Evolving Control Laws for a Network of Traffic Signals

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{montana:1996:ecl4nts,

• author = "David J. Montana and Steven Czerwinski",
• title = "Evolving Control Laws for a Network of Traffic Signals",
• booktitle = "Genetic Programming 1996: Proceedings of the First Annual Conference",
• editor = "John R. Koza and David E. Goldberg and David B. Fogel and Rick L. Riolo",
• year = "1996",
• month = "28--31 " # jul,
• keywords = "genetic algorithms, genetic programming",
• pages = "333--338",
• address = "Stanford University, CA, USA",
• publisher = "MIT Press",
• URL = "http://vishnu.bbn.com/papers/gp96.pdf",
• URL = "http://cognet.mit.edu/sites/default/files/books/9780262315876/pdfs/9780262315876_chap44.pdf",
• URL = "http://cognet.mit.edu/library/books/view?isbn=0262611279",
• size = "6 pages",
• abstract = "Optimally controlling the timings of traffic signals within a network of intersections is a difficult but important problem. Because the traffic signals need to coordinate their behaviour to achieve the common goal of optimising traffic ow through the network, this is a problem in collective intelligence. We apply a hybrid of a genetic algorithm and strongly typed genetic programming (STGP) to the problem of learning control laws which optimize aggregate performance. STGP learns the single basic decision tree to be executed by all the intersections when deciding whether to change the phase of the trafic signal. The genetic algorithm learns different constants to be used in these decision trees for different intersections, hence allowing specialisation based on dierences in geometry and traffic flow. Preliminary experimental work shows that our approach yields good performance on a variety of network configurations and that it can evolve control laws which induce cooperation, communication, and specialization among the traffic signals.",
• notes = "GP-96 Java demo at http://asd.bbn.com/papers/traffic/traffic.html",

}

Genetic Programming entries for David J Montana Steven Czerwinski

Citations