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Rolling resistance and energy loss in tyres Mohammad Mehdi Davari [email protected] KTH Department of Aeronautical and Vehicle Engineering

SVEA seminar May 20, 2015 Contents

• Background and challenges • Research objectives • Rolling loss • Tyre models • Modelling process • Results • Summary and conclusions

MOHAMMAD MEHDI DAVARI 2015-05-19 2 Vehicle energy usage

8

100 100 0,38 6 4,14 Inertial forces 1,33 0,78 4,93 km 4 0,76 Aerodynamic forces 0,97 2,24 2,19 Internal frictional forces 2 0,55 0,59 forces 2,57 0,5

Contributionliters/ in 1,47 1,56 1,38 0 Urban Extraurban Major and minor Motorway roads

Every day 2 millions tonnes of fuel burns up to overcome rolling resistance! Source: Michelin

MOHAMMAD MEHDI DAVARI 2015-05-19 3 Reducing rolling resistance and consequently the fuel consumption is a major development goal for vehicle and tyre manufactures.

MOHAMMAD MEHDI DAVARI 2015-05-19 4 What does the vehicle industry do?

Narrower

Larger

VW XL1: 115/80 R15 Michelin BMW i3: 155/70 R19 Bridgestone

MOHAMMAD MEHDI DAVARI 2015-05-19 5 What about the tyre industry?

Source: Michelin

MOHAMMAD MEHDI DAVARI 2015-05-19 6 …but, there are challenges!

Green tyres

Source: Michelin

MOHAMMAD MEHDI DAVARI 2015-05-19 7 What we as vehicle dynamicists can do to affect the rolling resistance?

MOHAMMAD MEHDI DAVARI 2015-05-19 8 Research goal…

… presenting an idea, apart from the state-of-the-art methods, to reduce the resistance originated from the tyre.

MOHAMMAD MEHDI DAVARI 2015-05-19 9 Research questions

• What is an appropriate model to characterise the rolling loss in the tyre during a vehicle manoeuvre?

• Is it reasonable to believe that there is any potential to reduce the rolling loss and thereby fuel consumption by using active chassis solutions?

MOHAMMAD MEHDI DAVARI 2015-05-19 10 Rolling resistance

Main contributors associated with tyre rolling resistance; • Hysteretic losses in the sidewall and the tread • Tyre aerodynamic drag and air circulations • Tyre-road interaction and surface losses

Rubber deformation 80 – 95 %

Aerodynamic resistance 0 – 15 %

Tyre-road interaction <5 %

MOHAMMAD MEHDI DAVARI 2015-05-19 11 Rolling resistance

In-door measurement Out-door measurement

Rolling direction

[Source: Technical University of Gdansk]

퐹푟 푓푟 = 퐹푧 푀푦 푀푦 = 퐹푧 ∙ 푒 푓푟 = 퐹푧 ∙ 푧푡 ISO 18164:2005 measuring rolling resistance, under controlled laboratory conditions (free rolling, straight ahead driving, specific load and speed)

MOHAMMAD MEHDI DAVARI 2015-05-19 12 A global definition

Pressure distribution and shape of the depend on driving conditions and wheel alignments, thus this coefficient will be a variable dependent to other parameters;

푠푖푑푒 푠푙푖푝 푎푛푔푙푒

푐푎푚푏푒푟 푎푛푔푙푒 푠푙푖푝 푟푎푡푖표

푅표푙푙푖푛푔 푟푒푠푖푠푡푎푛푐푒 푐표푒푓푓푖푐푖푒푛푡 = 푓 푣푒푟푡푖푐푎푙 푙표푎푑 푠푝푒푒푑 푡푒푚푝푒푟푎푡푢푟푒 푚푎푡푒푟푖푎푙 …

Therefore, for free-rolling, straight ahead driving and neutral wheel alignment in-plane rolling resistance coefficient (푓푟) will be used instead and in general the term rolling resistance coefficient (푓푅).

MOHAMMAD MEHDI DAVARI 2015-05-19 13 Rolling loss

“Rolling loss" refers to the energy dissipation in the tyre due to deflections as well the losses in the sliding region.

