temperature rise limited to 60oC
in this case because of electrolyte limiting phenomena. Empirical
models can’t evaluate real events like shown here
Temperature distribution in the battery pack at 12 sec (only partial view
of 24 cell pack from cell #12 to cell#24 shown for clarity) after the
external short event in cell #12
Externally
shorted cell
© 2013 EC Power LLC. All Rights Reserved
27
Feature AutoLion-1DTM AutoLion-STTM AutoLion-3DTM
Proprietary TCB Model
Virtual Battery Lab (VBL) with
material database
Life modeling
Safety simulation Limited capabilities
Pack simulation
Dynamic system feedback
Hybrid energy storage
simulation
Parallel computing
Batch Jobs for parametric
studies
Built-in solver Uses Simulink Any Commercial CFD
Solver
Custom load profiles
Post-processing Built-in MATLAB .CGNS format: industry
standard for post-processing
AutoLionTM : Superior Battery Simulations for
Applied Battery Research & Engineering
© 2013 EC Power LLC. All Rights Reserved
Contact Information
For more information on EC Power and
its products, contact us at:
EC Power
200 Innovation Blvd.
State College, PA 16803
Website: http://www.ecpowergroup.com
Email: [email protected]
Telephone: +1-814-861-6233
Fax: +1-814-861-6234
© 2013 EC Power LLC. All Rights Reserved