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Copyright © ESI Group, 2019. All rights reserved.Copyright © ESI Group, 2019. All rights reserved.
www.esi-group.com
Electric Motor
Optimization
-
Scilab
&
SimulationX
Yann Debray – Scilab Director
Preliminary Design
27 November 2019
2www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Agenda
• Introduction
• Electric Motor Modeling
• Finite Element Modeling
• System Modeling
• System Integration
• Product lifecycle
• Functional Mock-Up Interface
• Open Services for Lifecycle Collaboration
• Design Space Exploration & Optimization
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Every single car goes through Model Based Design
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CHASSIS & SUSPENSION
CAR BODY
POWERTRAIN
Rising product complexity brings changes in the organizations
INTERIOR
Pictures from several websites, no authorization to be published
5www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
From Model Based Design to Model Based Systems Engineering
Product Performance Lifecycle
Engineering
Preliminary
Design
Detailed
Design
Prototype
Component
Verification
System
Validation
Manufacturing In-Service
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Cascade requirements
Preliminary
Design
Detailed
Design
Engineering
Prototype
V
Vehicle
Specs
• Range
• Top Speed
• Time 0-100 km/h
• Torque
• Speed
• Power
Motor
Specs
8www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
8
Electric Motor Modeling
9www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Electric motor modeling
Static Finite Element Model Dynamic System Model Optimization Application
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Static Finite Element Model
Electromagnetic FEA Simulation
FEM Outputs – System model InputsElectromagnetic FEM Simulation
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Dynamic System Model
SimulationX Model
Inputs & Outputs MapSimulationX Model
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12
System integration
13www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
User personas
• Electric Motor Optimization
• System engineer
• Simulation engineer
• Test engineer
Virtual Real
System
Test
Simu
Time
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Copyright © ESI Group, 2019. All rights reserved.
User stories
• Electric Motor Optimization:
1. System Model
2. Finite Element Model
3. Test & Measurements
Virtual Real
System
Test
Simu
Time
15www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Going back to system modeling and validation
②
①
③
System
Test
Simu
Time
16www.esi-group.com
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Functional Mock-up Interface
17www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
FMI + Open Source
New innovative ways for open collaborative Model Based Design:
--> Separate the model authoring tool from the model execution tool
--> Deploy from few simulation specialists upwards and downwards the cycle
--> Free the model unit (FMU) from license restrictions
18www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Model-Exchange & Co-simulation
Scilab/Xcos
Control team
Software X
Mechatronic
team
19www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Different execution modes
Model Exchange Co-Simulation
The solver is provided by the execution tool The solver comes from the authoring tool
20www.esi-group.com
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FMU implementation
21www.esi-group.com
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Scilab Application based on FMI
SCILAB APPLICATION
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Open Services for Lifecycle Collaboration
Beyond simulation
23www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Model Based Systems Engineering
Based on
VisualDSS &
Partner tools
In-Service
Predictive maintenance,
monitoring, …
Virtual Test
MIL, SIL, HIL, …
Virtual Prototype
Pre-certification
Manufacturing effects
Detailed Design
Pre-experience
Preliminary Design
From requirement to
Model-Based Design
System integration is key
Tools have to work together
Product Performance Lifecycle
OSLC OSLC OSLC OSLC OSLC
OSLC: Open Services for Lifecycle Collaboration
25www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
25
Design Space Exploration & Optimization
26www.esi-group.com
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Design Space Exploration
SCILAB GUI
for
DESIGN SPACE EXPLORATION
27www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Design Optimization
SCILAB GUI
for
DESIGN OPTIMIZATION
through
PARETO FRONT
Multi-objective optimization:
Maximize torque and efficiency, minimize ripple
28www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
Electrical Motor
Design Optimization
Design parameters:
• 2D Geometry
• Electro-Magnetical
(flux linkage)
Multi-objectives:
• Torque
• Power
• Efficiency
(in steady-stade)
Torque
Power
Trade-off Line
Theoretical optimum
Design space Objective space
P
Pareto Front
Dominant PointsDominant Points
Pareto Set
Efficiency
29www.esi-group.com
Copyright © ESI Group, 2019. All rights reserved.
ご清聴ありがとうございました。
Thank you very much!
30www.esi-group.com
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Potential next step: Co-Simulation
SimulationX Model
Finite Element ModelSystem Model

