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Identification of tyre lateral force characteristic from handling data and functional suspension model Marco Pesce, Isabella Camuffo Centro Ricerche Fiat Vehicle Dynamics & Fuel Economy Christian Girardin Fiat Group Automobiles E&D – Chassis & Vehicle Dynamics Stuttgart, June 22, 2010

<strong>Identification</strong> <strong>of</strong> <strong>tyre</strong> <strong>lateral</strong> <strong>force</strong> <strong>characteristic</strong> from handling<br />

data and functional suspension model<br />

Marco Pesce, Isabella Camuffo<br />

Centro Ricerche Fiat<br />

Vehicle Dynamics & Fuel Economy<br />

Christian Girardin<br />

Fiat Group Automobiles<br />

E&D – Chassis & Vehicle Dynamics<br />

Stuttgart, June 22, 2010


About CRF<br />

<br />

Centro Ricerche Fiat S.C.p.A. (C.R.F.) since 1976 is the reference centre for<br />

the activities <strong>of</strong> innovation and research <strong>of</strong> Fiat Group.<br />

Date <strong>of</strong> establishment:1976<br />

Employees: ~800<br />

Average age: 39<br />

Headquarters: Orbassano<br />

Branches: Trento,<br />

Valenzano (BA)<br />

Foggia<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 2<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Contents<br />

<br />

<br />

<br />

<br />

<br />

Background<br />

The role <strong>of</strong> synthesis models in the product development cycle<br />

Goal and constraints<br />

Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

Linear single track model<br />

Non linear single track model<br />

From axle identification to <strong>tyre</strong> identification<br />

Results / Applications<br />

Conclusions and Next steps<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 3<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Background<br />

<br />

Vehicle Dynamics & Fuel Economy Department is involved in the<br />

development <strong>of</strong> innovative methods / tools for Objective Evaluation and<br />

Virtual Analysis regarding:<br />

<br />

<br />

<br />

<br />

<br />

Handling/Steering<br />

Braking<br />

Ride Comfort<br />

Driveability<br />

Fuel Consumption<br />

All methods cover the target setting and deployment phases in order to<br />

define and achieve customer oriented product targets.<br />

Purchase Criteria<br />

& Perceived Quality<br />

Perceived Quality<br />

Measurements (Q.I.)<br />

Deplyoyment procedure<br />

& simulation tools<br />

Voice Voice<br />

<strong>of</strong> <strong>of</strong><br />

Customer<br />

Vehicle Vehicle<br />

Target Target<br />

Setting Setting<br />

Sub-systems Sub-systems<br />

Target Target<br />

Deployment Deployment<br />

Components<br />

Target Target<br />

Achieving Achieving<br />

Design Design<br />

Specifications<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 4<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Background<br />

The role <strong>of</strong> synthesis models in the product development cycle<br />

Purchase Criteria<br />

& Perceived Quality<br />

Perceived Quality<br />

Measurements (Q.I.)<br />

Deplyoyment procedure<br />

& simulation tools<br />

Voice Voice<br />

<strong>of</strong> <strong>of</strong><br />

Customer<br />

Vehicle Vehicle<br />

Target Target<br />

Setting Setting<br />

Sub-systems Sub-systems<br />

Target Target<br />

Deployment Deployment<br />

Components<br />

Target Target<br />

Achieving Achieving<br />

Design Design<br />

Specifications<br />

Simplified models<br />

Check <strong>of</strong> consistency <strong>of</strong> VTS (Vehicle Technical Specifications)<br />

Definition <strong>of</strong> macro target for vehicle subsystems, e.g.:<br />

Front & Rear cornering stiffness<br />

Roll stiffness and damping<br />

Capability evaluation <strong>of</strong> active systems<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 5<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Goal and constraints<br />

GOAL<br />

<br />

<br />

CONSTRAINTS<br />

<br />

<strong>Identification</strong> <strong>of</strong> simple vehicle models that can be used to support target<br />

setting<br />

<br />

<br />

<br />

No additional time and costs with respect to the standard test protocol used for<br />

handling objective evaluation:<br />

<br />

<br />

Target consistency check (which means realistic target)<br />

first level target deployment<br />

evaluation <strong>of</strong> the potential impact <strong>of</strong> active systems<br />

