model based design of hybrid and electric powertrains

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MODEL BASED DESIGN OF HYBRID AND ELECTRIC POWERTRAINS Sandeep Sovani, Ph.D. ANSYS Inc. October 22, 2013 SAE 2013 Hybrid Powertrain Complexity And Maintainability Symposium Acknowledgements: Scott Stanton, Todd McDevitt, Eric Bantegnie, Xiao Hu, ANSYS Inc.

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Hybrid and Electric Drives are far more complex than the traditional I.C. Engine based powertrains of cars and trucks. Such complexity multiplies the possible failure modes that could lead to catastrophic failure of the drivetrain, as well as make the job of optimizing the powertrain for fuel efficiency, much more challenging. Model Based Design is a solution to manage complexity, find and eliminate failure modes, and to find and exploit even obscure performance improvement opportunities. This presentation shows some nuances and advances of Model Based Design methods for Hybrid and Electric Powertrains

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Page 1: Model Based Design of Hybrid and Electric Powertrains

MODEL BASED DESIGN OF

HYBRID AND ELECTRIC POWERTRAINS

Sandeep Sovani, Ph.D.

ANSYS Inc.

October 22, 2013

SAE 2013 Hybrid Powertrain Complexity

And Maintainability Symposium

Acknowledgements:

Scott Stanton, Todd McDevitt, Eric Bantegnie,

Xiao Hu, ANSYS Inc.

Page 2: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

As mechanical, electrical, electronic and software systems in a vehicle are

getting ever more tightly integrated, three key necessities are arising

2

Mechanical/Fluid

Electrical & Electronics

Software

Mechanical/Fluid Software

Electrical & Electronics

Mechatronics

Manage Complexity

to design innovative, market leading products

Early & Reliable Verification

to deliver high quality products to the market

faster

Coordinate Interdisciplinary

Engineering

to reduce design changes and development costs

Page 3: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

The hybrid electric powertrain is the most complex vehicle system

involving diverse interdisciplinary engineering

3

Predicting the behavior of a Hybrid Electric Powertrain over a drive cycle requires simulation of multiple domains: • Mechanical, Hardware • Electrical, Electronics • Software

Page 4: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Simulating the electric powertrain as a complete, interconnected system is

particularly challenging due to fragmentation of simulation tools and

methods at different stages of the product development process

4

System Validation

Sub-System Integ. & Verification

Component Integration & Verification

Requirements and Specifications

Component Design

System Functional & Architectural Design

Mechanical Electrical Software

Customer Requirements: Adjust the speed of my vehicle to keep it at a safe distance behind the lead vehicle even in fog or heavy rain

Functional Specification: The car must adjust its speed without users control

Alt. A: Preview Distance Control System

Alt. B Radar Cruise Control System

Alt. C Dynamic Laser Cruise Control System

System Simulation Testing

Components Testing

Requirements Capture and Management

Product Structure

Optimal Architecture

Mechanical Electrical Software

System Models

Systems Simulation

Detailed Design & Optimization

Release Product

Manage Complexity

Coordinate Interdisciplinary

Engineering

Early & Reliable Verification

Page 5: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Systems functional engineering tools, software engineering tools, and

detailed 3D design tools need to be seamlessly integrated to create an

effective tool for handling the complexity of hybrid electric powertrains

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System Validation

Sub-System Integ. & Verification

Component Integration

& Verification

Requirements and Specifications

Component Design

System Functional & Architectural Design

Mechanical Electrical Software

Detailed Design & Optimization

Systems Functional Engineering

Functional Allocations

Detailed Architecture Architecture

Software Engineering

Detailed 3D Design and Simulation

Page 6: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

A multi-fidelity simulation toolset is essential to most effectively meet the

different design needs at different stages of the product development

process

6

Model Simulation Result

Requirement Req 23: On request, the valve should close in 500us

X

Functional simulation

System simulation (0D)

High fidelity simulation

(3D) - Open loop validation

System Validation

(0D-ROM-Ctrl)- Close loop validation

500us 0

Pos

true

false t

0

500us

t

Pos

Pmax

Actuator

t

Pos

0 500us

t

Pos

Pmax

500us

Pmax

Pmax

Page 7: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

We are testing a comprehensive simulation platform comprised of in-depth

integrated tools to full system simulation of the hybrid electric powertrain

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System Design

System Architecture, System Verification Detailed

Component Design

3D Simulations for Fluids, Thermal, Mechanical, Electrical, Magnetic

Effects System & Software

Lifecycle Mgmt Certification Plans, Metrics,

Requirements, Configuration Management,

Documentation Generation

Circuit Design and Control

Software Design Prototyping, Design,

Verification, Qualified Code Generation

Page 8: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Requirements Mgmt and

Functional Design

Practices

Requirements analysis

Requirements traceability

Configuration management

Operational and usage analysis

Functional decomposition

Functional simulation

Architectural design & selection

Rapid prototyping

Behavior modeling (0D simulation)

At the highest level system design starts with requirements analysis,

operational and usage analysis, functional decomposition, architectural

design and basic behavioral modeling

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Page 9: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

At the component design and verification level a data connector bus and

0D simulator forms the central core of the simulation platform

Page 10: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

The second key element at the component design and verification level is a

comprehensive control software development tool set that prototypes and

designs software models, verifies them, and generates certified code

Page 11: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

At the detailed component design level, 3D simulation tools help develop

and optimize the components from fluid, thermal, structural, electrical,

magnetic, acoustic, etc aspects

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Fluid, Thermal Simulation of a Battery Module

