Heuristic algorithms for the Wind Farm Cable Routing problem

被引:22
|
作者
Cazzaro, Davide [1 ,2 ]
Fischetti, Martina [1 ]
Fischetti, Matteo [3 ]
机构
[1] Vattenfall BA Wind, Jupitervej 6, DK-6000 Kolding, Denmark
[2] DTU, Akad Vej 358, DK-2800 Lyngby, Denmark
[3] Univ Padua, DEI, Via Gradenigo 6-A, I-35100 Padua, Italy
关键词
Wind farm optimization; Cable routing problem; Metaheuristics; Computational analysis; OPTIMIZATION; DESIGN; NETWORK; SEARCH; SYSTEM; LAYOUT;
D O I
10.1016/j.apenergy.2020.115617
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The Wind Farm Cable Routing problem plays a key role in offshore wind farm design. Given the positions of turbines and substation in a wind farm and a set of electrical cables needed to transfer the electrical power produced by the turbines to the substation, the task is to define a cable-connection tree that minimizes the overall cable cost. In the present paper we describe, implement and test five different metaheuristic schemes for this problem: Simulated Annealing, Tabu Search, Variable Neighborhood Search, Ants Algorithm, and Genetic Algorithm. We also describe a construction heuristic, called Sweep, that typically finds an initial high-quality solution in a very short computing time. We compare the performance of our heuristics on two datasets: one contains instances from the literature and is used as a training set to tune our codes, while the second is a very large new set of realistic instances (that we make publicly available) used as a test set. Some practical recommendations on the proposed heuristics are finally provided: according to our experiments, Variable Neighborhood Search obtains the best overall performance, while Tabu Search is our second best heuristic.
引用
收藏
页数:15
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