韩科

教授

博士生导师 硕士生导师

入职时间:2020-02-17

办公地点:九里校区零号教学楼0606

在职信息:在岗

主要任职:系统科学学科带头人

其他任职:系统科学与系统工程研究所所长

毕业院校:宾夕法尼亚州立大学(Penn State)

论文成果

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The cooperative inspection routing problem for urban environmental management

DOI码:10.1016/j.ijtst.2025.04.004
发表刊物:International Journal of Transportation Science and Technology
摘要:Urban environmental management against air pollution is of critical importance to public health. Despite the proliferation of ubiquitous air quality sensors and advancement of information systems, an integral part of urban environmental management in China involves routine inspections of pollution hotspots in the number of thousands distributed in the city. Departing from this particular scenario, this work proposes a routing problem termed the Cooperative Inspection Routing Problem (CIRP) that systematically integrates subset selection with mixed mandatory and elective nodes, priority heterogeneity across inspection targets, soft time windows through time-sensitive scoring with decay functions, and synchronized visits for mandatory nodes for the first time. This complex problem is formulated as a Mixed Integer Programming model and solved using a customized Adaptive Large Neighborhood Search (ALNS) algorithm in a timely fashion to accommodate real-time routing in response to pollution hazards. Based on the real Chengdu pollution source database, 112 test instances were established to examine the performance of the ALNS algorithm. On small-scale instances, the ALNS algorithm achieved solutions close to or even equivalent to those obtained by CPLEX. On large-scale instances, CPLEX can no longer obtain feasible solutions within the 1-hour time limit, while the proposed algorithm can still obtain satisfactory solutions within 10 to 100 s.
论文类型:期刊论文
是否译文:
发表时间:2025-04-17
发布期刊链接:https://www.sciencedirect.com/science/article/pii/S2046043025000553?via%3Dihub

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