MF-Tyre/MF-Swift
Copyright TNO, 2013
MF-Tyre/MF-Swift
Dr. Antoine Schmeitz
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Copyright TNO, 2013 Dr. Antoine Schmeitz MF-Tyre/MF-Swift
Introduction
TNO’s tyre modelling toolchain
tyre (virtual) testing parameter fitting + tyre model signal tyre MBS database MF-Tyre processing TYDEX files property solver file MF-Swift MF-Tool
Measurement Identification Simulation
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Introduction
What is MF-Tyre/MF-Swift? MF-Tyre/MF-Swift is an all-encompassing tyre model for use in vehicle dynamics simulations
This means: emphasis on an accurate representation of the generated (spindle) forces tyre model is relatively fast can handle continuously varying inputs model is robust for extreme inputs model the tyre as simple as possible, but not simpler for the intended vehicle dynamics applications
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Introduction
Model usage and intended range of application
All kind of vehicle handling simulations: e.g. ISO tests like steady-state cornering, lane changes, J-turn, braking, etc. Sine with Dwell, mu split, low mu, rollover, fishhook, etc. Vehicle behaviour on uneven roads: ride comfort analyses durability load calculations (fatigue spectra and load cases) Simulations with control systems, e.g. ABS, ESP, etc. Analysis of drive line vibrations Analysis of (aircraft) shimmy vibrations; typically about 10-25 Hz Used for passenger car, truck, motorcycle and aircraft tyres
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Modelling aspects and contents (1)
1. Basic tyre properties and constitutive relations for tyre radii, contact patch size, stiffness, rolling resistance nonlinear, effects of loads, velocity, inflation pressure 2. Inclusion of measured tyre steady-state slip characteristics described by load and inflation pressure dependent Magic Formula responses to sideslip, longitudinal slip, camber and turn slip 3. Tyre transients / relaxation length properties carcass compliance proper contact transient properties due to finite contact length 4. Inclusion of belt dynamics primary natural frequencies (rigid ring modes) and gyroscopic effects 5. Tyre rolling over uneven road surface tyre deformation on obstacles, arbitrary uneven roads
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Modelling aspects and contents (2)
6. Model usage and availability selection of complexity level road definition 7. Model parameterisation measurement requirements MF-Tool 8. Concluding remarks
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1. Basic tyre properties and constitutive relations
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Some definitions For a freely normal to the road rolling wheel:
• free tyre radius RΩ V R = x • loaded radius R RΩ e Ω l Ω γ • effective rolling radius R ρ = − e RΩ Rl • tyre deflection ρ Vx F Rl • forward velocity Vx z Re • wheel spin velocity Ω Mz ρ C • longitudinal slip velocity Vsx M Fx x S Fy • lateral slip velocity Vsy My Vsx Vsy • longitudinal force Fx
• lateral force Fy
• vertical force Fz
• overturning moment Mx • self aligning moment Mz γ • rolling resistance moment My • inclination angle
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Constitutive relations
Tyre radii, stiffness, contact patch dimensions, rolling resistance, etc. are non- constant for different operating conditions (load, velocity, etc.) In MF-Swift nonlinear empirical relations are used to describe these basic tyre properties
coefficient from curve fitting Examples: vertical force = (ρ Ω ) Fz Fz f F F ,,,, piyx
2 2 R q F q F F = 1+ q 0 −Ω xFcx − Fcy y ⋅ z v2 V0 Fz0 Fz0 ρ ρ 2 q + q ()1+ p dp F Fz 1 Fz 2 Fz 1 zi 0 R0 R0
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Constitutive relations
effective rolling radius coefficient from curve fitting F F F = − z0 z + z Re RΩ Dreff arctan Breff Freff cz Fz0 Fz0
2 ΩR = + 0 RΩ R0 qre 0 qv1 V 0
Fz
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2. Inclusion of measured tyre steady-state slip characteristics ( magic formula )
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Magic Formula
Descriptions are available for the three steady-state modes of slip γ Equations depend on vertical load Fz, inclination angle and inflation κ γ ϕ pressure pi ; [ Fx , Fy , Mx , My , Mz ] = MF ( Fz , , α, , , pi, V) + combinations side slip V V sy turn slip ψ& α V ϕ −= α = sy + camber t arctan V Vx V R Mz x spin ψ Fy & Ω V Fy V − x Mz κ −= Vsx −= Vx Vr Fy F F t Vx Vx x y 0 Ω− Vsx M −= Vx Re z Mz Vx Fx 0 0.1α 0.2 0.3 0 0.1 0.2 0.3 aϕ = a/R longitudinal slip
0 0.1κ 0.2 0.3
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Magic Formula
κ α α Notion: the base tyre characteristics Fx=f( ), Fy=f( ) and Mz=f( ) have a sinusoidal shape, with a “stretched” horizontal axis for large values of slip This consideration is the basis for a tyre model known as “Magic Formula ” Some notes: First versions developed by Egbert Bakker (Volvo) and prof. Pacejka (TU Delft, TNO) MF-Tyre software developed and distributed by TNO since 1996 Probably the most popular tyre model for vehicle handling simulations (worldwide!)