Dissipation sources

Adhesion force limit Sliding force limit

Adhesion region

-a 0 a SlidingSliding region region Contact patch length

Internal losses External losses

MOHAMMAD MEHDI DAVARI 2015-05-19 14 Tyre models

Empirical models Similarity based models Simple physical models Complex physical models

Degree of fit

Low dependency Independency on number of from number of experiments full scale tests

Insight in tyre Simplicity of behaviour formulation

Less computational effort

MOHAMMAD MEHDI DAVARI 2015-05-19 15 Initialisation Rolling loss Expectations from the model... Tyre Rubber Time Energy observer

Inputs Internal loss Bristle External loss • Be applicable within vehicle deflection δ Bristle force Longitudinal speed Vx dynamics simulations. Vertical force F x x

level z

Vehicle Slip ratio  y Rubber model y Total rolling resistance • Considering the rolling loss Side  z z Camber angle  Friction observer In-plane rolling resistance

in tyre from a holistic level Chassis Chassis approch. Pressure distribution

Pressure K

Tyre z • Be able to simulate the level (vertical stiffness) Updating Time Quarter car internal and external losses. And model

Road roughness Bristle deflection level

Road

MOHAMMAD MEHDI DAVARI 2015-05-19 16 Modelling process: Dissipation modelling

Loss angle  Rate Viscoelastic modules dependent Rate Friction modules independent

Force Displacement

Phase

20

15

10

5

0

Force [N] Force -5 1 Hz -10 10 Hz Friction -15

-20 -0,01 -0,005 0 0,005 0,01 Displacement [m] Rubber model

MOHAMMAD MEHDI DAVARI 2015-05-19 17 Modelling process: Tyre modelling Extended Brush tyre Model (EBM)

Finite number of Flexible carcass 0.05

lines and bristles 0

-0.05

-0.1

-0.15 Brush tyre Z [m] State observer theory -0.2 -0.25 Lateral force -0.3 Friction ellipse -0.1 -0.05 0 0.05 0.1 Y [m] Maximum Dissipation Rate Mode (MDRM)

- Think about animtion - Use bigger fonts

MOHAMMAD MEHDI DAVARI 2015-05-19 18 Model algorithm

MOHAMMAD MEHDI DAVARI 2015-05-19 19

Results

MOHAMMAD MEHDI DAVARI 2015-05-19 20 Global forces

Longitudinal slip 6000

5000

The structural behaviour of the 4000

Magic Formula 3000

tyre model represented by the [N] EBM x global forces shows good fit F 2000 with measured data and Magic Formula. 1000

0 0 10 20 30 40 50 60 70 80 90 100  [-] x Combined slip Lateral slip 500 3000 Measured data at  = 0 0 EBM at  = 0 Measured data at  = 6 2000  = -2  -500 EBM at  = 6

1000 -1000 Measurement 0 EBM -1500

Measurement [N]

[N] y

y -1000 EBM -2000 F

F

-2000  = 4  -2500

-3000 -3000

-3500 -4000

-4000

-4000 -3000 -2000 -1000 0 1000 2000 3000 4000 5000 0 5 10 15 20 25 30 F [N]  [deg] x

MOHAMMAD MEHDI DAVARI 2015-05-19 21 Detailed study of contact patch

 = 0 ,  = 0

4 0.15 Inner edge x 10 0 0.1

0.05 5

[Pa]

z 0 p 10

-0.05

Contact width [m] width Contact 15 -0.1  = 0 -0.1 -0.05 0.1  = -2 0 0.05 -0.15 Outer edge 0.05 0  = -3 -0.05 0.1 -0.1

-0.1 -0.05 0 0.05 0.1 0.15 y[m] x[m] Contact length [m]

Make another movie to prevent flickering

MOHAMMAD MEHDI DAVARI 2015-05-19 22 Influence of vehicle level parameters: speed

0.025 0.02

EBM FEM 0.02 0.015

0.015

0.01

0.01

0.005

0.005 Rollingresistance coefficient [-] Rollingresistance coefficient [-] Rubber A Rubber a Rubber B Rubber b Rubber C Rubber c 0 0 0 10 20 30 40 50 5 10 15 20 25 30 35 40 Velocity [m/s] Velocity[ m/s]

MOHAMMAD MEHDI DAVARI 2015-05-19 23 Influence of vehicle level parameters: load and torque

0.019

0.0185

0.018

0.0175

0.017

0.0165

Rollingresistance coefficient [-] 0.016

0.0155 2000 3000 4000 5000 6000 7000 8000 Vertical force [N]

