An Evaluation of Graph Algorithms for the Wind Farm Cable Layout Problem under Electrical Aspects

被引:0
|
作者
Gritzbach, Sascha [1 ]
Cakmak, Hueseyin [2 ]
Mehnert, Pascal [3 ]
Ueckerdt, Torsten [1 ]
Hagenmeyer, Veit [2 ]
机构
[1] Karlsruhe Inst Technol, Inst Theoret Informat, Karlsruhe, Germany
[2] Karlsruhe Inst Technol, Inst Automat & Appl Informat, Karlsruhe, Germany
[3] Karlsruhe Inst Technol, Dept Informat, Karlsruhe, Germany
来源
2021 56TH INTERNATIONAL UNIVERSITIES POWER ENGINEERING CONFERENCE (UPEC 2021): POWERING NET ZERO EMISSIONS | 2021年
关键词
Wind Farm Cable Layout; Graph Algorithm; Network Flow; Power Flow Analysis;
D O I
10.1109/UPEC50034.2021.9548251
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 task of the Wind Farm Cable Layout Problem is to design a cable system between turbines and substations such that all turbine output can be transmitted to the substations. This problem can be modelled with different levels of complexity. While a higher level of complexity yields solutions that can be implemented in a real-world setting more readily, problem instances also become more difficult to solve or even remain intractable. More simplistic models are easier to solve but their usability could be inhibited. One such more simplistic model for installation cost minimization contains a network flow and a suitable minimum-cost flow algorithm provides good cable layouts on instances with up to 500 turbines within tens of seconds. The question remains whether those cable layouts are suitable for electrical implementation as well. We propose a workflow to evaluate the cable layouts generated from such algorithms under electrical aspects. This workflow converts the output of cable layout optimization algorithms to power flow models. The power flow models are simulated using the simulation framework eASiMOV. The evaluation of the power flow simulations under electrical metrics shows that output from the minimum-cost flow algorithm and from an approach solving a Mixed-Integer Linear Program perform very well under electrical aspects on a vast majority of input instances. For the remaining minority we are able to identify structures in the solutions that result in a worse performance. These observations can be used by the algorithm engineers as possible directions for future improvements.
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页数:6
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