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Base Magic Formula
f = D sin[ C arctan { Bx – E( Bx – arctan( Bx) )} ]
F(x) = f( x) + S V X : input, e.g. α or κ D : peak factor x = X + SH C : shape factor F : output, e.g. Fy or Fx f F B : stiffness factor E : curvature factor SH SH,V : hor./vert. shift
D f∞ x Note: S • C determines the limit value when x →∞ V arctan( BCD) X • BCD determines the slope near the origin • B, E & C determine the location of the peak
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Stretching the sine…
parameters in this example: B=8, C=1.5, D=5500, E=-2
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Example: pure longitudinal slip characteristics
where: • coefficients p are determined in curve fitting process • scaling coefficients λ: • equal 1 during fitting process • may be used to adjust tyre characteristics note: • vertical load increment: • K = C : longitudinal slip stiffness F − F x fκ df = z z0 z F • Bx is calculated from Cx, Dx and Kx z0 • F is nominal load • equations simplified for educational reasons… z0
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Example: pure longitudinal slip characteristics
result after fitting coefficients: ⇒ data reduction: 495 measurement points ⇒ 11 coefficients interpolation/extrapolation (load, braking/driving):
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Magic Formula
Similar equations exist for Fx, Fy, Mx, My and Mz
Combined slip: reduction of Fx and Fy by applying a weighting function G to the ‘pure’ characteristics = ⋅ Example: Fx Gxα Fx0 In total 144 parameters that are curve fitted using an automated process; typical fit errors of a few percent
vertical force Fz κ longitudinal slip Fx longitudinal force side slip angle α F lateral force Magic y inclination angle γ M overturning moment Formula x turn slip ϕ rolling resistance moment t My forward velocity self aligning moment Vx Mz inflation pressure pi
parameters: general (4), Fx (29), Fy (50), Mx (15), My (8), Mz (38)
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3. Tyre transients / relaxation length properties
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Tyre transients
Measure step response to side slip angle
Procedure: 1. Apply steering angle of 1 deg. 2. Load the tyre 3. Start rolling the track at low velocity (e.g. 0.05 m/s)
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Tyre transients
• Tyre cannot instantaneously react to changes in slip • Travelled distance required to build up forces ϕ γ . • Relaxation effects exist for all modes of slip -ψ wheel plane
This is due to: belt 1. carcass compliance 2. finite contact length _ _ Vc In MF-Swift both are considered: α V* 1. carcass stiffness → springs α* C 2. contact patch slip model ϕ* (Magic Formula (MF) slip model and contact patch transients)
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Simplified example carcass stiffness
• Assume linear tyre model for small slip angles: v F = Cα α −= y u • Create dynamic tyre model by accounting for tyre sidewall stiffness: . . F = Cα′ = kε Cα′ = kε y . v + ε • Dynamic side slip angle: α′ −= wheel plane u C 1 ′ ′ v α& +α −= = α k u u contact patch
• Introducing the relaxation length σ (=C/k) and V≈u: σ . α′ +α′ =α F = Cα′ V y
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Simplified example carcass stiffness
• First order dynamics between lateral force and side slip angle input, transfer function: C σ H α s)( = time constant: Fy , σ s +1 V V • Relaxation length σ does not depend on forward velocity V: • response time reduces when increasing V; • travelled distance required to build up the lateral force remains the same.