Pre-Stressed Structural Modal

Analysis of a Motor

Electrical Current and Heating Simulation of

an IGBT

Page 12: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1:

Integrated power electronics and embedded controls development

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Page 13: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1 . . . Continued

An incremental approach is used to design the system

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Page 14: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1 . . . Continued

At level 1, open loop electric behavior is studied

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Page 15: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1 . . . Continued

At level 1, system validation includes switching commands from embedded

code

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Switching commands coming from the Embedded Code

Angle and Torque on the load

Page 16: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1 . . . Continued

At level 4, closed loop control and detailed electric analysis is performed

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Page 17: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 1 . . . Continued

At level 4 system validation considers switching commands from

embedded code as well as feedback commands

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Switching commands coming from the Embedded Code and feedback command

Angle and Torque on the load

Page 18: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 2 . . . Continued

Hierarchical IGBT models suite different purposes: A dynamic IGBT model

is necessary for EMI analysis

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DC core

A

Energy calculation

B

Thermal network

F

DC core

A C

Thermal network

F

Capacities C(V), C(I)parasitics L, R, Ccontrolled sources

E

Full parameter excess

Maximum simulation speed:

• Accurate static behavior

• Accurate thermal response

• No voltage and current transients

• Suitable for system design analysis

Average IGBT Model Dynamic IGBT Model

Maximum simulation accuracy:

• Sophisticated semiconductor model

• Accurate dynamic and thermal behavior

• Accurate voltage and current waveforms

• Suitable for drive optimization, EMI/EMC

Page 19: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 2 . . . Continued

Dynamic IGBT model accurately captures switching waveforms

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Static IGBT for fast system simulations

Page 20: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 2 . . . Continued

Detailed 3D thermal and electrical analysis of the IGBT further improves

waveform accuracy

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EMI/EMC: Automatic L,R,C Extraction and Network Model

The structure is meshed using automatic and adaptive meshing

Current Distribution

Page 21: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 2 . . . Continued

The IGBT model couples seamlessly with detailed motor model to optimize

the sub-system in an integrated way

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-22.50

60.00

0

25.00

50.00

0 240.00m100.00m

2DGraphSel1 NIGBT71.IC

Extract Power Loss

0

474.00m

200.00m

400.00m

100.00 1.00Meg1.00k 3.00k 10.00k 100.00k

2DGraphCon1

GS_I...FFT

Page 22: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

The battery pack is hierarchically simulated from the smallest electrode level scale

to the largest pack level scale and a behavioral model of the pack is extracted that

fits in the powertrain system level simulation

Example 3

Total battery simulation

Electrode Level

•Electrode layout •Heat source calculation •Aging

Molecular Level

•Material innovation •Material selection

Cell Level •Charging, dischar-ging profiles •Cell level heat distribution •Swelling, deformation

Pack Level •BMS Logic •Electrical System •Cooling Channels •Cooling Circuits

Powertrain and Vehicle Level

•System Integration

Smal

l Sca

le

Larg

e S

cale

Page 23: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 3 . . . Continued

Electrochemistry at the cell electrode level is simulated with 1D and 3D

models

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Impact of Temperature on Concentration Distribution

Impact of Particle Shape on Capacity

Rate 0.1C 0.5C 1C 3C 5C 10C

Validation of Reduced Order Electrochemistry

[1] X. Hu, S. Stanton, L. Cai, R.E. White, J. Power Sources 214, 40-50, 2012. [2] X. Hu, S. Stanton, L. Cai, R.E. White, J. Power Sources 218, 212-220, 2012.

Page 24: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 3 . . . Continued

Cell electrical behavior is characterized by simulating electrical, flow and

temperature distributions in the cell in detail

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Current Density Cathode Anode

J

)( UYJ ac

Temperature

Page 25: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 3 . . . Continued

Cell Equivalent Circuit Models are developed that account for detailed

thermal and electrical effects and are integrated into a module model

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X. Hu, L. Collins, S. Stanton, S. Jiang, "A Model Parameter Identification Method for Battery Applications", SAE 2013-01-1529.

Battery Pack ECM Model

Simulation Results

Cell Equivalent Circuit

Model (ECM)

Page 26: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

State space based Linear Time Invariant Model

Example 3 . . . Continued

Module level detailed cooling models are developed and reduced to a

thermal reduced order model (ROM) which augments the ECM

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ROM for the Battery Module

LTI

Page 27: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Example 3 . . . Continued

Busbars are characterized with thermal, structural and electric simulation

and all components are integrated to create the pack model

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Electromagnetic FEA Analysis for Busbar RLC Network Extraction

Voc vs. SOC

Pulse Discharge

Battery Equivalent Circuit Model (ECM)

Battery Performance Data

Pack Level Battery ECM

Page 28: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

Summary:

Hierarchical multi-domain, multi-fidelity simulation provides the ability to

perform early and reliable verification while managing complexity, of

interdisciplinary H/EV powertrain engineering

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Mechanical/Fluid Software

Electrical & Electronics

Page 29: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL 29

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System Validation

Sub-System Integ. & Verification

Component Integration & Verification

Requirements and Specifications

Component Design

System Functional & Architectural Design

Detailed Design & Optimization

Page 30: Model Based Design of Hybrid and Electric Powertrains

SAE INTERNATIONAL

THANK YOU

[email protected]

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