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Electric motor optimization

  • 1. 1www.esi-group.com Copyright © ESI Group, 2019. All rights reserved.Copyright © ESI Group, 2019. All rights reserved. www.esi-group.com Electric Motor Optimization - Scilab & SimulationX Yann Debray – Scilab Director Preliminary Design 27 November 2019
  • 2. 2www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Agenda • Introduction • Electric Motor Modeling • Finite Element Modeling • System Modeling • System Integration • Product lifecycle • Functional Mock-Up Interface • Open Services for Lifecycle Collaboration • Design Space Exploration & Optimization
  • 3. 3www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Every single car goes through Model Based Design
  • 4. 4www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. CHASSIS & SUSPENSION CAR BODY POWERTRAIN Rising product complexity brings changes in the organizations INTERIOR Pictures from several websites, no authorization to be published
  • 5. 5www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. From Model Based Design to Model Based Systems Engineering Product Performance Lifecycle Engineering Preliminary Design Detailed Design Prototype Component Verification System Validation Manufacturing In-Service
  • 6. 6www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Cascade requirements Preliminary Design Detailed Design Engineering Prototype V Vehicle Specs • Range • Top Speed • Time 0-100 km/h • Torque • Speed • Power Motor Specs
  • 7. 8www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. 8 Electric Motor Modeling
  • 8. 9www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Electric motor modeling Static Finite Element Model Dynamic System Model Optimization Application
  • 9. 10www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Static Finite Element Model Electromagnetic FEA Simulation FEM Outputs – System model InputsElectromagnetic FEM Simulation
  • 10. 11www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Dynamic System Model SimulationX Model Inputs & Outputs MapSimulationX Model
  • 11. 12www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. 12 System integration
  • 12. 13www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. User personas • Electric Motor Optimization • System engineer • Simulation engineer • Test engineer Virtual Real System Test Simu Time
  • 13. 14www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. User stories • Electric Motor Optimization: 1. System Model 2. Finite Element Model 3. Test & Measurements Virtual Real System Test Simu Time
  • 14. 15www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Going back to system modeling and validation ② ① ③ System Test Simu Time
  • 15. 16www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Functional Mock-up Interface
  • 16. 17www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. FMI + Open Source New innovative ways for open collaborative Model Based Design: --> Separate the model authoring tool from the model execution tool --> Deploy from few simulation specialists upwards and downwards the cycle --> Free the model unit (FMU) from license restrictions
  • 17. 18www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Model-Exchange & Co-simulation Scilab/Xcos Control team Software X Mechatronic team
  • 18. 19www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Different execution modes Model Exchange Co-Simulation The solver is provided by the execution tool The solver comes from the authoring tool
  • 19. 20www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. FMU implementation
  • 20. 21www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Scilab Application based on FMI SCILAB APPLICATION
  • 21. 22www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Open Services for Lifecycle Collaboration Beyond simulation
  • 22. 23www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Model Based Systems Engineering Based on VisualDSS & Partner tools In-Service Predictive maintenance, monitoring, … Virtual Test MIL, SIL, HIL, … Virtual Prototype Pre-certification Manufacturing effects Detailed Design Pre-experience Preliminary Design From requirement to Model-Based Design System integration is key Tools have to work together Product Performance Lifecycle OSLC OSLC OSLC OSLC OSLC OSLC: Open Services for Lifecycle Collaboration
  • 23. 25www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. 25 Design Space Exploration & Optimization
  • 24. 26www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Design Space Exploration SCILAB GUI for DESIGN SPACE EXPLORATION
  • 25. 27www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Design Optimization SCILAB GUI for DESIGN OPTIMIZATION through PARETO FRONT Multi-objective optimization: Maximize torque and efficiency, minimize ripple
  • 26. 28www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Electrical Motor Design Optimization Design parameters: • 2D Geometry • Electro-Magnetical (flux linkage) Multi-objectives: • Torque • Power • Efficiency (in steady-stade) Torque Power Trade-off Line Theoretical optimum Design space Objective space P Pareto Front Dominant PointsDominant Points Pareto Set Efficiency
  • 27. 29www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. ご清聴ありがとうございました。 Thank you very much!
  • 28. 30www.esi-group.com Copyright © ESI Group, 2019. All rights reserved. Potential next step: Co-Simulation SimulationX Model Finite Element ModelSystem Model

Notas del editor

  1. Now I will elaborate on customer value