Scheduling optimization of a regionally integrated energy system based on an improved multi-objective particle swarm algorithm
With the transformation of the global energy structure, the regional integrated energy system (RIES) has become one of the research hotspots due to the characteristics of energy complementarity and multi-energy coupling. However, in actual operation, the integrated district energy system suffers fro...
Saved in:
| Published in: | Energy reports Vol. 14; pp. 3888 - 3904 |
|---|---|
| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier Ltd
01.12.2025
|
| Subjects: | |
| ISSN: | 2352-4847, 2352-4847 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | With the transformation of the global energy structure, the regional integrated energy system (RIES) has become one of the research hotspots due to the characteristics of energy complementarity and multi-energy coupling. However, in actual operation, the integrated district energy system suffers from a problem of reduced scheduling accuracy when coping with multi-energy coupling. To solve this problem, this paper proposes an improved particle swarm algorithm based on the neighborhood particle diversity learning mechanism to optimize the scheduling model. In the optimization process, the neighboring particle diversity learning mechanism and the adaptive strategy based on the gradient change of the iteration number are used to update the particle velocity component, the spiral contraction strategy incorporated into the whale optimization algorithm is used to update the position component, and the crowded distances of particles in the mesh are computed to maintain the size of the Pareto solution set; based on which, the hierarchical analysis of the superiority and inferiority of the solution distances method is applied to the Pareto solution set for decision making to get the optimal scheduling result. The study results show that the proposed method has significant advantages over the traditional particle swarm method in terms of economic cost, energy utilization efficiency, and system coordination, and the performance is improved by 1.43 % and 1.75 % in heating and non-heating periods, respectively. Finally, this study provides theoretical support for the optimal scheduling of regional integrated energy systems.
•Speed component update mechanism based on neighboring particle diversity learning.•Learning factor update strategy based on gradient changes in the number of iterations.•Position component update mechanism based on spiral contraction strategy. |
|---|---|
| AbstractList | With the transformation of the global energy structure, the regional integrated energy system (RIES) has become one of the research hotspots due to the characteristics of energy complementarity and multi-energy coupling. However, in actual operation, the integrated district energy system suffers from a problem of reduced scheduling accuracy when coping with multi-energy coupling. To solve this problem, this paper proposes an improved particle swarm algorithm based on the neighborhood particle diversity learning mechanism to optimize the scheduling model. In the optimization process, the neighboring particle diversity learning mechanism and the adaptive strategy based on the gradient change of the iteration number are used to update the particle velocity component, the spiral contraction strategy incorporated into the whale optimization algorithm is used to update the position component, and the crowded distances of particles in the mesh are computed to maintain the size of the Pareto solution set; based on which, the hierarchical analysis of the superiority and inferiority of the solution distances method is applied to the Pareto solution set for decision making to get the optimal scheduling result. The study results show that the proposed method has significant advantages over the traditional particle swarm method in terms of economic cost, energy utilization efficiency, and system coordination, and the performance is improved by 1.43 % and 1.75 % in heating and non-heating periods, respectively. Finally, this study provides theoretical support for the optimal scheduling of regional integrated energy systems.
