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多期联合维护与路径优化问题研究

On the multi-period combined maintenance and routing optimisation problem

International Journal of Production Research · 2023
被引 10
ABS 3

中文导读

研究多期环境下联合维护与路径优化问题,提出基于列生成的两步法,先确定最优维护频率,再优化技术人员路径,平衡维护成本、路径成本和故障概率。

Abstract

This paper focuses on the combined maintenance and routing optimisation problem in a multi-period environment that consists of scheduling maintenance operations for a set of geographically distributed machines, subject to non-deterministic failures with a set of technicians that perform preventive maintenance and corrective operations. This study uses a two-step approach based on column generation. The first step consists of a maintenance model that determines the optimal time until the next preventive maintenance operation, and each machine’s maintenance frequency while minimising the total expected maintenance costs. The second step involves a routing model that assigns and schedules maintenance operations for each technician over the planning horizon while minimising the routing and maintenance costs. We formulate the second step problem as a periodic vehicle routing problem and to solve it, we propose a column generation approach. The master problem is a set partitioning formulation that indicates which machines must be visited in the planning horizon. This decomposition has two auxiliary problems: the first one is an elementary shortest-path problem to find a feasible path for each period and the second one finds a set of visiting periods for each machine. Our approach balances the maintenance cost, routing cost, and failure probabilities.

维护调度路径优化列生成车辆路径问题运筹学