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Simplified example carcass stiffness
step response ( α = 1 deg, C = 1000 N/deg, σ = 0.5 m)
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Tyre relaxation effects
• Experiments show that relaxation length processed measurements: σ depends on: relaxation lengths α from small changes in side slip • vertical load F z angle ( ∆α = 0.5 °) • slip level • inflation pressure
• Thus also relaxation effects when Fz is changed at e.g. constant side slip
Modelling Slip and vertical load dependency can be included by using nonlinear slip characteristics (MF) and load and inflation pressure dependent carcass stiffness
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Contact patch slip model
• For shorter wavelengths λ (0.1 < λ < 5 m) of e.g. side slip, the finite length of the contact patch needs to be considered • Important for aligning torque response to sideslip and for turn slip
MF-Swift contact patch slip model: • Contact patch has stiffness (stiffness of tread elements) • From physical brush model derived differential equations for contact patch transients (relaxation lengths depend on slip and tread stiffness) • Nonlinear slip characteristics from Magic Formula model (basically the brush model slip characteristics are replaced by the more accurate Magic Formula characteristics)
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Contact patch slip model
In total 7 nonlinear 1 st -order differential equations (derived from brush model): st κ • one 1 -order differential equation for c’ st κ ϕ • two 1 -order differential equations for αc’ and αt’ c’, αc’, αt’, c’ st ϕ inputs into • four 1 -order differential equations for c’ Magic Formula contact patch step responses κ α ϕ
Fx Fy -Mz Fy Mz
0 s 0 s 0 s 0 s 0 s κ α α ϕ ϕ
0 s 0 s 0 s 0 s 0 s
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Contact patch slip model V α -β α c -Mz Fy contact patch carcass slip quantities forces, contact κ moments patch c dynamics α first-order c contact Fx + transient F -β slip y tyre carcass st equations M compliance deflection z angle κ 'c transient slip slip forces α Magic quantities ' and moments Formula
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Wheel load oscillations at constant side slip
π /λ α o Fz = Fo+Fzvz sin( 2 s ) Fzo= 4000N Fzv = 2000N = 5 V = 0.6 m/s
λ side force = moment 6 0.3 150 0.6 - Fy 1.2 Mz 5 2.4m 100 [kN] 4 [Nm] 50 3 model
2 0 6 150
Fy -Mz 5 test 100 [kN] 4 [Nm] 50 3
2 0 0 0.2 0.4 0.6 0.8 1 0 0.2 0.4 0.6 0.8 1 s/λ s/λ
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4. Inclusion of belt dynamics
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MF-Swift: inclusion of belt dynamics
• First mode shapes are rigid belt vibrational modes • Below about 100 Hz we can suffice considering these modes
Rigid ring / tread band
Rim Sidewall stiffness & damping (6 DOF)
Residual stiffness & damping Road surface (flat)
Magic Formula slip model
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Residual stiffness
Residual stiffness elements ( ccz , ccy, ccΨ, ccx ) between belt and contact patch • assure correct overall tyre stiffness resulting in correct loaded radius vs. vertical force and correct relaxation lengths • describe the effects of the modes that lie above the maximum frequency of interest (high-frequency modes, i.e. non rigid belt modes)
vertical lateral tangential rim and yaw belt rim wheel belt plane contact Msy Fsy F r sx -z patch c ccz belt ψ r c ccx Msx r c ψ xc ccy c Msz FN r yc
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In-plane modes and natural frequencies
featured by model at stand-still after having fitted parameters from tests on loaded and rolling tyre
free
rotational 0Hz vertical 74Hz torsional 78Hz longitudinal 74Hz
loaded
in-phase 33Hz vertical 80Hz anti-phase 76Hz longitudinal 100Hz
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Out-of-plane modes and natural frequencies
featured by model at stand-still after having fitted parameters from tests on loaded and rolling tyre
free
lateral 42Hz yaw 46Hz camber 46Hz
loaded
camber 44Hz yaw 46Hz lateral 103Hz
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Validation: dynamic braking
longitudinal force response
V = 25 km/h Fz = 4000 N to brake torque variations to wheel slip variations 30 200 belt slip stiffness dynamics Fx F κx MB
[1/m] [N] 0 0 180 180 relaxation length 90 90
φ0 φ 0 experiment -90 -90 model -180 -180 0 20 40 60 80 100 0 20 40 60 80 100 n [Hz] n [Hz]
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Validation: yaw oscillation
side force and moment
response to yaw Note: splitting of single peak at low velocity into two peaks oscillations at (camber and yaw mode) due to different speeds gyroscopic action amplitude ratio F ψ amplitude ratio M ψ 6 y z 10 10 6 Experiment 5 10 Simulation
5 10 V = 110 km/h 10 4 V = 110 km/h 10 3 V = 20 km/h 4 V = 20 km/h 10 10 2 10 0 10 1 10 0 10 1 Frequency [Hz] Frequency [Hz]
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Validation: yaw oscillation