4000

3500

3000

2500

2000

1500

1000

500

Energy loss per unit distance travelled [J/m] travelleddistance unit lossper Energy 0 -6000 -4000 -2000 0 2000 4000 6000 Fx [N] Braking Driving

MOHAMMAD MEHDI DAVARI 2015-05-19 24 Influence of chassis and tyre level parameters

0.0146 0.16

0.0145 0.14

0.0145 0.12

0.0144 0.1

0.0144 0.08

0.0143 0.06

0.0143 0.04

0.0142 0.02 Rollingresistance coefficient [-]

Rollingresistance coefficient [-]

0.0142 0 -6 -4 -2 0 2 4 6 -6 -4 -2 0 2 4 6 Camber angle [deg] Side slip angle [deg] 0.035

0.03

0.025 Tyre pressure and 0.02 vertical stiffness are linearly dependent 0.015 푃 ∝ 푘푧 0.01

Rollingresistance coefficient [-] 0.005 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 Relative vertical stiffness [-]

MOHAMMAD MEHDI DAVARI 2015-05-19 25 Energy studies

1800 Longitudinal dissipation =0 [deg] 1600 Lateral dissipation =0 [deg] 훼 1400 Vertical dissipation =0 [deg] Longitudinal dissipation =2 [deg] 1200 Lateral dissipation =2 [deg] 1000 Vertical dissipation =2 [deg]

800

600

Total dissipated energy Total [J]dissipated energy 400

200

0 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 Time [s]

MOHAMMAD MEHDI DAVARI 2015-05-19 26 2000 0.04 Dynamic maneouvres 1000  =0  0.03 0  =-2 

[N] 0.02 y Steering angle F -1000 0.01 -2000 0 1 1.5 2 2.5 [rad] angle Steering 56  =0  54 5 N 10,0%  =-2 

[N]

r

F 52

50 1 1.5 2 2.5

2000  =0  -19,0%  =-2  435 N [N] R 1000

F

0 1 1.5 2 2.5

1000  =0  30 W -2,5%  =-2  900

800

Internal lossInternal [W] rate 1 1.5 2 2.5

1000  =0  -11,5% 72 W 500  =-2 

0

External loss [W] rate 1 1.5 2 2.5 훾 = 0° Time [s]

MOHAMMAD MEHDI DAVARI 2015-05-19 27 Internal Loss (E) Internal Loss Rate (dE/dt) 1 1  = 0  = 0  = -2  = -2

[J] 0 0

x

/dt [W]

x

E

dE

-1 -1 0 0.5 1 1.5 2 2.5 3 3.5 1 1.5 2 2.5

40 100

[J] 20

y /dt [W] 50

y

E

dE 0 0 0 0.5 1 1.5 2 2.5 3 3.5 1 1.5 2 2.5

3000 950

1421

2000 1420.5

[J]

z 900 1420 /dt [W]

z E 1000

1419.5 dE

1.6119 1.612 1.6121 0 850 0 0.5 1 1.5 2 2.5 3 3.5 1 1.5 2 2.5

3000 1000

2000 1620 1615 950 E [J] 1000 1610

dE/dt [W] 900

1.802 1.804 1.806 0 0 0.5 1 1.5 2 2.5 3 3.5 1 1.5 2 2.5 time time

MOHAMMAD MEHDI DAVARI 2015-05-19 28 Summary and future work

Internal losses

Parametrising the Implementation rolling resistance

External losses

Tyre modelling Control strategies

Rolling losses

Rolling loss Rolling loss studies in full modelling vehicle

MOHAMMAD MEHDI DAVARI 2015-05-19 29 Conclusion

• A tyre model to investigate the rolling loss is presented.

• The presented model kept simple but is still applicable to analyse the tyre behavior, in terms of global forces and moments.

• The model provides a detail understanding of rolling loss under different driving conditions.

• Dependency of the in-plane rolling resistance on vehicle inputs, wheel alignment and tyre parameters is investigated.

• The model can be used for a detailed study of contact patch.

• A holistic approach to study the tyre rolling loss is presented.

• A platform for investigating the effect of road roughness on rolling loss.

• Facilitating the tyre wear studies using the presented model.

MOHAMMAD MEHDI DAVARI 2015-05-19 30 Thank you for your attention!

MOHAMMAD MEHDI DAVARI 2015-05-19 31