Title :
Various temperature parameter control methods in Q value-based Dynamic Programming with Boltzmann Distribution
Author :
Yu, Shanqing ; Mabu, Shingo ; Mainali, Manoj Kanta ; Shimada, Kaoru ; Hirasawa, Kotaro
Author_Institution :
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Fukuoka, Japan
Abstract :
In order to alleviate the congestion in modern metropolises with over crowded traffics and improve the efficiency of Intelligent Transportation Systems, three temperature parameter control methods of Q value-based Dynamic Programming with Boltzmann Distribution have been proposed in this paper. The simulation result shows that each method has its own areas of expertise depending on its features and all of the methods could improve the efficiency of the traffic system comparing with the conventional Greedy Method.
Keywords :
automated highways; dynamic programming; statistical distributions; temperature control; Boltzmann distribution; Q value-based dynamic programming; greedy method; intelligent transportation systems; temperature parameter control methods; traffic system; Indexes; Boltzmann Distribution; Greedy Method; Q value-based Dynamic Programming; Temperature Parameter;
Conference_Titel :
Systems Man and Cybernetics (SMC), 2010 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-6586-6
DOI :
10.1109/ICSMC.2010.5641892