A constraint programming-based approach to a large-scale energy management problem with varied constraints

被引:7
|
作者
Brandt, Felix [1 ]
Bauer, Reinhard [2 ]
Voelker, Markus [2 ]
Cardeneo, Andreas [1 ]
机构
[1] Res Ctr Informat Technol, D-76131 Karlsruhe, Germany
[2] Karlsruhe Inst Technol, Inst Theoret Informat, D-76128 Karlsruhe, Germany
关键词
Maintenance scheduling; Constraint programming; Lower bound; Flow network; Greedy heuristic; UNIT COMMITMENT;
D O I
10.1007/s10951-012-0281-1
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
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.
引用
收藏
页码:629 / 648
页数:20
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