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Dynamic Traffic Management using Temperature Parameter Control in Q value-based Dynamic Programming with Boltzmann Distribution

Dynamic Traffic Management using Temperature Parameter Control in Q value-based Dynamic Programming with Boltzmann Distribution

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カテゴリ: 論文誌(論文単位)

グループ名: 【C】電子・情報・システム部門

発行日: 2012/02/01

タイトル(英語): Dynamic Traffic Management using Temperature Parameter Control in Q value-based Dynamic Programming with Boltzmann Distribution

著者名: Shanqing Yu (Graduate School of Information, Production and Systems, Waseda University), Shingo Mabu (Graduate School of Information, Production and Systems, Waseda University), Manoj Kanta Mainali (Graduate School of Information, Production and Systems,

著者名(英語): Shanqing Yu (Graduate School of Information, Production and Systems, Waseda University), Shingo Mabu (Graduate School of Information, Production and Systems, Waseda University), Manoj Kanta Mainali (Graduate School of Information, Production and Systems, Waseda University), Kotaro Hirasawa (Graduate School of Information, Production and Systems, Waseda University)

キーワード: Dynamic traffic management,Q value-based Dynamic Programming,Boltzmann Distribution,Temperature Parameter

要約(英語): In order to improve the efficiency of traffic systems in the global perspective, a traffic control strategy for the dynamic traffic management in the road network has been proposed in this paper. The main idea of the proposed traffic control strategy is based on Q value-based Dynamic Programming with Boltzmann Distribution, and the temperature parameters in Boltzmann Distribution are adjusted by the proposed temperature parameter control strategies, which are Network Method and Intersection Method, depending on the time-varying traffic situations. In the simulation, it is supposed that the route guidance is given to each vehicle and all the vehicles in the traffic system follow the guidance. The simulation results show that temperature parameter control in Q value-based Dynamic Programming with Boltzmann Distribution could improve the performance of the traffic system.

本誌: 電気学会論文誌C(電子・情報・システム部門誌) Vol.132 No.2 (2012) 特集:多様な情報社会に適応するシステム技術

本誌掲載ページ: 275-283 p

原稿種別: 論文/英語

電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/132/2/132_2_275/_article/-char/ja/

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