DocumentCode :
1973511
Title :
Optimizing the Carpool Service Problem with Genetic Algorithm in Service-Based Computing
Author :
Ming-Kai Jiau ; Shih-Chia Huang ; Chih-Hsian Lin
Author_Institution :
Dept. of Electron. Eng., Nat. Taipei Univ. of Technol., Taipei, Taiwan
fYear :
2013
fDate :
June 28 2013-July 3 2013
Firstpage :
478
Lastpage :
485
Abstract :
Carpooling increases the occupancy rate of cars by decreasing the number of empty seats, thereby creating an effective solution to traffic congestion. This paper proposes an intelligent carpool system, BlueNet, which comprises two important modules. These modules are called the Mobile Client module and the Cloud Global Carpool Services module. By using smart handheld devices, users can submit carpool requests and obtain matches within the Mobile Client module via the Cloud Global Carpool Services module. The Cloud Global Carpool Services module generates acceptable matches via the Genetic-based Carpool Route and Matching algorithm. The proposed algorithm furthers the solution to the carpool service problem by dramatically reducing the time required to match a large number of users. In regard to the quality of the matches and processing time, the experimental results show that the proposed Genetic-based Carpool Route and Matching algorithm is able to find carpool route and matching results that are among the most optimal, and operates with significantly less computational complexity to require less services computing time.
Keywords :
automated highways; cloud computing; genetic algorithms; mobile computing; traffic engineering computing; BlueNet; carpool service problem optimization; cloud global carpool services module; genetic-based carpool matching algorithm; genetic-based carpool route algorithm; intelligent carpool system; mobile client module; service-based computing; smart handheld devices; Artificial intelligence; Biological cells; Mobile communication; Routing; Sociology; Statistics; Vehicles; carpool service problem; combination optimization; genetic algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Services Computing (SCC), 2013 IEEE International Conference on
Conference_Location :
Santa Clara, CA
Print_ISBN :
978-0-7695-5026-8
Type :
conf
DOI :
10.1109/SCC.2013.56
Filename :
6649731
Link To Document :
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