reduced-order-models of electric motors for systems ... · electromagnetic feas with motor-cad on i...

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EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018 © EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 1 Reduced-Order-Models of electric motors for systems engineering including effects of variable magnet and winding temperatures EM-motive GmbH, DBEM/EEP4, Marc Brück & Tobias Cors, 11 October 2018

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Page 1: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 1

Reduced-Order-Models of electric motors

for systems engineering including effects of

variable magnet and winding temperatures

EM-motive GmbH, DBEM/EEP4, Marc Brück & Tobias Cors, 11 October 2018

Page 2: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 2

ROMs of electric motors for systems engineering ...

EM-motive GmbH

System E-drive

Functional Mockup Interface (FMI) – Functional Mockup Unit (FMU)

State of the art – ROMs at a glance

Impact of magnet and winding temperature

FMU incorporating magnet and winding temperature

Providing the power of optiSLang to full capacity

Summary

Outline

Page 3: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 3

EM-motive GmbH

Full-range portfolio for EVs, plugin hybrids and hybrids

More than 430 000 e-motors manufactured since 2012

A joint company of Daimler and Bosch

Page 4: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 4

System E-driveComponent vs. (or better and?) systems engineering

Systems engineering necessary to handle the complexity with universal file format for model exchange

thermal interaction electrical interactionmechanical interaction

Circulation &

environment

Vehicle &

driverPowertrain

Electric

traction motorInverter Battery

CONTROL PATH

CONTROL UNIT(S)

IoTInternet of

Things

xECUother

Electronic

Control Units

HTCUHybrid

Transmission

Control Unit

MCUMotor

Control Unit

BMSBattery

Management

System

Powertrain CAN / Chassis CAN

Page 5: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 5

Functional Mockup Interface (FMI)

Basic thoughts

systems engineering needs component submodels

tool-independent exchange

co-simulation with different tools

IP protection and licensing

FMU = component which implements FMI

zipped file (*.fmu)

description of interface data (XML file)

functionality (C-code or binary)

optional additional data (e.g. manual.pdf)

FMU-export by e.g.

Functional Mockup Unit (FMU)

considerable FMI-support by nearly all standard systems engineering tools

source: www.fmi-standard.org (overview PPT slides)

source: www.fmi-standard.org

FMU-import by e.g.

Amesim

ANSYS Simplorer

ASim AUTOSAR

CATIA

MATLAB/Simulink

Dymola

Easy5 (MSC Software)

MapleSim

OpenModelica

Silver

SimulationX

...

tools that support export (see left)

Adams

AVL CRUISE / CRUISE M / Model.CONNECT

GT-SUITE

MoBA Lab

PyFMI

solidThinking Activate

TLK FMI Suite (LabView blocks)

xMOD

...

for details visit: www.fmi-standard.org/tools

Page 6: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 6

„Finite-Element-Analysis“ „Instantaneous Flux Model“ „Average Flux Model“ „Constant Inductance Model“

Modeling Maxwell-equations yd / yq / M = f(Id, Iq, amech) yd / yq / M = f(Id, Iq) Ld / Lq = const., M = f(Iq)

Representation

Characteristicsdetailed basis for ROMs,

based on physics

nonlinear,

no core & eddy losses

nonlinear,

no core & eddy losses,

no cogging torque & torque ripple,

sinusoidal back-EMF

linear,

no core & eddy losses,

no cogging torque & torque ripple,

sinusoidal back-EMF

no saturation effects

Effort

State of the artROMs at a glance

ROMs with different level of detail but for constant temperature are available. Need to account for temperature effects

Page 7: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 7

Impact of permanent magnet (PM) and winding (W) temperature

Basic thoughts

Tmagnet

Remanence Br Flux linkages Back EMF Torque

B in lamination Iron losses + Winding AC losses

Electr. resistivity magnet Magnet losses

Twinding

Electr. resistivity copper Phase resistance Winding DC losses

Handling impact of

Twinding analytically

Tmagnet via 3D-lookup-tables

Generation of 3D-lookup-tables

Electromagnetic FEAs with Motor-CAD

on Id/Iq-grid at constant speed

Grid generation and workflow management

with optiSLang

Basic thoughts and consequences for handling

Impact of magnet and winding temperature can be handled separately

𝑃𝐶𝑢, 𝐷𝐶 = 𝐼2𝑅 𝑇 = 𝐼2𝐿

𝐴𝜌𝑒𝑙 𝑇0 1 + 𝐾 𝑇 − 𝑇0

flux linkage maps loss mapstorque map

Page 8: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 8

loss maps

FMU (average flux model) incorporating impact of magnet and winding temperatureSignal processing flow chart

Workflow for generation of FMUs is available

internal data handling

n

IL

d

TPM

TW

Input Output

Yd, Yq ,Id, Iq

RPH(TW)

ULL

M

PPM

PCu

PFe

PCu, AC

Id, Iq

flux linkage maps

voltage equations

phase resistance

winding DC losses

total winding losses

speed scaling

torque map

PPM, PFe, PCu, AC

Page 9: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 9

FMU (average flux model) incorporating impact of magnet and winding temperatureWorkflow example: Export FMU from MATLAB/Simulink and import FMU in ANSYS Simplorer

2-click-solutions for FMU export and import are available

export import

Page 10: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 10

Calculator

necessary

actual MOP

functional range

Providing the power of optiSLang to full capacity

Actual implementation: 3D-lookup-tables in MATLAB/Simulink

# design points ~ discretization3

computational effort ~ # design points

easy interpolation

need for 3rd party software

Future implementation: MOP with scattered design points in optiSLang

flexible positioning of design points

less design points necessary

refinement via Adaptive MOP (AMOP)

AMOP instead of interpolation

FMU-export in optiSLang

Calculator to be included

in FMU-export functionality

3D-lookup-table vs. Metamodel of Optimal Prognosis (MOP)

FMU-export from coupled module „MOP + Calculator“

Page 11: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 11

Summary

Special THANKS

to all of my colleagues

Page 12: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 12

Reduced-Order-Models of electric motors

for systems engineering including effects of

variable magnet and winding temperatures

EM-motive GmbH, DBEM/EEP4, Marc Brück & Tobias Cors, 11 October 2018

Page 13: Reduced-Order-Models of electric motors for systems ... · Electromagnetic FEAs with Motor-CAD on I d /I q-grid at constant speed Grid generation and workflow management with optiSLang

EM-motive GmbH I DBEM/EEP4-Brück I CASCON 2018, 10-12 October, Leipziger Messe I 10/11/2018© EM-motive GmbH 2018: All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution, as well as in the event of applications for industrial property right. 13

EM-motive GmbH

EM-motive GmbH

Dr.-Ing. Marc Brück

Robert-Bosch-Straße 2

71701 Schwieberdingen

[email protected]

+49 711 811 40227

Wir sind der Antrieb der E-Mobilität.