side force and moment response to yaw oscillations at different speeds
Note: splitting of single peak at α = 0 low velocity into two peaks Vx = o 25 km/h (camber and yaw mode) due to 59 km/h gyroscopic action 92 km/h experiments simulations 10 6 10 6 10 6 10 6
Fy side forceMz moment Fy side forceMz moment ψ ψ ψ ψ
5 4 10 5 10 4 10 10
N Nm N Nm rad rad rad rad
4 2 10 4 10 2 10 10 180 180 180 180
φ 90 φ 90 φ 90 φ 90 Fψ Mψ Fψ Mψ 0 0 0 0 [o ] [o ] [ o ] [ o ] -90 -90 -90 -90
- -180 -180 -180 0 1 180 0 1 0 1 0 1 10 n 10 [Hz] 10 n 10 [Hz] 10 n 10 [Hz] 10 n 10 [Hz]
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Validation: yaw oscillation
side force and moment response to yaw oscillations at different slip angles
α Vx =59km/h 0= 0o 1o 3o 5o experiments simulations 10 6 10 6 10 6 10 6 Fy side forceMz moment Fy side forceMz moment ψ ψ ψ ψ
10 5 10 4 10 5 10 4
N Nm N Nm rad rad rad rad 10 4 10 2 10 4 10 2 180 180 180 180
φ 90 φ 90 φ 90 φ 90 Fψ Mψ Fψ Mψ 0 0 0 0 [o ] [o ] [ o ] [ o ] -90 -90 -90 -90
-180 - 0 1 -180 0 1 180 0 1 -180 0 1 10 n 10 [Hz] 10 n 10 [Hz] 10 n 10 [Hz] 10 n 10 [Hz]
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Validation: step changes in brake pressure
responses to Fz = 4000N, Vx = 25km/h successive step brake force wheel speed of rev . 3000 23 changes in brake Ω simulation -Fx pressure versus time simulation 2000 22 23
Note: [N] • steps in brake pressure [rad/s] up to wheel lock; then 1000 21 22 brake released • vibrations (about 28 Hz) experiment attributed to the in- 0 20 21 phase rotational mode experiment of the system with the brake and axle inertia included 0 20 20 0time [s] 2.5 0 time [s] 2.5
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Validation: step changes in brake pressure
responses to successive step changes in brake pressure versus longitudinal wheel slip Note: • similarity with longitudinal slip characteristics • maximum friction in experiment earlier reached brake force 3000 -F simulation x experiment 2000
[N]
1000 Fz = 4000N, Vx = 25km/h
0 0 2 4 6 8 10 12 -κ [%] wheel slip
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Validation: step changes in steering angle
time side force response to 0 1 2[s] 3 4
successive step changes in 4000 side force F o steer angle versus time y o o 7 8 3000 experiment o 6 4000 5 Note: o 4 Fy • vibrations attributed to o yaw/camber mode with 2000 3 3000 [N] o frequency of about 40 Hz 2 • decrease overall relaxation 1000 simulation 2000 length at larger sideslip o [N] angles 1 0 1000 o Fz =3700N, Vx=25km/h ψ =0 0 0 1time 2[s] 3 4
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Validation: step changes in steering angle
aligning moment response to 0 1time 2[s] 3 4 successive step changes in steer 200 -Mz experiment angle versus time 100
0 [Nm] -100 200
-Mz -200 100
0 [Nm] moment -100 simulation -200
0 1time 2[s] 3 4
Fz =3700N, Vx=25km/h
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5. Tyre rolling over uneven road surface
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Summarising
So far: excitation of the tyre via axle motions or braking/steering on a flat road surface Next: tyre dynamics can also be excited via the road; for short wavelength unevenness (e.g. short obstacles/cleats) the tyre enveloping behaviour is important:
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Enveloping example: rolling over short obstacle
Constant axle height experiment
Three distinct responses: • variations in vertical force • variations in longitudinal force • variations in wheel spin velocity
Note: • tyre touches obstacle before and after wheel centre is above the obstacle! • shape of the response is totally different from obstacle shape
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Phenomena enveloping behaviour
lengthening swallowing response obstacles
filtering unevenness filtered response at axle
road profile
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The effective road surface
Assumptions • The tyre contact zone, where the large deformations due to envelopment of the unevenness occur, dynamically deforms mainly in the same way as it does quasi-statically • Local dynamic effects can be neglected • Rigid ring model takes care of the tyre dynamics
Approach • A special road filter has been developed to take care of the enveloping properties • This filtered road surface is called the effective road surface • Instead of the actual road surface, this effective road surface is the input of the rigid ring model
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The effective road surface
The concept of the effective road surface constant is that for each axle position an 2-D F effective road plane can be defined the position z V and orientation of which is governed by the axle resulting tyre force. F β H y Definition • Vertical position w of eff. road plane w varies according to vertical axle movement zaxle F = ∆ z N µ = 0 at constant vertical load FV. axle
• Slopes βy (and βx for 3D) of the eff. road plane according to orientation of the resulting tyre force
FN when moving over frictionless surface ( µ = 0 ).
