Back to Search
Start Over
A constraint programming-based approach to a large-scale energy management problem with varied constraints
- Source :
- Journal of Scheduling. 16:629-648
- Publication Year :
- 2012
- Publisher :
- Springer Science and Business Media LLC, 2012.
-
Abstract
- This paper addresses a large-scale power plant maintenance scheduling and production planning problem, which has been proposed by the ROADEF/EURO Challenge 2010. We develop two lower bounds for the problem: a greedy heuristic and a flow network for which a minimum cost flow problem has to be solved. Furthermore, we present a solution approach that combines a constraint programming formulation of the problem with several heuristics. The problem is decomposed into an outage scheduling and a production planning phase. The first phase is solved by a constraint program, which additionally ensures the feasibility of the remaining problem. In the second phase we utilize a greedy heuristic--developed from our greedy lower bound--to assign production levels and refueling amounts for a given outage schedule. All proposed strategies are shown to be competitive in an experimental evaluation.
- Subjects :
- Schedule
Mathematical optimization
Computer science
General Engineering
Management Science and Operations Research
Flow network
Multi-commodity flow problem
Artificial Intelligence
Constraint satisfaction dual problem
Constraint programming
Minimum-cost flow problem
Greedy algorithm
Software
Greedy randomized adaptive search procedure
Subjects
Details
- ISSN :
- 10991425 and 10946136
- Volume :
- 16
- Database :
- OpenAIRE
- Journal :
- Journal of Scheduling
- Accession number :
- edsair.doi...........a9ee9de7fe24a3da4a81a914a3518916
- Full Text :
- https://doi.org/10.1007/s10951-012-0281-1