Development <strong>of</strong> automated tools that support the vehicle dynamics engineer:<br />

<br />

<br />

identification <strong>of</strong> simple vehicle models<br />

simulation <strong>of</strong> handling tests for sensitivity analysis <strong>of</strong> VTS to variation <strong>of</strong> the main<br />

design parameters<br />

No increase <strong>of</strong> complexity <strong>of</strong> the standard sensor setup used for vehicle dynamics<br />

objective evaluation<br />

No increase <strong>of</strong> number <strong>of</strong> tests<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 6<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Goal and constraints<br />

Basic sensor setup required for simple models identification<br />

Transducer<br />

Measured variables<br />

Vehicle speed<br />

Optical sensor<br />

Side slip angle<br />

Steering wheel angle<br />

Measurements steering wheel<br />

(Steering wheel torque)<br />

Lateral acceleration<br />

Longitudinal acceleration<br />

Inertial Measurement Unit<br />

Yaw rate<br />

Roll rate<br />

Pitch Rate<br />

<br />

Objective tests<br />

Driving condition<br />

Linear transient behaviour<br />

Steady state cornering<br />

Objective test<br />

Frequency sweep sine<br />

Constant radius cornering / Slow ramp<br />

steer input / track laps<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 7<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

<br />

Road map <strong>of</strong> implementation in custom s<strong>of</strong>tware for vehicle dynamics objective<br />

evaluation and linked tools: W-HandsPlus©CRF<br />

Detail (model complexity)<br />

Single track linear model<br />

Input<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

Output<br />

• F & R Cornering stiffness<br />

• Relaxation lengths<br />

• Yaw inertia (if unknown)<br />

Single track non linear model<br />

Input<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

• Yaw inertia<br />

Output<br />

• F & R <strong>force</strong> <strong>characteristic</strong>s<br />

(MF)<br />

Input<br />

Tyre “reduced” model<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

• Basic suspension params<br />

Output<br />

• “Reduced” set <strong>of</strong> MF<br />

coefficients: shape,<br />

stiffness(Fz), peak(Fz)<br />

Late ’90s<br />

Beg. 2000<br />

nowadays<br />

Time<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 8<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

The linear single track model<br />

<br />

Basic theory<br />

Based on the linear<br />

single track model<br />

Input<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

Output<br />

• F & R Cornering stiffness<br />

• Relaxation lengths<br />

• Yaw inertia (if unknown)<br />

<br />

<br />

Reference tests for parameters identification<br />

<br />

Frequency sweep sine at constant speed<br />

<strong>Identification</strong> approach<br />

<br />

Minimum error between measured and calculated motion<br />

variables (yaw rate, <strong>lateral</strong> acceleration)<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 9<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

The linear single track model<br />

<br />

Example <strong>of</strong> results: automatic identification <strong>of</strong> linear single track model<br />

integrated in W-HandsPlus<br />

Identified parameters for single track linear model<br />

Experimental Frequency Response function and<br />

identified linear model superposition<br />

Lat. Acc / SWA<br />

Yaw Rate / SWA<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 10<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

The non linear single track model<br />

<br />

Basic theory<br />

<br />

<br />

The motion equations provide estimation <strong>of</strong> the <strong>lateral</strong><br />

<strong>force</strong> and slip angle <strong>of</strong> the front and rear axle, based<br />

on inertial vehicle data and measured motion<br />

variables.<br />

The axles’ <strong>force</strong> vs. slip angle <strong>characteristic</strong>s are fitted<br />

by the Magic Formula, identifying coefficients “B y<br />

”,<br />

“C y<br />

”, “D y<br />

”, “E y<br />

”<br />

Input<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

• Yaw inertia<br />

Output<br />

• F & R <strong>force</strong> <strong>characteristic</strong>s<br />

(MF)<br />

<br />

<br />

Reference tests for parameters identification<br />

<br />

Steady state or near-steady state test: constant radius<br />

cornering, slow ramp steer input (spiral), track laps<br />

<strong>Identification</strong> approach<br />

<br />

Minimum error between experimental and calculated<br />

<strong>force</strong> vs. slip angle <strong>characteristic</strong>s<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 11<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

