Identification and modelling of race driving styles

A good understanding and modelling of the human driver is essential for modern vehicle development, particularly in motorsports, where the race car should fit its driver perfectly. At the same time...

[1]  J. C. Dunn,et al.  A Fuzzy Relative of the ISODATA Process and Its Use in Detecting Compact Well-Separated Clusters , 1973 .

[2]  Stefano Ermon,et al.  Generative Adversarial Imitation Learning , 2016, NIPS.

[3]  A. M. Turing,et al.  Computing Machinery and Intelligence , 1950, The Philosophy of Artificial Intelligence.

[4]  J. Christian Gerdes,et al.  Insights into vehicle trajectories at the handling limits: analysing open data from race car drivers , 2017 .

[5]  Dieter Schramm,et al.  Modellbildung und Simulation der Dynamik von Kraftfahrzeugen , 2010 .

[6]  Isabelle Guyon,et al.  An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..

[7]  Jan Peters,et al.  Using probabilistic movement primitives in robotics , 2018, Auton. Robots.

[8]  Riender Happee,et al.  Differences between racing and non-racing drivers: A simulator study using eye-tracking , 2017, PloS one.

[9]  A. Modjtahedzadeh,et al.  A control theoretic model of driver steering behavior , 1990, IEEE Control Systems Magazine.

[10]  Marco Gadola,et al.  A Tool for Lap Time Simulation , 1996 .

[11]  Mykel J. Kochenderfer,et al.  Burn-In Demonstrations for Multi-Modal Imitation Learning , 2017, AAMAS.

[12]  Pawel Cichosz,et al.  Imitation learning of car driving skills with decision trees and random forests , 2014, Int. J. Appl. Math. Comput. Sci..

[13]  Kazuya Takeda,et al.  Driver Modeling Based on Driving Behavior and Its Evaluation in Driver Identification , 2007, Proceedings of the IEEE.

[14]  Jan Peters,et al.  A Probabilistic Framework for Imitating Human Race Driver Behavior , 2020, IEEE Robotics and Automation Letters.

[15]  Jan Peters,et al.  Probabilistic Movement Primitives , 2013, NIPS.

[16]  Anca D. Dragan,et al.  DART: Noise Injection for Robust Imitation Learning , 2017, CoRL.

[17]  Silvia Ferrari,et al.  Modeling of human driver behavior via receding horizon and artificial neural network controllers , 2013, 52nd IEEE Conference on Decision and Control.

[18]  Angela Cuttitta,et al.  An Intronic cis-Regulatory Element Is Crucial for the Alpha Tubulin Pl-Tuba1a Gene Activation in the Ciliary Band and Animal Pole Neurogenic Domains during Sea Urchin Development , 2017, PloS one.

[19]  Florian Strecker,et al.  Simulation-based Development Process for Motor Sport and Series Production , 2017 .

[20]  Geoffrey J. Gordon,et al.  A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning , 2010, AISTATS.

[21]  David Crolla,et al.  Lap Time Simulation for Racing Car Design , 2002 .