Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search
Offshore wind energy, as one of the featured rich renewable energy sources, is getting more and more attention. The cable connection layout has a significant impact on the economic performance of offshore wind farms. To make better use of the wind resources of a given sea area, a new method for opti...
Main Authors: | , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-01-01
|
Series: | Energies |
Subjects: | |
Online Access: | https://www.mdpi.com/1996-1073/14/3/644 |
id |
doaj-b661fb3aadee4f71bdd6d3095ba4fccb |
---|---|
record_format |
Article |
spelling |
doaj-b661fb3aadee4f71bdd6d3095ba4fccb2021-01-28T00:06:49ZengMDPI AGEnergies1996-10732021-01-011464464410.3390/en14030644Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local SearchYuanhang Qi0Peng Hou1Guisong Liu2Rongsen Jin3Zhile Yang4Guangya Yang5Zhaoyang Dong6School of Computer Science, University of Electronic Science and Technology of China, Zhongshan Institute, Zhongshan 528402, ChinaSEWPG European Innovation Center, 8000 Aarhus, DenmarkSchool of Computer Science, University of Electronic Science and Technology of China, Zhongshan Institute, Zhongshan 528402, ChinaDepartment of Operation, University of Groningen, 9747 Groningen, The NetherlandsShenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, ChinaCenter of Electric Power and Energy, Department of Electrical Engineering, Technical University of Denmark, 2800 Lyngby, DenmarkSchool of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW 2052, AustraliaOffshore wind energy, as one of the featured rich renewable energy sources, is getting more and more attention. The cable connection layout has a significant impact on the economic performance of offshore wind farms. To make better use of the wind resources of a given sea area, a new method for optimal construction of offshore wind farms with different types of wind turbines has emerged in recent years. In such a wind farm, the capacities of wind turbines are not identical which brings new challenges for the cable connection layout optimization. In this work, an optimization model named CCLOP is proposed for such wind farms. The model incorporates both the cable capital cost and the cost of power losses associated with the cables in its objective function. To get an optimized result, a Voronoi diagram based adaptive particle swarm optimization with local search is proposed and applied. The simulation results show that the proposed method can help find a solution that is 12.74% outperformed than a benchmark.https://www.mdpi.com/1996-1073/14/3/644offshore wind farmmultiple wind turbine typescable connection layoutpower lossesVoronoi diagramadaptive particle swarm optimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yuanhang Qi Peng Hou Guisong Liu Rongsen Jin Zhile Yang Guangya Yang Zhaoyang Dong |
spellingShingle |
Yuanhang Qi Peng Hou Guisong Liu Rongsen Jin Zhile Yang Guangya Yang Zhaoyang Dong Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search Energies offshore wind farm multiple wind turbine types cable connection layout power losses Voronoi diagram adaptive particle swarm optimization |
author_facet |
Yuanhang Qi Peng Hou Guisong Liu Rongsen Jin Zhile Yang Guangya Yang Zhaoyang Dong |
author_sort |
Yuanhang Qi |
title |
Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search |
title_short |
Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search |
title_full |
Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search |
title_fullStr |
Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search |
title_full_unstemmed |
Cable Connection Optimization for Heterogeneous Offshore Wind Farms via a Voronoi Diagram Based Adaptive Particle Swarm Optimization with Local Search |
title_sort |
cable connection optimization for heterogeneous offshore wind farms via a voronoi diagram based adaptive particle swarm optimization with local search |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2021-01-01 |
description |
Offshore wind energy, as one of the featured rich renewable energy sources, is getting more and more attention. The cable connection layout has a significant impact on the economic performance of offshore wind farms. To make better use of the wind resources of a given sea area, a new method for optimal construction of offshore wind farms with different types of wind turbines has emerged in recent years. In such a wind farm, the capacities of wind turbines are not identical which brings new challenges for the cable connection layout optimization. In this work, an optimization model named CCLOP is proposed for such wind farms. The model incorporates both the cable capital cost and the cost of power losses associated with the cables in its objective function. To get an optimized result, a Voronoi diagram based adaptive particle swarm optimization with local search is proposed and applied. The simulation results show that the proposed method can help find a solution that is 12.74% outperformed than a benchmark. |
topic |
offshore wind farm multiple wind turbine types cable connection layout power losses Voronoi diagram adaptive particle swarm optimization |
url |
https://www.mdpi.com/1996-1073/14/3/644 |
work_keys_str_mv |
AT yuanhangqi cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT penghou cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT guisongliu cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT rongsenjin cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT zhileyang cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT guangyayang cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch AT zhaoyangdong cableconnectionoptimizationforheterogeneousoffshorewindfarmsviaavoronoidiagrambasedadaptiveparticleswarmoptimizationwithlocalsearch |
_version_ |
1724320250437042176 |