DocumentCode :
2248969
Title :
Fuzzy linear assignment problem: an approach to vehicle fleet deployment
Author :
Ngo, Minh Ngoc ; Seow, Kiam Tian ; Wong, Kok Wai
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
Volume :
2
fYear :
2004
fDate :
25-29 July 2004
Firstpage :
1197
Abstract :
This paper proposes and examines a new approach using fuzzy logic to vehicle fleet deployment. Fleet deployment is viewed as a fuzzy linear assignment problem. It assigns each travel request to an available service vehicle through solving a linear assignment matrix of defuzzied cost entries. Each cost entry indicates the cost value of a travel request that "fuzzily aggregates" multiple criteria in simple rules incorporating human dispatching expertise. The approach is examined via extensive simulations anchored in a representative scenario of taxi deployment, and compared to the conventional case of using only distances (each from the taxi position to the source point and finally destination point of a travel request) as cost entries. Discussion in the context of related work examines the performance and practicality of the proposed approach.
Keywords :
fuzzy logic; fuzzy set theory; matrix algebra; road vehicles; transportation; defuzzified cost entry; fuzzy aggregation; fuzzy linear assignment problem; fuzzy logic; linear assignment matrix; multiple criteria vehicle fleet deployment; service vehicle; taxi deployment; Automotive engineering; Computational modeling; Context modeling; Cost function; Dispatching; Fuzzy logic; Heart; Humans; Operations research; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
ISSN :
1098-7584
Print_ISBN :
0-7803-8353-2
Type :
conf
DOI :
10.1109/FUZZY.2004.1375583
Filename :
1375583
Link To Document :
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