A systematic literature review on the use of metaheuristics for the optimisation of multimodal transportation

被引:0
|
作者
Chau, Matina L. Y. [1 ]
Gkiotsalitis, Konstantinos [1 ]
机构
[1] Natl Tech Univ Athens, Sch Civil Engn, Dept Transportat Planning & Engn, Railways & Transport Lab, Iroon Polytech 5, Athens 15773, Greece
关键词
Multimodal transportation; Urban mobility; Evolutionary algorithms; Swarm intelligence; Parallel computing; Dynamic optimisation; PARTICLE SWARM OPTIMIZATION; NETWORK DESIGN; ANT COLONY; PATH PROBLEM; CONGESTION; COMMUTERS; ALGORITHM; MODEL;
D O I
10.1007/s12065-025-01020-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The optimisation of multimodal transportation is constantly evolving, striving to provide commuters with seamless mobility and sustainable networks. Multimodal transportation problems often, however, present optimisation challenges because of their high dimensionality, compounded by network size, modelling criteria, and modes. Among these challenges is computational complexity, which can be reduced with the use of metaheuristic solution approaches that strive to find an acceptable solution within a reasonable timeframe. In addition, as machine learning finds integration within real-world applications, the demand for parallel computing and robust computational infrastructure is on the rise. Given these rapid shifts, this paper is motivated to present a comprehensive systematic literature review on the optimisation of multimodal transportation, focusing on the urban mobility of passengers, using metaheuristics. After conducting a systematic bibliographic search, a thorough classification of studies based on their problem scope, mathematical formulation, methodology, temporal- and network settings is conducted. Overall, findings provide insights into tackling the challenges of multimodal urban transport optimisation for future investigation, addressing concerns over scalability and efficiency for real-time deployment.
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页数:37
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