Dynamic optimisation of preventative and corrective maintenance schedules for a large scale urban drainage system

被引:33
作者
Chen, Yujie [1 ,2 ]
Cowling, Peter [1 ,2 ]
Polack, Fiona [1 ,2 ]
Remde, Stephen [1 ,2 ,3 ]
Mourdjis, Philip [1 ,2 ]
机构
[1] Univ York, York Ctr Complex Syst Anal, York YO10 5DD, N Yorkshire, England
[2] Univ York, Dept Comp Sci, York YO10 5DD, N Yorkshire, England
[3] Gaist Solut Ltd, Lancaster, England
基金
英国工程与自然科学研究理事会;
关键词
Maintenance; Scheduling; Routing; Large scale optimisation; GENETIC ALGORITHM; POLICIES; DEPOT;
D O I
10.1016/j.ejor.2016.07.027
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Gully pots or storm drains are located at the side of roads to provide drainage for surface water. We consider gully pot maintenance as a risk-driven maintenance problem. We explore policies for preventative and corrective maintenance actions, and build optimised routes for maintenance vehicles. Our solutions take the risk impact of gully pot failure and its failure behaviour into account, in the presence of factors such as location, season and current status. The aim is to determine a maintenance policy that can automatically adjust its scheduling strategy in line with changes in the local environment, to minimise the surface flooding risk due to clogged gully pots. We introduce a rolling planning strategy, solved by a hyper-heuristic method. Results show the behaviour and strength of the automated adjustment in a range of real-world scenarios. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:494 / 510
页数:17
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