Algorithm convergence curve.

<div><p>The research on the value evaluation system of power-to-hydrogen (P2H) equipment configuration in integrated energy systems is of great value for optimizing resource allocation, improving energy utilization efficiency, and promoting clean energy technology development. However, t...

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Main Author: Kuiyuan Pan (21145338) (author)
Other Authors: Tianhe Sun (21145341) (author), Xinfu Pang (16713651) (author), Xiaoyi Qian (21145344) (author)
Published: 2025
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_version_ 1852021204424065024
author Kuiyuan Pan (21145338)
author2 Tianhe Sun (21145341)
Xinfu Pang (16713651)
Xiaoyi Qian (21145344)
author2_role author
author
author
author_facet Kuiyuan Pan (21145338)
Tianhe Sun (21145341)
Xinfu Pang (16713651)
Xiaoyi Qian (21145344)
author_role author
dc.creator.none.fl_str_mv Kuiyuan Pan (21145338)
Tianhe Sun (21145341)
Xinfu Pang (16713651)
Xiaoyi Qian (21145344)
dc.date.none.fl_str_mv 2025-04-17T20:03:18Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0320486.g009
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Algorithm_convergence_curve_/28821390
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Medicine
Science Policy
Computational Biology
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Physical Sciences not elsewhere classified
Information Systems not elsewhere classified
optimizing resource allocation
integrated energy systems
integrated energy system
experimental results show
entropy weight method
different capacity configurations
analytic hierarchy process
8 %, 11
7 %, respectively
09 %, 33
comprehensive benefits brought
comprehensive evaluation system
value evaluation system
dimensional value evaluation
capacity optimization configuration
hydrogen </ p
thorough evaluation
57 %,
comprehensive benefit
equipment configuration
great value
xlink ">
woa algorithms
solved using
optimization model
environmental benefit
economic benefit
dc.title.none.fl_str_mv Algorithm convergence curve.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <div><p>The research on the value evaluation system of power-to-hydrogen (P2H) equipment configuration in integrated energy systems is of great value for optimizing resource allocation, improving energy utilization efficiency, and promoting clean energy technology development. However, there is no comprehensive evaluation system for evaluating P2H equipment configuration in integrated energy systems. Therefore, a multi-dimensional value evaluation system is proposed to realize the thorough evaluation of P2H equipment with different capacity configurations in the integrated energy system. Initially, a mathematical model considering flexibility benefit, new energy consumption benefit, economic benefit, and environmental benefit is established to maximize the comprehensive benefits brought by P2H equipment to the integrated energy system, and the model is solved using an improved backbone particle swarm optimization (IBBPSO) algorithm; subsequently, a multi-dimensional value evaluation system based on the analytic hierarchy process (AHP) -entropy weight method is constructed, and the value of P2H equipment with different capacity configurations in the integrated energy system is compared and analyzed when the comprehensive benefit is optimal. The experimental results show that the IBBPSO algorithm exhibits better performance in solving the optimization model. Compared to PSO, IBBPSO, GWO, and WOA algorithms, it improves by 9.8%, 11.09%, 33.57%, and 17.7%, respectively. The optimal solution is achieved when the P2H equipment is configured to 50 MW.</p></div>
eu_rights_str_mv openAccess
id Manara_8cf5ca4e8a0c44feb2cd7e14095aba23
identifier_str_mv 10.1371/journal.pone.0320486.g009
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/28821390
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Algorithm convergence curve.Kuiyuan Pan (21145338)Tianhe Sun (21145341)Xinfu Pang (16713651)Xiaoyi Qian (21145344)MedicineScience PolicyComputational BiologySpace ScienceBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedChemical Sciences not elsewhere classifiedPhysical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedoptimizing resource allocationintegrated energy systemsintegrated energy systemexperimental results showentropy weight methoddifferent capacity configurationsanalytic hierarchy process8 %, 117 %, respectively09 %, 33comprehensive benefits broughtcomprehensive evaluation systemvalue evaluation systemdimensional value evaluationcapacity optimization configurationhydrogen </ pthorough evaluation57 %,comprehensive benefitequipment configurationgreat valuexlink ">woa algorithmssolved usingoptimization modelenvironmental benefiteconomic benefit<div><p>The research on the value evaluation system of power-to-hydrogen (P2H) equipment configuration in integrated energy systems is of great value for optimizing resource allocation, improving energy utilization efficiency, and promoting clean energy technology development. However, there is no comprehensive evaluation system for evaluating P2H equipment configuration in integrated energy systems. Therefore, a multi-dimensional value evaluation system is proposed to realize the thorough evaluation of P2H equipment with different capacity configurations in the integrated energy system. Initially, a mathematical model considering flexibility benefit, new energy consumption benefit, economic benefit, and environmental benefit is established to maximize the comprehensive benefits brought by P2H equipment to the integrated energy system, and the model is solved using an improved backbone particle swarm optimization (IBBPSO) algorithm; subsequently, a multi-dimensional value evaluation system based on the analytic hierarchy process (AHP) -entropy weight method is constructed, and the value of P2H equipment with different capacity configurations in the integrated energy system is compared and analyzed when the comprehensive benefit is optimal. The experimental results show that the IBBPSO algorithm exhibits better performance in solving the optimization model. Compared to PSO, IBBPSO, GWO, and WOA algorithms, it improves by 9.8%, 11.09%, 33.57%, and 17.7%, respectively. The optimal solution is achieved when the P2H equipment is configured to 50 MW.</p></div>2025-04-17T20:03:18ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0320486.g009https://figshare.com/articles/figure/Algorithm_convergence_curve_/28821390CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/288213902025-04-17T20:03:18Z
spellingShingle Algorithm convergence curve.
Kuiyuan Pan (21145338)
Medicine
Science Policy
Computational Biology
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Physical Sciences not elsewhere classified
Information Systems not elsewhere classified
optimizing resource allocation
integrated energy systems
integrated energy system
experimental results show
entropy weight method
different capacity configurations
analytic hierarchy process
8 %, 11
7 %, respectively
09 %, 33
comprehensive benefits brought
comprehensive evaluation system
value evaluation system
dimensional value evaluation
capacity optimization configuration
hydrogen </ p
thorough evaluation
57 %,
comprehensive benefit
equipment configuration
great value
xlink ">
woa algorithms
solved using
optimization model
environmental benefit
economic benefit
status_str publishedVersion
title Algorithm convergence curve.
title_full Algorithm convergence curve.
title_fullStr Algorithm convergence curve.
title_full_unstemmed Algorithm convergence curve.
title_short Algorithm convergence curve.
title_sort Algorithm convergence curve.
topic Medicine
Science Policy
Computational Biology
Space Science
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Physical Sciences not elsewhere classified
Information Systems not elsewhere classified
optimizing resource allocation
integrated energy systems
integrated energy system
experimental results show
entropy weight method
different capacity configurations
analytic hierarchy process
8 %, 11
7 %, respectively
09 %, 33
comprehensive benefits brought
comprehensive evaluation system
value evaluation system
dimensional value evaluation
capacity optimization configuration
hydrogen </ p
thorough evaluation
57 %,
comprehensive benefit
equipment configuration
great value
xlink ">
woa algorithms
solved using
optimization model
environmental benefit
economic benefit