Integrated self-driving travel scheme planning

被引:6
|
作者
Du, Jiaoman [1 ]
Zhou, Jiandong [2 ]
Li, Xiang [3 ]
Li, Lei [4 ]
Guo, Ao [5 ]
机构
[1] Univ Tokyo, Grad Sch Frontier Sci, Tokyo 2778563, Japan
[2] City Univ Hong Kong, Sch Data Sci, Hong Kong 999077, Peoples R China
[3] Beijing Univ Chem Technol, Sch Econ & Management, Beijing 100029, Peoples R China
[4] Hosei Univ, Sch Sci & Engn, Tokyo 1848584, Japan
[5] Hosei Univ, Sch Comp & Informat Sci, Tokyo 1848584, Japan
基金
中国国家自然科学基金;
关键词
Travel scheme planning; Dynamic programming; Heuristic algorithm; VEHICLE-ROUTING PROBLEM; ANT COLONY OPTIMIZATION; DAY TOUR ROUTE; MEMETIC ALGORITHM; SALESMAN PROBLEM; CONSTRAINT SATISFACTION; HEURISTIC ALGORITHM; ASSEMBLY LINES; DESIGN; SEARCH;
D O I
10.1016/j.ijpe.2020.107963
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Travel scheme planning is a crucial operational-level decision to be made in travel supply chain management. We investigate an integrated self-driving travel scheme planning (ISTSP) problem to optimize routing, hotel selection, and time scheduling under several streams of personalized considerations: best site-viewing time windows, rest requirements, and preference for site visiting sequences. The travel scheme planning problem is formulated in two models: (i) total cost minimization, and (ii) bi-objective optimization with total cost minimization and tourists' utility maximization. A heuristic solution framework integrating multi-categorical attribute K-means clustering, dynamic programming algorithm, and constraint satisfaction procedure is designed to solve these two models. Finally, we provide illustrative examples to demonstrate the effectiveness and validity of the proposed models and solution methods.
引用
收藏
页数:16
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