The non linear single track model<br />

<br />

Example <strong>of</strong> results: automatic identification <strong>of</strong> non linear single track model<br />

integrated in W-HandsPlus<br />

Fitting <strong>of</strong> front and rear<br />

<strong>force</strong> <strong>characteristic</strong>s<br />

Equivalent front and rear<br />

axles’ cornering stiffness<br />

MF coefficients <strong>of</strong><br />

front and rear axles<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 12<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

The non linear single track model<br />

<br />

Example <strong>of</strong> results<br />

Same car in a baseline configuration, equipped with different <strong>tyre</strong> and with a<br />

different suspension setup.<br />

Proven correlation between the driver’s subjective perception <strong>of</strong> the vehicle and<br />

the different cornering <strong>force</strong> <strong>characteristic</strong>s.<br />

Front axle<br />

Rear axle<br />

9000<br />

6000<br />

8000<br />

7000<br />

5000<br />

6000<br />

4000<br />

Fy [N]<br />

5000<br />

4000<br />

Fy [N]<br />

3000<br />

3000<br />

Base<br />

2000<br />

Base<br />

2000<br />

1000<br />

Tyre<br />

Susp<br />

1000<br />

Tyre<br />

Susp<br />

0<br />

0 2 4 6 8 10 12 14<br />

Slip angle [deg]<br />

0<br />

0 1 2 3 4 5 6<br />

Slip angle [deg]<br />

The method is effective in order to evaluate changes related to <strong>tyre</strong> or suspension…<br />

…but does not allow to split the contribution <strong>of</strong> <strong>tyre</strong> and suspension<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 13<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

From axle properties to <strong>tyre</strong> properties identification<br />

<br />

<br />

<br />

Basic theory<br />

<br />

Based on a synthesis four corner model<br />

Main assumptions<br />

<br />

<br />

<br />

Fixed front and rear roll center<br />

Linear toe K&C<br />

Linear camber K&C<br />

Tyre model<br />

<br />

<br />

“Reduced” MF for identification. Camber effect not<br />

included yet at current stage<br />

“Full” MF possible for simulation<br />

Reference tests for parameters identification<br />

<br />

Steady state or near-steady state test: constant radius<br />

cornering, slow ramp steer (spiral), handling track laps<br />

<strong>Identification</strong> approach in two steps<br />

<br />

<br />

First step based on the non linear single track model<br />

Second step based on additional suspension data that<br />

must be known a priori or measured by other tests<br />

Input<br />

• Front & Rear Mass<br />

• Wheelbase<br />

• Steering ratio<br />

• Basic suspension params<br />

Output<br />

• “Reduced” set <strong>of</strong> MF<br />

coefficients: shape,<br />

stiffness(Fz), peak(Fz)<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 14<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

From axle properties to <strong>tyre</strong> properties identification<br />

<br />

<strong>Identification</strong> flow chart<br />

Fy vs. slip <strong>characteristic</strong> (MF)<br />

Steady state Fy<br />

vs. slip angle data<br />

Fitting<br />

8000<br />

7000<br />

6000<br />

Non linear axle <strong>characteristic</strong>s<br />

Evaluation <strong>of</strong> suspension effects<br />

Lateral load transfer<br />

Linear toe variation<br />

Fy [N]<br />

5000<br />

Fy Front<br />

4000<br />

Fy Rear<br />

Fit Front<br />

3000<br />

Fit Rear<br />

2000<br />

1000<br />

0<br />

0 2 4 6 8 10 12 14 16 18<br />

Slip angle [deg]<br />

Approx. Fy carpet with Fz effect<br />

8000<br />

Carpet Fy<br />

Intermediate Fy<br />

vs. slip angle data<br />

Fitting<br />

“Reduced” Magic Formula<br />

Fy [N]<br />

7000<br />

6000<br />

5000<br />

4000<br />

3000<br />

2000<br />

2000<br />

3000<br />

4000<br />

5000<br />

6000<br />

7000<br />

8000<br />

1000<br />

0<br />

0 2 4 6 8 10 12 14 16 18<br />

Slip angle [deg]<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 15<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Evolution <strong>of</strong> synthesis model for vehicle dynamics analysis<br />

