Solving a real-life, large-scale energy management problem

被引:6
|
作者
Godskesen, Steffen [1 ]
Jensen, Thomas Sejr [1 ]
Kjeldsen, Niels [2 ]
Larsen, Rune [1 ]
机构
[1] Univ Southern Denmark, Dept Math & Comp Sci, DK-5230 Odense M, Denmark
[2] DONG Energy AS, DK-7000 Fredericia, Denmark
关键词
Maintenance scheduling; Constraint programming; ROADEF/EURO Challenge 2010; Production planning; Hybrid heuristics; MAINTENANCE; TRANSMISSION;
D O I
10.1007/s10951-012-0279-8
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper introduces a three-phase hybrid heuristic for a large-scale energy management and maintenance scheduling problem. The problem is to schedule maintenance periods and refueling amounts for nuclear power plants with a time horizon of up to five years, and handling a number of scenarios for future demand and prices. The goal is to minimize the expected total production cost. The first phase of the heuristic solves a constraint programming model of a simplified version of the problem, the second performs a local search, and the third handles overproduction in a greedy fashion. This work was initiated in the context of the ROADEF/EURO Challenge 2010. In the concluding phase of the competition, our team ranked second in the junior category and sixth overall. After correcting a small implementation bug in the program that was submitted for final evaluation, our solver ranks first in the overall results from the competition.
引用
收藏
页码:567 / 583
页数:17
相关论文
共 35 条
  • [1] Solving a real-life, large-scale energy management problem
    Steffen Godskesen
    Thomas Sejr Jensen
    Niels Kjeldsen
    Rune Larsen
    Journal of Scheduling, 2013, 16 : 567 - 583
  • [2] Branch-and-price and constraint programming for solving a real-life technician dispatching problem
    Cortes, Cristian E.
    Gendreau, Michel
    Rousseau, Louis Martin
    Souyris, Sebastian
    Weintraub, Andres
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 238 (01) : 300 - 312
  • [3] A constraint programming-based approach to a large-scale energy management problem with varied constraints
    Brandt, Felix
    Bauer, Reinhard
    Voelker, Markus
    Cardeneo, Andreas
    JOURNAL OF SCHEDULING, 2013, 16 (06) : 629 - 648
  • [4] Solving a large-scale integrated fleet assignment and crew pairing problem
    Ozener, Okan Orsan
    Matoglu, Melda Ormeci
    Erdogan, Gunes
    Haouari, Mohamed
    Sozer, Hasan
    ANNALS OF OPERATIONS RESEARCH, 2017, 253 (01) : 477 - 500
  • [5] A constraint programming-based approach to a large-scale energy management problem with varied constraintsA solution approach to the ROADEF/EURO Challenge 2010
    Felix Brandt
    Reinhard Bauer
    Markus Völker
    Andreas Cardeneo
    Journal of Scheduling, 2013, 16 : 629 - 648
  • [6] Solving a real-life multi-skill resource-constrained multi-project scheduling problem
    Torba, Rahman
    Dauzere-Peres, Stephane
    Yugma, Claude
    Gallais, Cedric
    Pouzet, Juliette
    ANNALS OF OPERATIONS RESEARCH, 2024, 338 (01) : 69 - 114
  • [7] Computer modeling: A gateway to novel advancements in solving real-life problems
    Raza, Ali
    Rafiq, Muhammad
    Ahmed, Nauman
    Iqbal, Muhammad Sajid
    Rezapour, Shahram
    Inc, Mustafa
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2024, 95
  • [8] Solving large-scale requirements planning problems with component substitution options
    Geunes, J
    COMPUTERS & INDUSTRIAL ENGINEERING, 2003, 44 (03) : 475 - 491
  • [9] Solution approaches for a real-life resource-constrained parallel machine scheduling problem
    Emrah B. Edis
    Irem Ozkarahan
    The International Journal of Advanced Manufacturing Technology, 2012, 58 : 1141 - 1153
  • [10] Solution approaches for a real-life resource-constrained parallel machine scheduling problem
    Edis, Emrah B.
    Ozkarahan, Irem
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 58 (9-12): : 1141 - 1153