•Speed component update mechanism based on neighboring particle diversity learning.•Learning factor update strategy based on gradient changes in the number of iterations.•Position component update mechanism based on spiral contraction strategy. |
| Author | Zhang, Xiaoming Ding, Baozhou Yang, Peihong Sun, Zhangzhuoyu Cheng, Haojie |
| Author_xml | – sequence: 1 givenname: Haojie orcidid: 0009-0003-0709-8821 surname: Cheng fullname: Cheng, Haojie email: 2024023177@stu.imust.edu.cn – sequence: 2 givenname: Xiaoming surname: Zhang fullname: Zhang, Xiaoming email: 2020911@imust.edu.cn – sequence: 3 givenname: Peihong surname: Yang fullname: Yang, Peihong email: yangpeihong1025@imust.edu.cn – sequence: 4 givenname: Baozhou surname: Ding fullname: Ding, Baozhou email: 2024022432@stu.imust.edu.cn – sequence: 5 givenname: Zhangzhuoyu surname: Sun fullname: Sun, Zhangzhuoyu email: 2024022427@stu.imust.edu.cn |
| BookMark | eNp9kE1LxDAQhoMouK77BzzlD7Qm6Td4kcUvWPCgnsM0mXZT2mZJsiv14G-3y3rw5GneGXiGmeeKnI92REJuOIs54_ltF2M7uVgwkcWcx0yIM7IQSSaitEyL8z_5kqy87xhjvBIszZMF-X5TW9T73owttbtgBvMFwdiR2oYCddjOGfp-omYM2DoIqCmO6NqJ-skHHGgNfp7NBIzUDDtnD3M77PtgIlt3qII5IN2BC0b1SP0nuIFC31pnwna4JhcN9B5Xv3VJPh4f3tfP0eb16WV9v4mUqIoQ6SKp87IWwFPF67wCBQJTVWrIao4qTXUmSoZlVSSqhEYLEE0CulZ5nkHKimRJxGmvctZ7h43cOTOAmyRn8ihRdvIoUR4lSs7lLHGG7k4QzpcdDDrplcFRoTZu_ktqa_7DfwAH8oE0 |
| Cites_doi | 10.1109/61.25627 10.1016/j.apenergy.2023.121113 10.1007/s11227-024-06762-x 10.1016/j.ijepes.2022.108151 10.1016/j.epsr.2023.109915 10.1016/j.eswa.2024.124641 10.1016/j.energy.2024.133390 10.3390/electronics13173567 10.1016/j.patrec.2025.05.008 10.1016/j.epsr.2025.111510 10.1007/s10957-019-01610-y 10.1016/j.ijepes.2021.107895 10.1016/j.ijhydene.2024.07.338 10.1016/j.renene.2024.120328 10.1016/j.swevo.2025.101890 10.1016/j.ceramint.2021.09.067 10.1109/TPWRS.2022.3162473 10.1016/j.swevo.2021.100987 10.1016/j.egyr.2024.09.057 10.1016/j.enconman.2019.06.013 10.1109/TCYB.2017.2710133 10.1016/j.renene.2023.03.028 10.1016/j.ijepes.2024.110291 10.1109/ACCESS.2019.2963463 10.1007/s10589-010-9350-6 10.1016/j.solener.2018.10.050 10.1016/j.renene.2021.07.036 10.1016/j.ijepes.2024.110022 10.1016/j.apenergy.2023.121034 10.1016/j.eswa.2024.125558 10.1016/j.apenergy.2024.123690 10.1038/s41598-025-85557-3 10.1016/j.energy.2025.134861 10.1016/j.ceramint.2022.08.338 10.1016/j.asoc.2021.108381 10.1016/j.engappai.2021.104326 10.3390/su16031065 10.1016/j.ceramint.2020.03.014 10.1080/00207179.2017.1316017 10.1016/j.egyr.2024.07.037 10.1007/s00339-022-06325-y |
| ContentType | Journal Article |
| Copyright | 2025 The Authors |
| Copyright_xml | – notice: 2025 The Authors |
| DBID | 6I. AAFTH AAYXX CITATION |
| DOI | 10.1016/j.egyr.2025.11.022 |
| DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| EISSN | 2352-4847 |
| EndPage | 3904 |
| ExternalDocumentID | 10_1016_j_egyr_2025_11_022 S2352484725006377 |
| GroupedDBID | 0R~ 4.4 457 5VS 6I. AAEDT AAEDW AAFTH AAIKJ AALRI AAXUO AAYWO ABMAC ACGFS ACVFH ADBBV ADCNI ADEZE ADVLN AEUPX AEXQZ AFJKZ AFPUW AFTJW AGHFR AIGII AITUG AKBMS AKRWK AKYEP ALMA_UNASSIGNED_HOLDINGS AMRAJ APXCP BCNDV EBS EJD FDB GROUPED_DOAJ KQ8 M41 M~E O9- OK1 ROL SSZ AAYXX CITATION |
| ID | FETCH-LOGICAL-c297t-d73b68b2a14c1b69aca2e4c8da5b1ec44d5280e8973c8afd2a2f3adbc665a4073 |
