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Evolving robust and specialized car racing skills

By Julian Togelius and Simon M. Lucas


Neural network-based controllers are evolved for racing simulated R/C cars around several tracks of varying difficulty. The transferability of driving skills acquired when evolving for a single track is evaluated, and different ways of evolving controllers able to perform well on many different tracks are investigated. It is further shown that such generally proficient controllers can reliably be developed into specialized controllers for individual tracks. Evolution of sensor parameters together with network weights is shown to lead to higher final fitness, but only if turned on after a general controller is developed, otherwise it hinders evolution. It is argued that simulated car racing is a scalable and relevant testbed for evolutionary robotics research, and that the results of this research can be useful for commercial computer games

Topics: Machine Learning, Neural Nets, Artificial Intelligence
Publisher: IEEE Press
Year: 2006
OAI identifier:

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  1. (2003). Car physics for games,” monstrous/tutcar.html,
  2. (2000). Carworld driving simulator,”,
  3. (2005). challenge web site,”,
  4. (2004). Coevolution of active vision and feature selection,”
  5. (1996). Evolution of plastic neurocontrollers for situated agents,” in From Animals to Animats IV:
  6. (2005). Evolution of the driving styles of anticipatory agent remotely operating a scaled model of racing car,”
  7. (2000). Evolutionary robotics.
  8. (2005). Evolving controllers for simulated car racing,”
  9. (2005). Forza motorsport drivatars,”,
  10. (1995). Neural network vision for robot driving,”
  11. (2005). Neuroevolution of an automobile crash warning system,”
  12. (2004). Optimising the performance of a formula one car using a genetic algorithm,”
  13. (2002). Physics for Game Developers.
  14. (1995). Rars (robot auto racing simulator) homepage,”,