TRIP-ID: A tool for a smart and interactive identification of Magic Formula tyre model parameters from experimental data acquired on track or test rig

Abstract Tyres play a key role in ground vehicles' dynamics because they are responsible for traction, braking and cornering. A proper tyre-road interaction model is essential for a useful and reliable vehicle dynamics model. In the last two decades Pacejka's Magic Formula (MF) has become a standard in simulation field. This paper presents a Tool, called TRIP-ID (Tyre Road Interaction Parameters IDentification), developed to characterize and to identify with a high grade of accuracy and reliability MF micro-parameters from experimental data deriving from telemetry or from test rig. The tool guides interactively the user through the identification process on the basis of strong diagnostic considerations about the experimental data made evident by the tool itself. A motorsport application of the tool is shown as a case study.

[1]  Hans B. Pacejka,et al.  Tire and Vehicle Dynamics , 1982 .

[2]  Francesco Braghin,et al.  Identification of Pacejka’s scaling factors from full-scale experimental tests , 2005 .

[3]  N. Roveri,et al.  Tire grip identification based on strain information: Theory and simulations , 2013 .

[4]  Massimo Guiggiani,et al.  The Science of Vehicle Dynamics: Handling, Braking, and Ride of Road and Race Cars , 2014 .

[5]  Francesco Timpone,et al.  TRT: thermo racing tyre a physical model to predict the tyre temperature distribution , 2014 .

[6]  Olivier Sename,et al.  VIRTUAL PROTOTYPING FOR VEHICLE DYNAMIC MODELLING , 2006 .

[7]  A. Vigliani,et al.  An ABS control logic based on wheel force measurement , 2012 .

[8]  Edoardo Sabbioni,et al.  IDENTIFICATION OF TYRE MODEL PARAMETERS THROUGH FULL VEHICLE EXPERIMENTAL TESTS , 2010 .

[9]  Charles Audet,et al.  Analysis of Generalized Pattern Searches , 2000, SIAM J. Optim..

[10]  Michele Russo,et al.  Lateral Tyre Force by a Milliken Test on a Flat Track Roadway Simulator , 2000 .

[11]  Yi-Jui Chiu,et al.  Three-dimensional global pattern prediction for tyre tread wear , 2015 .

[12]  Thomas F. Coleman,et al.  An Interior Trust Region Approach for Nonlinear Minimization Subject to Bounds , 1993, SIAM J. Optim..

[13]  Nicholas I. M. Gould,et al.  A globally convergent Lagrangian barrier algorithm for optimization with general inequality constraints and simple bounds , 1997, Math. Comput..

[14]  Francesco Timpone,et al.  Ph.An.Ty.M.H.A.: a physical analytical tyre model for handling analysis – the normal interaction , 2009 .

[15]  J. J. M. Van Oosten,et al.  DETERMINATION OF MAGIC TYRE MODEL PARAMETERS , 1992 .

[16]  Sergio Bittanti,et al.  Parameter estimation in the Pacejka's tyre model through the TS method , 2009 .

[17]  Flavio Farroni T.R.I.C.K.‐Tire/Road Interaction Characterization & Knowledge - A tool for the evaluation of tire and vehicle performances in outdoor test sessions , 2016 .

[18]  Salvatore Strano,et al.  Enhancement of vehicle dynamics via an innovative magnetorheological fluid limited slip differential , 2016 .

[19]  Antonio Moreno Ortiz,et al.  An easy procedure to determine Magic Formula parameters: a comparative study between the starting value optimization technique and the IMMa optimization algorithm , 2006 .

[20]  Stephen J. Wright,et al.  Numerical Optimization , 2018, Fundamental Statistical Inference.

[21]  Aleksandr Sakhnevych,et al.  Development of a grip and thermodynamics sensitive procedure for the determination of tyre/road interaction curves based on outdoor test sessions , 2015 .

[22]  Francesco Timpone,et al.  A Full Scale Test Rig to Characterize Pneumatic Tyre Mechanical Behaviour , 2013 .

[23]  David M. Bevly,et al.  Estimation of Critical Tire Parameters Using GPS Based Sideslip Measurements , 2006 .

[24]  Damian Harty,et al.  The Multibody Systems Approach to Vehicle Dynamics , 2004 .

[25]  Francesco Timpone,et al.  A physical-analytical model for a real-time local grip estimation of tyre rubber in sliding contact with road asperities , 2014 .

[26]  J. Kim Identification of lateral tyre force dynamics using an extended Kalman filter from experimental road test data , 2009 .

[27]  Aleksandr Sakhnevych,et al.  Physical modelling of tire wear for the analysis of the influence of thermal and frictional effects on vehicle performance , 2017 .

[28]  Iraj Davoodabadi,et al.  Identification of tire forces using Dual Unscented Kalman Filter algorithm , 2014 .

[29]  J. A. Cabrera,et al.  An Alternative Method to Determine the Magic Tyre Model Parameters Using Genetic Algorithms , 2004 .

[30]  Aldo Sorniotti,et al.  Enhancing vehicle cornering limit through sideslip and yaw rate control , 2016 .