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...

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Main Authors: Yuanhang Qi, Peng Hou, Guisong Liu, Rongsen Jin, Zhile Yang, Guangya Yang, Zhaoyang Dong
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/3/644
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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
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