![Page 1: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/1.jpg)
1© 2015 The MathWorks, Inc.
Developing Battery Management
System using Simulink
Prasanna Deshpande
![Page 2: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/2.jpg)
2
Smarter systems require efficient battery
![Page 3: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/3.jpg)
3
Challenges in Battery Modeling and Management
Battery Pack
- Modeling electro-chemical
cell and its thermal
dependency
- Scaling up the cell model to a
battery pack model
- Modeling electro-chemical cell and
its thermal dependency
- Scaling up the cell model to a
battery pack model
![Page 4: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/4.jpg)
4
Challenges in Battery Modeling and Management
Battery Pack
- Modeling electro-chemical cell and
its thermal dependency
- Scaling up the cell model to a
battery pack model
Electronics
- Block / module voltage &
temperature measurement
- Cell balancing, Contactor &
pre-charge circuits
- Block voltage & temperature
measurement
- Cell balancing, Contactor & pre-
charge circuits
![Page 5: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/5.jpg)
5
Challenges in Battery Modeling and Management
Battery Pack
- Modeling electro-chemical cell and
its thermal dependency
- Scaling up the cell model to a
battery pack model
Electronics
- How to design and verify
different Battery Management
functions?
- Block voltage & temperature
measurement
- Cell balancing, Contactor & pre-
charge circuits
SoC Estimation
Contactor
Management
Fault Handling
Thermal
Management
Current & Power
Limits
![Page 6: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/6.jpg)
6
Challenges in Battery Modeling and Management
Battery Pack
- Modeling electro-chemical cell and
its thermal dependency
- Scaling up the cell model to a
battery pack model
Electronics
- Block voltage & temperature
measurement
- Cell balancing, Contactor & pre-
charge circuits
Software
How to design and verify different
Battery Management functions?
![Page 7: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/7.jpg)
8
Solution: System level simulation model for Battery
![Page 8: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/8.jpg)
9
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 9: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/9.jpg)
10
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 10: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/10.jpg)
11
Battery cell modeling as RC equivalent circuit
▪ 1RC Equivalent circuit
representation of Battery cell
▪ Resistors, capacitor, and voltage
source are dependent upon SOC
and temperature
Battery cell equivalent discharge circuit
+-
+-
![Page 11: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/11.jpg)
12
Circuit Elements – Lookup Tables
▪ Lookup tables can be used for each circuit element
– Values will characterize the battery performance
EmSOC
1
SOC
0.9
SOC
0.8…
SOC
0
5°C 4.20 V 4.10 V 4.05 V … 3.50 V
20°C 4.18 V 4.07 V 4.02 V … 3.49 V
40°C 4.15 V 4.02 V 3.97 V … 3.43 V
R1
C1
R0
Em
![Page 12: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/12.jpg)
13
Multi-domain modeling of battery pack using Simscape
![Page 13: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/13.jpg)
14
Battery data is collected by conducting a series of tests with
the battery
▪ Used to determine battery
capacity
– Multiple Temperatures
– Multiple Currents
0 5 10 15 2010.5
11
11.5
12
12.5
13
Time (h)
Vo
lta
ge
Discharge at 25 °C
C/20
C/10
C/5
C/3
C/2
1C
▪ Used to determine battery dynamics
– Range of SOC
– Multiple Temperatures
– Multiple Currents
– Discharge and Charge Curves
0 2 4 6 8 103.2
3.4
3.6
3.8
4
4.2
Vo
ltag
e
Time (hours)
Measured Data - Pulse Discharge
0 2 4 6 8 10 12-30
-20
-10
0
Cu
rren
t (A
mp
s)
Time (hours)
![Page 14: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/14.jpg)
17
Discovery Page on MathWorks website: Battery modeling
https://in.mathworks.com/discovery/battery-models.html?s_tid=srchtitle
![Page 15: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/15.jpg)
18
Shipping examples in Simscape
![Page 16: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/16.jpg)
19
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 17: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/17.jpg)
20
Role of electronics: Cell voltage measurement and pre-charge
![Page 18: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/18.jpg)
21
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 19: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/19.jpg)
22
Battery Management Functions
![Page 20: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/20.jpg)
23
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 21: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/21.jpg)
24
Generate C/C++ Code From BMS Algorithm Models
▪ Generate target optimized
C/C++ code using Embedded
Coder
▪ Fine-tune code optimizations,
package and build generated
code
![Page 22: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/22.jpg)
25
Agenda
▪ Capturing Dynamics of Battery Cell → Large Battery Pack
▪ Modeling the electronics: Contactors, Inverters, Loads
▪ Developing Battery Management Algorithms
▪ Generating C/C++ Code from BMS Algorithms
▪ Perform HIL Testing for BMS ECUs
![Page 23: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/23.jpg)
26
Perform HIL Testing for BMS ECUs (1/3)
Testing ECUs with Battery Cells
• Longer test cycles
• Difficult to reproduce results
• Limited test automation
• Difficult to test fault conditions
![Page 24: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/24.jpg)
27
Perform HIL Testing for BMS ECUs (2/3)
Wiring and Signal
Conditioning
Automatic Code
Generation
![Page 25: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/25.jpg)
28
Perform HIL Testing for BMS ECUs (3/3)
IO991: Battery Emulation I/O Module
Key Features:
▪ 6 independent isolated channels
▪ Architecture allows series & parallel combinations
▪ Independent power and sense lines
▪ Voltage range of 0-7 V with 14-bit resolution
▪ 300 mA source to load
▪ 100 mA sink adjustable in 16 steps
Enables:
▪ Test automation and repeatable testing
▪ Fault testing safely
▪ Reuse testcases from earlier desktop testing
![Page 26: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/26.jpg)
29
Summary
Long Iteration Cycles Safety Critical SystemMulti-Domain
Collaborate Across
DomainsReduce Iteration Time
Functional Safety
Certification
![Page 27: Developing Battery Management System using Simulink · Developing Battery Management System using Simulink Prasanna Deshpande. 2 Smarter systems require efficient battery. 3 Challenges](https://reader030.vdocuments.us/reader030/viewer/2022041120/5f33b060e758fb4fe336e32e/html5/thumbnails/27.jpg)
31
Learn More about Battery Management System