| ISICitedReferencesCount | 0 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001619707500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 2352-4847 |
| IngestDate | Thu Nov 27 00:54:59 EST 2025 Wed Dec 10 14:22:52 EST 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Improved multi-objective particle swarm algorithm Regional integrated energy systems (RIES) Hierarchical analysis Scheduling optimization |
| Language | English |
| License | This is an open access article under the CC BY-NC-ND license. |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c297t-d73b68b2a14c1b69aca2e4c8da5b1ec44d5280e8973c8afd2a2f3adbc665a4073 |
| ORCID | 0009-0003-0709-8821 |
| OpenAccessLink | http://dx.doi.org/10.1016/j.egyr.2025.11.022 |
| PageCount | 17 |
| ParticipantIDs | crossref_primary_10_1016_j_egyr_2025_11_022 elsevier_sciencedirect_doi_10_1016_j_egyr_2025_11_022 |
| PublicationCentury | 2000 |
| PublicationDate | December 2025 2025-12-00 |
| PublicationDateYYYYMMDD | 2025-12-01 |
| PublicationDate_xml | – month: 12 year: 2025 text: December 2025 |
| PublicationDecade | 2020 |
| PublicationTitle | Energy reports |
| PublicationYear | 2025 |
| Publisher | Elsevier Ltd |
| Publisher_xml | – name: Elsevier Ltd |
| References | Zhu, Xu, Chen, Guo, Zhang, Zhou, Shen (bib43) 2023; 343 Ling, Li, Liu, Shi, Han (bib17) 2025; 81 Zhu, Lin, Chen, Wong, Coello, Li, Chen, Zhang (bib42) 2017; 47 National Energy Administration, 2025. Operation Conditions of Renewable Energy Grid Connection in 2024. Retrieved 2025-01-27 from Zhang, Chen, Ma, Zhao, Qian, Li, Wang, Zhao, Zhou (bib39) 2022; 141 Zeng, Xu, Wu, Tang, Wu, Wang, Fan (bib35) 2022; 138 Abdullah, Al-Muta'a, Al-Sanabani (bib1) 2019; 36 Ma, Fan, Fang, Liu (bib20) 2019; 196 Novotná, Hladík, Masařík (bib22) 2020; 184 Bonami, Gonçalves (bib3) 2012; 51 Zinatloo-Ajabshir, Morassaei, Amiri, Salavati-Niasari, Foong (bib44) 2020; 46 Dimitriadis, Passalis, Georgiadis (bib4) 2025; 77 Rezayeenik, Mousavi-Kamazani, Zinatloo-Ajabshir (bib25) 2023; 129 Zanelli, Domahidi, Jerez, Morari (bib34) 2020; 93 Huang, Wang (bib12) 2022; 38 Eladl, Fawzy, Abd-Raboh, Elmitwally, Agundis-Tinajero, Guerrero, Hassan (bib6) 2024; 226 Zhao, Yang, Guo, Song, Sun (bib40) 2024; 12 Dou, Wang, Liu, Sun, Wang, He (bib5) 2024; 159 Yuan, Gao, Ye (bib33) 2021; 179 Baran, Wu (bib2) 2002; 4 Li, Liu, Yu (bib15) 2025; 262 Luo, Yang, Niu, Hua, Zhang (bib19) 2024; 12 Yang, Li, Jiang, Zhang (bib31) 2020; 8 Gao, Zhang, Yun, Huang (bib10) 2025; 243 Gao, Yang, Li, Ge, Yin, Wang (bib8) 2024; 311 Xiong, Zhang, Yuan, Shi, He, Yao (bib30) 2018; 176 Guo, Wu, Wang, Wang, Guo (bib11) 2023; 340 Zheng, Zhang, Zou, Yang, Ou, Hu (bib41) 2022; 69 Qu, Li, Yan, Liang, Yue, Yu, Crisalle (bib24) 2022; 117 Huang, Li, Pan, Liu, Yang (bib13) 2025; 15 Jia, Li, Wu, Guo, Jiang, Fan (bib14) 2024; 225 Wu, Sun, Song, Sun, Wang, Li (bib28) 2023; 207 Yin, Li (bib32) 2021; 104 Esfahani, Zinatloo-Ajabshir, Naji, Marjerrison, Greedan, Behzad (bib7) 2023; 49 Wu, Shan, Fan (bib29) 2024; 16 Li, Zhang, Li, Liu (bib16) 2024; 81 Zhang, Chen, Li, Jiang, Li (bib36) 2024; 371 . Wang, Hong, Fu, Cai, Zhong, Wang (bib27) 2025; 94 Zhang, Yao, Hu, Huang (bib37) 2022; 2022 Gao, Song (bib9) 2024; 