From axle properties to <strong>tyre</strong> properties identification<br />

<br />

Advantages<br />

<br />

<br />

This approach allows a first level split <strong>of</strong> <strong>tyre</strong> and suspension effect on the overall<br />

cornering properties <strong>of</strong> a vehicle<br />

The “reduced” <strong>tyre</strong> model, identified on a known vehicle, can be used to have a quick<br />

prediction <strong>of</strong> the effect <strong>of</strong> the main vehicle parameters, e.g.<br />

<br />

<br />

<br />

Effect <strong>of</strong> vehicle mass and mass repartition front / rear<br />

Effect <strong>of</strong> roll stiffness balance front / rear<br />

Effect <strong>of</strong> toe variation under <strong>lateral</strong> load or suspension travel<br />

8000<br />

Carpet Fy<br />

3000<br />

Cornering stiffness<br />

7000<br />

2500<br />

Fy [N]<br />

6000<br />

5000<br />

4000<br />

3000<br />

2000<br />

1000<br />

2000<br />

3000<br />

4000<br />

5000<br />

6000<br />

7000<br />

8000<br />

dFy/dAlfa [N/deg]<br />

2000<br />

1500<br />

1000<br />

500<br />

2000<br />

3000<br />

4000<br />

5000<br />

6000<br />

7000<br />

8000<br />

0<br />

0 2 4 6 8 10 12 14 16 18<br />

Slip angle [deg]<br />

0<br />

0 2 4 6 8<br />

Slip angle [deg]<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 16<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Results and applications<br />

<br />

Use <strong>of</strong> the identified <strong>tyre</strong> data in a simplified four corner vehicle model<br />

Simulation tool integrated in W-HandsPlus©CRF<br />

Basic vehicle design<br />

parameters<br />

“Reduced” set <strong>of</strong> Fy parameters<br />

(identified or known a priori)<br />

Carpet Fy<br />

8000<br />

7000<br />

Extended set <strong>of</strong> Fy<br />

parameters (if available)<br />

Fy [N]<br />

6000<br />

2000<br />

5000<br />

3000<br />

4000<br />

4000<br />

5000<br />

3000<br />

6000<br />

7000<br />

2000<br />

8000<br />

1000<br />

0<br />

0 2 4 6 8 10 12 14 16 18<br />

Slip angle [deg]<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 17<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Results and applications<br />

<br />

Use <strong>of</strong> the identified <strong>tyre</strong> data in a simplified four corner vehicle model<br />

Steady state:<br />

cornering and roll<br />

Frequency response:<br />

cornering<br />

Frequency response:<br />

roll<br />

Given a reference <strong>tyre</strong> identified on a known<br />

reference vehicle, a sensitivity analysis can be<br />

performed quickly about the main vehicle<br />

design parameters and <strong>tyre</strong> parameters.<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 18<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Conclusions and next steps<br />

Achievements<br />

<br />

<br />

Procedures for identification <strong>of</strong> simplified handling models based on<br />

<br />

<br />

standard handling experimental setup and objective evaluation tests<br />

as limited as possible set <strong>of</strong> vehicle and suspension data<br />

Easy to use automated tools for simple model identification and simulation<br />

integrated in a custom s<strong>of</strong>tware already used for handling data analysis and<br />

objective evaluation<br />

Related topics<br />

<br />

<br />

<br />

Cross-link between testing domain and virtual analysis domain<br />

Tuning/<strong>Identification</strong> <strong>of</strong> <strong>tyre</strong> parameters using functional and Multi Body models<br />

Diagnostic/Reverse engineering<br />

Next steps<br />

<br />

Development <strong>of</strong> procedures for identification <strong>of</strong> more parameters, e.g.<br />

<br />

<br />

<br />

Steering system and self aligning moment<br />

Camber sensitivity<br />

Longitudinal <strong>force</strong> vs. slip<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 19<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF


Thank you<br />

Questions?<br />

June 22, 2010<br />

Vehicle Dynamics Expo – Open Technology Forum This document contains information which are proprietary <strong>of</strong> CRF. Neither this document 20<br />

nor the information contained herein shall be used, duplicated nor communicated by any<br />

means to any third party, in whole or in part, except with the prior written consent <strong>of</strong> CRF

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