DocumentCode :
505137
Title :
Temperature parameter control of Q value-based Dynamic Programming with Boltzmann distribution
Author :
Yu, Shanqing ; Mabu, Shingo ; Mainali, Manoj Kanta ; Eto, Shinji ; Shimada, Kaoru ; Hirasawa, Kotaro
Author_Institution :
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Fukuoka, Japan
fYear :
2009
fDate :
18-21 Aug. 2009
Firstpage :
1471
Lastpage :
1476
Abstract :
In order to improve the efficiency of traffic systems in the global perspective, we proposed a dynamic routing strategy, where the optimal traveling time for each Origin-Destination (OD) pair is calculated by extended Q value-based Dynamic Programming and the global optimum routes are produced by adjusting the temperature parameter in Boltzmann distribution. In this paper, how to control the temperature parameter is discussed in detail depending on the dynamic traffic conditions. What´s more, various temperature parameter control strategies of the Q value-based Dynamic Programming with Botzmann distribution are tested in the simulations. The results show that adopting suitable temperature parameter control strategy could improve the efficiency of the traffic systems effectively.
Keywords :
Boltzmann equation; dynamic programming; road traffic; temperature control; Boltzmann distribution; Q value based dynamic programming; dynamic routing strategy; origin destination pair; temperature parameter control; traffic systems efficiency; Boltzmann distribution; Control systems; Dynamic programming; Navigation; Routing; Temperature control; Temperature distribution; Traffic control; Vehicle driving; Vehicle dynamics; Boltzmann Distribution; Greedy Strategy; Temperature Parameter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
ICCAS-SICE, 2009
Conference_Location :
Fukuoka
Print_ISBN :
978-4-907764-34-0
Electronic_ISBN :
978-4-907764-33-3
Type :
conf
Filename :
5335297
Link To Document :
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