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Tandem-cam enveloping model
F
cam cam wheel centre cam cam ls w β ls - y
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3D Tandem-cam enveloping model
Four effective road input quantities
Road curvature d βy /dx used for extra variation of the eff. rolling radius
β d y + contact patch width dx
ISO z
y x
w −β −β x y
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3D Tandem-cam enveloping model
For higher accuracy on short obstacles one might introduce:
β • for w and y: • more parallel tandems (multi-track) '6x5' cams = 18 cams
β • for x: • intermediate cams at the side edges
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Example of validation result
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Example of validation result
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Low speed perpendicular and inclined cleat tests
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MF-Swift: 3D road unevenness
Enveloping model with elliptical cams
ff
Rigid ring (6 DOF) Cleat
Sidewall stiffness Rim & damping
Residual stiffness & damping Effective road plane
Slip model
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Validation: various obstacle shapes
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Validation: 10 15 15 10 100 290 105mm 237 120 221 50
4000 200
2000 ) 150 vertical mode FzFz
0 (S 100 √
∆ [N] Fz Fz ∆
-2000 PSD 50
-4000 simulations 0 4 -0.05x 10 0 0.05 0.1 0.15 0.2 0.25 0 50 100 150 1 measurements 500 400 0.5 ) in-phase rotational mode 300FxFx
0 (S √ ∆ [N] Fx 200 Fx ∆
-0.5 PSD 100
-1 0 -0.05 0 0.05 0.1 0.15 0.2 0.25 0 50 100 150 10 0.8
5 ) 0.6
ΩΩ in-phase rotational mode (S
0 √ 0.4 ∆Ω [rad/s] ∆Ω
-5 PSD 0.2
-10 0 -0.05 0 0.05 0.1 0.15 0.2 0.25 0 50 100 150 Time [s] Frequency [Hz] time [s] frequency [Hz] Fz0 = 4000 N, V = 39 km/h
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Validation: Strip 10x50 mm, 34 °, Fz0 = 4 kN
measurement model 1500 40 1000 V = 39 km/h 30 drum )
∆ 500 KzKz 20 (S Fz [N] Kz √ ∆ 0 10
-500 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 4000 150
2000
) 100 rotational mode
∆ 0 KxKx (S F [N] Kx
x √ ∆ 50 -2000
-4000 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 4 0.2
2 0.15
) rotational mode
∆Ω 0 ΩΩ 0.1 (S [rad/s] √ Ω -2 0.05
-4 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 timeTime [s][s] frequencyFrequency [Hz] [Hz]
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Validation: Strip 10x50 mm, 34 °, F z0 = 4 kN
measurement model
500 20
15 )
∆ 0 KyKy 10 (S F [N] Ky √
y ∆ 5 camber mode
-500 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 100 3
50 camber
) 2 yaw mode ∆ 0 TzTz M (S √ z [Nm] Tz 1 ∆ -50
-100 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 100 6
50
) 4
∆ 0 TxTx camber mode M (S √ x [Nm] Tx 2 ∆ -50
-100 0 -0.05 0 0.05 0.1 0.15 0.2 0 20 40 60 80 100 120 140 160 180 200 timeTime [s][s] frequencyFrequency [Hz] [Hz]
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Validation: running over pothole while braking
constant axle height 15mm 500mm constant speed
medium brake large brake free rolling torque torque 3 measurements simulations ∆ 2 FX 1 [kN] 0
-1 FVo = 4000N V = 35km/h -2 -3
-4 0.00.1 0.2 0.00.1 0.2 0.00.1 0.2 time [s]
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Road load simulation example
Durability load calculation at Nissan, Japan SAE paper 2011-01-0190
durability road OpenCRG file Adams model digitised 4x4 mm grid 4x4 mm grid size flexible body 9.7 GB binary, 273 MB rigid suspension MF-Swift 6.1.2
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Road load simulation example
Validation: front left shock absorber force
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Road load simulation example
Validation: lower link ball joint forces
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6. Model usage and availability
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Using the tyre model
Tyre model parameters Tyre property file (*.tir) Result of MF-Tool
Road surface definition Road data file (*.rdf, *.crg)
Select model complexity Operating or use mode
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Complexity level of the model can be changed
The most complex model is not always needed (dynamics mode) Within validity range simulation results are identical
