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1763. A Branch-and-Price-Algorithm for Tactical Maintenance Planning for Rotor Blades on Onshore Wind Turbines
Invited abstract in session MD-58: Real-Life Applications in Routing, stream VeRoLog - Vehicle Routing and Logistics.
Monday, 14:30-16:00Room: S07 (building: 101)
Authors (first author is the speaker)
1. | Martin Klingebiel
|
Institut für Produktionswirtschaft, Universität Hannover |
Abstract
We address the maintenance planning for rotor blades on onshore wind turbines at a tactical level, motivated by the case of a German onshore wind turbine manufacturer. The goal is to select maintenance teams from external service providers and assign maintenance tasks for a maintenance season while minimizing the total costs. The operative scheduling of the maintenance tasks and routing of the maintenance teams are anticipated to determine the capacity needs. We consider team-specific work time regulations, locations, qualifications, cost rates, means of transport, task-specific time windows, and weather conditions. However, planning such a maintenance season is very challenging.
For this reason, we formulate a mixed-integer linear problem for routing and scheduling the heterogeneous teams to perform maintenance tasks at different locations with minimum total costs. We propose a branch-and-price algorithm approach based on a Dantzig-Wolfe decomposition to solve it. The pricing subproblems are solved using a labeling algorithm. The approach is implemented using the SCIP framework. We present the underlying problem decomposition, implementation, and first numerical results using a state-of-the-art commercial solver as a benchmark.
Keywords
- Column Generation
- Vehicle Routing
- Scheduling
Status: accepted
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