255 Zhang, Feng, Liang, Ding, Yang, Zhang (bib38) 2024; 13 Luo, Zhang, Foo, Gooi, Sun, Zeng, Chen (bib18) 2024; 162 Zonarsaghar, Mousavi-Kamazani, Zinatloo-Ajabshir (bib45) 2021; 47 Su, Zheng, Wang, Mu, Fu, Li (bib26) 2025; 319 Passalis, Dimitriadis, Georgiadis (bib23) 2025 Wang (10.1016/j.egyr.2025.11.022_bib27) 2025; 94 Wu (10.1016/j.egyr.2025.11.022_bib29) 2024; 16 Gao (10.1016/j.egyr.2025.11.022_bib8) 2024; 311 Ma (10.1016/j.egyr.2025.11.022_bib20) 2019; 196 Zhu (10.1016/j.egyr.2025.11.022_bib43) 2023; 343 Zinatloo-Ajabshir (10.1016/j.egyr.2025.11.022_bib44) 2020; 46 Passalis (10.1016/j.egyr.2025.11.022_bib23) 2025 Wu (10.1016/j.egyr.2025.11.022_bib28) 2023; 207 Xiong (10.1016/j.egyr.2025.11.022_bib30) 2018; 176 10.1016/j.egyr.2025.11.022_bib21 Rezayeenik (10.1016/j.egyr.2025.11.022_bib25) 2023; 129 Zhang (10.1016/j.egyr.2025.11.022_bib38) 2024; 13 Zhang (10.1016/j.egyr.2025.11.022_bib39) 2022; 141 Abdullah (10.1016/j.egyr.2025.11.022_bib1) 2019; 36 Zhao (10.1016/j.egyr.2025.11.022_bib40) 2024; 12 Gao (10.1016/j.egyr.2025.11.022_bib10) 2025; 243 Zheng (10.1016/j.egyr.2025.11.022_bib41) 2022; 69 Zhu (10.1016/j.egyr.2025.11.022_bib42) 2017; 47 Su (10.1016/j.egyr.2025.11.022_bib26) 2025; 319 Jia (10.1016/j.egyr.2025.11.022_bib14) 2024; 225 Guo (10.1016/j.egyr.2025.11.022_bib11) 2023; 340 Yin (10.1016/j.egyr.2025.11.022_bib32) 2021; 104 Esfahani (10.1016/j.egyr.2025.11.022_bib7) 2023; 49 Ling (10.1016/j.egyr.2025.11.022_bib17) 2025; 81 Bonami (10.1016/j.egyr.2025.11.022_bib3) 2012; 51 Luo (10.1016/j.egyr.2025.11.022_bib19) 2024; 12 Huang (10.1016/j.egyr.2025.11.022_bib13) 2025; 15 Zhang (10.1016/j.egyr.2025.11.022_bib37) 2022; 2022 Zonarsaghar (10.1016/j.egyr.2025.11.022_bib45) 2021; 47 Zhang (10.1016/j.egyr.2025.11.022_bib36) 2024; 371 Zanelli (10.1016/j.egyr.2025.11.022_bib34) 2020; 93 Eladl (10.1016/j.egyr.2025.11.022_bib6) 2024; 226 Luo (10.1016/j.egyr.2025.11.022_bib18) 2024; 162 Dimitriadis (10.1016/j.egyr.2025.11.022_bib4) 2025; 77 Huang (10.1016/j.egyr.2025.11.022_bib12) 2022; 38 Yang (10.1016/j.egyr.2025.11.022_bib31) 2020; 8 Li (10.1016/j.egyr.2025.11.022_bib16) 2024; 81 Qu (10.1016/j.egyr.2025.11.022_bib24) 2022; 117 Gao (10.1016/j.egyr.2025.11.022_bib9) 2024; 255 Yuan (10.1016/j.egyr.2025.11.022_bib33) 2021; 179 Dou (10.1016/j.egyr.2025.11.022_bib5) 2024; 159 Baran (10.1016/j.egyr.2025.11.022_bib2) 2002; 4 Li (10.1016/j.egyr.2025.11.022_bib15) 2025; 262 Novotná (10.1016/j.egyr.2025.11.022_bib22) 2020; 184 Zeng (10.1016/j.egyr.2025.11.022_bib35) 2022; 138 |
| References_xml | – volume: 225 year: 2024 ident: bib14 article-title: Multi-objective optimization study of regional integrated energy systems coupled with renewable energy, energy storage, and inter-station energy sharing publication-title: Renew. Energy – volume: 184 start-page: 565 year: 2020 end-page: 580 ident: bib22 article-title: Duality gap in interval linear programming publication-title: J. Optim. Theory Appl. – volume: 340 year: 2023 ident: bib11 article-title: Co-optimization method research and comprehensive benefits analysis of regional integrated energy system publication-title: Appl. Energy – volume: 16 start-page: 1065 year: 2024 ident: bib29 article-title: A Modified particle swarm algorithm for