< 1 Hz < 10 Hz, linear < 10 Hz, nonlinear < 60-100 Hz, nonlinear massless tyre model tyre model includes mass of the belt
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Complexity level of the model can be changed
The most complex contact model is not always needed
single point 2D enveloping 3D enveloping • Depending on the wavelength of the obstacles/unevenness a contact method can be selected • For enveloping the number of contact points and cams can be chosen • 2D/3D enveloping is generally combined with rigid ring dynamics because of the high frequency excitation
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Road definition
• Road definitions inside the tyre model • predefined road profiles with limited set of parameters (e.g. flat, plank, sine, polyline, drum + cleat) • 3D measured road profiles (OpenCRG ®)
• In many packages it is also possible to use the native road definition, coming along with the simulation package. OpenCRG ® is on: http://www.opencrg.org
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Model availability
MF-Tyre/MF-Swift is available for all major simulation packages used in vehicle dynamics
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7. Model parameterisation
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Tire modelling toolchain
savings $ cost $ Virtual Prototyping
measurement parameter simulation identification
accumulating error determines accuracy
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Measurement requirements
MF-Tyre can be parameterised using the following tests: Geometry, mass and inertia measurements Force and moment measurements (Magic Formula dataset) Loaded radius and rolling radius measurements Footprint measurements Stiffness measurements
Additionally for MF-Swift (enveloping and rigid ring components) Cleat experiments
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Measurement requirements
geometrical data, specific data for complex tire models. e.g. belt Source: force & moment stiffnesses, and transient tests cleat tests, inertias angle, cord stiffness ... German OEM AK 3.5.1
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MF-Tool
Fitting of current and historical tyre models (including MF 5.2) Database and plotting functionality Software is able to make estimates Available at all major tyre manufacturers Due to the model’s semi-empirical nature different aspects of the tyre behaviour can be handled separately in (relatively) small optimisation steps and represented with maximum accuracy
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8. Concluding remarks
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Concluding remarks
The TNO Delft-Tyre toolchain (MF-Tyre/MF-Swift and MF-Tool) offers a versatile, high quality and cost efficient solution for tyre modelling: MF-Tyre leading Magic Formula implementation and unique features MF-Swift extension of MF-Tyre (rigid ring, enveloping, turn slip) MF-Tool provides independent parameter identification possibilities
MF-Tyre/MF-Swift is one model for many applications implementations for all main simulation packages little measurements required computationally efficient MF-Tyre (Magic Formula) part is free of charge for many packages TNO provides parameter identification, training and consultancy well validated and open/accessible theory (many scientific publications)
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Roles & responsibilities and contact information
• Model development is done by TNO (large independent research and technology organisation in The Netherlands) • Worldwide sales and distribution of Delft-Tyre products (MF-Tyre/MF-Swift and MF-Tool) is done by TASS (TNO Automotive Safety Solutions), which is a TNO subsidiary
Website: http://www.tassinternational.com/delft-tyre
TNO, Delft-Tyre, P.O. Box 756, Helmond, The Netherlands Willem Versteden (product manager) [email protected] Dr. Antoine Schmeitz (technical leader) [email protected]
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Further reading
MF-Swift theory extensively described in book:
Hans Pacejka , Tire and Vehicle Dynamics , third edition, Butterworth-Heinemann, 2012
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