The 2009 Simulated Car Racing Championship

被引:56
作者
Loiacono, Daniele [1 ]
Lanzi, Pier Luca [1 ]
Togelius, Julian [2 ]
Onieva, Enrique [3 ]
Pelta, David A. [4 ]
Butz, Martin V. [5 ]
Loenneker, Thies D. [5 ]
Cardamone, Luigi [1 ]
Perez, Diego [6 ]
Saez, Yago [6 ]
Preuss, Mike [7 ]
Quadflieg, Jan [7 ]
机构
[1] Politecn Milan, Dipartimento Elettron & Informaz, I-20133 Milan, Italy
[2] IT Univ Copenhagen, DK-2300 Copenhagen S, Denmark
[3] UPM CSIC, Ctr Automat & Robot, Ind Comp Sci Dept, Madrid 28500, Spain
[4] Univ Granada, Comp Sci & Artificial Intelligence Dept, E-18071 Granada, Spain
[5] Univ Wurzburg, Dept Cognit Psychol, D-97070 Wurzburg, Germany
[6] Univ Carlos III Madrid, Madrid, Spain
[7] Tech Univ Dortmund, Dept Comp Sci, Computat Intelligence Grp, D-44227 Dortmund, Germany
关键词
Car racing; competitions; FUZZY; CONTROLLERS;
D O I
10.1109/TCIAIG.2010.2050590
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we overview the 2009 Simulated Car Racing Championship-an event comprising three competitions held in association with the 2009 IEEE Congress on Evolutionary Computation (CEC), the 2009 ACM Genetic and Evolutionary Computation Conference (GECCO), and the 2009 IEEE Symposium on Computational Intelligence and Games (CIG). First, we describe the competition regulations and the software framework. Then, the five best teams describe the methods of computational intelligence they used to develop their drivers and the lessons they learned from the participation in the championship. The organizers provide short summaries of the other competitors. Finally, we summarize the championship results, followed by a discussion about what the organizers learned about 1) the development of high-performing car racing controllers and 2) the organization of scientific competitions.
引用
收藏
页码:131 / 147
页数:17
相关论文
共 38 条
[31]  
Perez Diego, 2009, 2009 IEEE Symposium on Computational Intelligence and Games (CIG), P263, DOI 10.1109/CIG.2009.5286467
[32]   Evolving neural networks through augmenting topologies [J].
Stanley, KO ;
Miikkulainen, R .
EVOLUTIONARY COMPUTATION, 2002, 10 (02) :99-127
[33]   On stability of fuzzy systems expressed by fuzzy rules with singleton consequents [J].
Sugeno, M .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (02) :201-224
[34]   The 2007 IEEE CEC simulated car racing competition [J].
Togelius, Julian ;
Lucas, Simon ;
Thang, Ho Duc ;
Garibaldi, Jonathan M. ;
Nakashima, Tomoharu ;
Tan, Chin Hiong ;
Elhanany, Itamar ;
Berant, Shay ;
Hingston, Philip ;
MacCallum, Robert M. ;
Haferlach, Thomas ;
Gowrisankar, Aravind ;
Burrow, Pete .
GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2008, 9 (04) :295-329
[35]  
v Braitenberg V., 1984, Vehicles: Experiments in synthetic psychology
[36]  
Witten Ian H., 2005, Data Management Systems, Vsecond
[37]  
Zadeh LA, 2001, AI MAG, V22, P73
[38]   FUZZY SETS [J].
ZADEH, LA .
INFORMATION AND CONTROL, 1965, 8 (03) :338-&