Optimal dispatch of isolated island micro-grid based on W-K-PSO algorithm

Aiming at the micro-grid system with wind turbines, photovoltaics, micro gas engines, fuel cells, energy storage batteries, and loads, taking the optimal economic and environmental benefits as the objective function and considering the output constraints and climbing power constraints of each distri...

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Published inJournal of physics. Conference series Vol. 2503; no. 1; pp. 12081 - 12088
Main Author Lu, Yao
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.05.2023
Subjects
Algorithms
Battery chargers
Distributed generation
Energy storage
Fuel cells
Gas turbine engines
Particle swarm optimization
Photovoltaic cells
Physics
Scheduling
Storage batteries
Wind turbines
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ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/2503/1/012081

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Abstract Aiming at the micro-grid system with wind turbines, photovoltaics, micro gas engines, fuel cells, energy storage batteries, and loads, taking the optimal economic and environmental benefits as the objective function and considering the output constraints and climbing power constraints of each distributed power supply, battery charging and discharging protection and power balance constraints in micro-grid, the output models of each distributed power supply are established. On this basis, particle swarm optimization with improved inertia weight and contraction divisor is used to solve the objective function. Combined with the time-division scheduling strategy, the simulation analysis is carried out on the MATLAB2021a platform. The results show that the time-division scheduling strategy can reduce the total cost more effectively, which verifies the rationality and feasibility of this method.
AbstractList Aiming at the micro-grid system with wind turbines, photovoltaics, micro gas engines, fuel cells, energy storage batteries, and loads, taking the optimal economic and environmental benefits as the objective function and considering the output constraints and climbing power constraints of each distributed power supply, battery charging and discharging protection and power balance constraints in micro-grid, the output models of each distributed power supply are established. On this basis, particle swarm optimization with improved inertia weight and contraction divisor is used to solve the objective function. Combined with the time-division scheduling strategy, the simulation analysis is carried out on the MATLAB2021a platform. The results show that the time-division scheduling strategy can reduce the total cost more effectively, which verifies the rationality and feasibility of this method.
Author Lu, Yao
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References Meng (JPCS_2503_1_012081bib2) 2019; 40
Xinwen (JPCS_2503_1_012081bib4) 2021; 6
Qian (JPCS_2503_1_012081bib7) 2021; 6
Jingkun (JPCS_2503_1_012081bib8) 2016
Yuxin (JPCS_2503_1_012081bib5) 2018
Kangqi (JPCS_2503_1_012081bib12) 2021; 37
Liming (JPCS_2503_1_012081bib9) 2020; 4
Haoran (JPCS_2503_1_012081bib3) 2021; 32
Jingkun (JPCS_2503_1_012081bib6) 2019; 37
Li (JPCS_2503_1_012081bib10) 2020
Xingxin (JPCS_2503_1_012081bib11) 2021; 37
Quanli (JPCS_2503_1_012081bib1) 2017; 11
References_xml – volume: 37
  start-page: 62
  year: 2019
  ident: JPCS_2503_1_012081bib6
  article-title: Micro-grid optimization and dispatch*[J]
  publication-title: Digital Technologies and Applications
– volume: 6
  start-page: 145
  year: 2021
  ident: JPCS_2503_1_012081bib7
  article-title: The recent micro-grid optimization dispatch research is based on the improved PSO algorithm [J]
  publication-title: Technical Analysis
– year: 2018
  ident: JPCS_2503_1_012081bib5
– volume: 6
  start-page: 104
  year: 2021
  ident: JPCS_2503_1_012081bib4
  article-title: Research on multi-objective-optimal dispatch of micro-grid based on improved particle swarm algorithm[J]
  publication-title: Automation&Instrumentation
– volume: 32
  start-page: 68
  year: 2021
  ident: JPCS_2503_1_012081bib3
  article-title: Research on optimal dispatch of micro-grid based on improved particle swarm algorithm[J]
  publication-title: Technological innovation application
– volume: 37
  start-page: 59
  year: 2021
  ident: JPCS_2503_1_012081bib12
  article-title: Particle swarm optimization algorithm using shrinkage factors[J]
  publication-title: Fujian Computer
– volume: 40
  start-page: 85
  year: 2019
  ident: JPCS_2503_1_012081bib2
  article-title: Research on optimal dispatch of micro-grid based on particles swarm algorithm[J]
  publication-title: Journal of Ningxia Normal University
– year: 2016
  ident: JPCS_2503_1_012081bib8
– volume: 11
  start-page: 161
  year: 2017
  ident: JPCS_2503_1_012081bib1
  article-title: Review of smart grid research[J]
  publication-title: Shandong industrial technology
– year: 2020
  ident: JPCS_2503_1_012081bib10
– volume: 37
  start-page: 1
  year: 2021
  ident: JPCS_2503_1_012081bib11
  article-title: Multi-objective optimal dispatch of micro-grid based on improved particle swarm algorithm[J]
  publication-title: Power Science and Engineering
– volume: 4
  start-page: 55
  year: 2020
  ident: JPCS_2503_1_012081bib9
  article-title: Research on optimal dispatch of islanded micro-grid based on particle swarm algorithm[J]
  publication-title: New energy systems and equipment
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StartPage 12081
SubjectTerms Algorithms
Battery chargers
Distributed generation
Energy storage
Fuel cells
Gas turbine engines
Particle swarm optimization
Photovoltaic cells
Physics
Scheduling
Storage batteries
Wind turbines
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Title Optimal dispatch of isolated island micro-grid based on W-K-PSO algorithm
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