Title :
A global routing strategy in dynamic traffic environments with a combination of Q value-based dynamic programming and boltzmann distribution
Author :
Shanqing Yu ; Fengming Ye ; Ang, HongqiangW ; Abu, ShingoM ; Shimada, Kaoru ; Songnian Yu ; Hirasawa, Kotaro
Author_Institution :
Grad. Sch. of Inf., Waseda Univ., Kitakyushu
Abstract :
A simple traffic system is proposed in this paper, in which the global optimal route considering the traffic volume is selected as the guidance for the vehicles. In the proposed system, Q value-based dynamic programming is adopted to calculate the optimal traveling time to each destination from every intersection of the road network. And Boltzmann optimal route method is used to generate several route candidates, the usefulness of which is evaluated in terms of the total traveling time considering traffic volume. Furthermore, dynamically changing traffic volumes of all the given origin-destination pairs of road networks are constantly provided in the road simulation we used and the traveling time of each section is continuously updated according to its dynamic traffic volume. In this paper, the analysis and comparison between greedy strategy and Bolztmann strategy with various ldquotemperaturesrdquo are carried out. The simulation result showed the effectiveness of the proposed Boltzmann optimal route method.
Keywords :
dynamic programming; road traffic; Boltzmann distribution; Boltzmann optimal route method; Q value-based dynamic programming; dynamic traffic environments; global routing strategy; greedy strategy; road network; Automotive engineering; Boltzmann distribution; Dynamic programming; Navigation; Production systems; Roads; Routing; Vehicle dynamics; Vehicle safety; Vehicles; Boltzmann Distribution; Dynamic Programming; Dynamic Traffic; Q Value;
Conference_Titel :
SICE Annual Conference, 2008
Conference_Location :
Tokyo
Print_ISBN :
978-4-907764-30-2
Electronic_ISBN :
978-4-907764-29-6
DOI :
10.1109/SICE.2008.4654732