the multi-objective optimization of wind/photovoltaic/diesel/storage microgrids publication-title: Sustainability – volume: 117 year: 2022 ident: bib24 article-title: A grid-guided particle swarm optimizer for multimodal multi-objective problems publication-title: Appl. Soft Comput. – volume: 371 year: 2024 ident: bib36 article-title: Two-stage robust operation of electricity-gas-heat integrated multi-energy microgrids considering heterogeneous uncertainties publication-title: Appl. Energy – volume: 47 start-page: 2794 year: 2017 end-page: 2808 ident: bib42 article-title: An external archive-guided multiobjective particle swarm optimization algorithm publication-title: IEEE Trans. Cybern. – volume: 93 start-page: 13 year: 2020 end-page: 29 ident: bib34 article-title: FORCES NLP: an efficient implementation of interior-point methods for multistage nonlinear nonconvex programs publication-title: Int. J. Control – volume: 179 start-page: 1424 year: 2021 end-page: 1446 ident: bib33 article-title: Optimal dispatching strategy and real-time pricing for multi-regional integrated energy systems based on demand response publication-title: Renew. Energy – volume: 176 start-page: 742 year: 2018 end-page: 761 ident: bib30 article-title: Parameter extraction of solar photovoltaic models by means of a hybrid differential evolution with whale optimization algorithm publication-title: Sol. Energy – volume: 138 year: 2022 ident: bib35 article-title: Day-ahead interval optimization for CCHP system considering uncertainty of wind power and PV publication-title: Int. J. Electr. Power Energy Syst. – volume: 262 year: 2025 ident: bib15 article-title: Deep reinforcement learning-based multi-objective optimization for electricity–gas–heat integrated energy systems publication-title: Expert Syst. Appl. – volume: 8 start-page: 5080 year: 2020 end-page: 5090 ident: bib31 article-title: Multi-time scale optimal scheduling of regional integrated energy systems considering integrated demand response publication-title: IEEE Access – volume: 196 start-page: 430 year: 2019 end-page: 442 ident: bib20 article-title: Techno-economic potential evaluation of small-scale grid-connected renewable power systems in China publication-title: Energy Convers. Manag. – volume: 226 year: 2024 ident: bib6 article-title: A comprehensive review on wind power spillage: reasons, minimization techniques, real applications, challenges, and future trends publication-title: Electr. Power Syst. Res. – volume: 2022 year: 2022 ident: bib37 article-title: Multi-time scale rolling optimization scheduling of “Nealy-zero Carbon Park” based on stepped carbon allowance trading publication-title: Int. Trans. Electr. Energy Syst. – volume: 162 year: 2024 ident: bib18 article-title: A multi-objective partitioned design method for integrated energy system publication-title: Int. J. Electr. Power Energy Syst. – volume: 311 year: 2024 ident: bib8 article-title: Research on integrated decision making of multiple load combination forecasting for integrated energy system publication-title: Energy – volume: 243 year: 2025 ident: bib10 article-title: Online optimization of integrated energy systems based on deep learning predictive control publication-title: Electr. Power Syst. Res. – volume: 207 start-page: 407 year: 2023 end-page: 421 ident: bib28 article-title: Energy, exergy, exergoeconomic and environmental (4E) analysis of cascade heat pump, recuperative heat pump and carbon dioxide heat pump with different temperature lifts publication-title: Renew. Energy – volume: 81 start-page: 255 year: 2025 ident: bib17 article-title: Multi-objective particle swarm optimization based on particle contribution and mutual information for feature selection method publication-title: J. Supercomput. – volume: 141 year: 2022 ident: bib39 article-title: Stochastic optimal dispatch of combined heat and power integrated AA-CAES power station considering thermal inertia of DHN publication-title: Int. J. Electr. Power Energy Syst. – volume: 129 start-page: 47 year: 2023 ident: bib25 article-title: CeVO4/rGO nanocomposite: facile hydrothermal synthesis, characterization, and electrochemical hydrogen storage publication-title: Appl. Phys. A – volume: 47 start-page: 35248 year: 2021 end-page: 35259 ident: bib45 article-title: Hydrothermal synthesis of CeVO4 nanostructures with different morphologies for electrochemical hydrogen storage publication-title: Ceram. Int. – volume: 36 start-page: 1823 year: 2019 end-page: 1836 ident: bib1 article-title: Integrated MOPSO algorithms for task scheduling in cloud computing publication-title: J. Intell. Fuzzy Syst. – year: 2025 ident: bib23 article-title: Residual adaptive input normalization for forecasting renewable energy generation in multiple countries publication-title: Pattern Recognit. Lett. – volume: 319 year: 2025 ident: bib26 article-title: Multi-objective optimal planning study of integrated regional energy system considering source-load forecasting uncertainty publication-title: Energy – volume: 4 start-page: 1401 year: 2002 end-page: 1407 ident: bib2 article-title: Network reconfiguration in distribution systems for loss reduction and load balancing publication-title: IEEE Trans. Power Deliv. – volume: 343 year: 2023 ident: bib43 article-title: Optimal dispatch of a novel integrated energy system combined with multi-output organic Rankine cycle and hybrid energy storage publication-title: Appl. Energy – volume: 12 start-page: 1597 year: 2024 end-page: 1607 ident: bib40 article-title: An optimal dispatch strategy of off-grid park integrated energy system considering source volatility publication-title: Energy Rep. – volume: 13 start-page: 3567 year: 2024 ident: bib38 article-title: Bi-level optimal configuration of electric thermal storage boilers in thermal–electrical integrated energy system publication-title: Electronics – volume: 46 start-page: 17186 year: 2020 end-page: 17196 ident: bib44 article-title: Nd2Sn2O7 nanostructures: green synthesis and characterization using date palm extract, a potential electrochemical hydrogen storage material publication-title: Ceram. Int. – volume: 15 start-page: 1191 year: 2025 ident: bib13 article-title: Enhanced particle swarm optimization with chaotic search for offshore micro-energy systems publication-title: Sci. Rep. – volume: 49 start-page: 253 year: 2023 end-page: 263 ident: bib7 article-title: Structural characterization, phase analysis and electrochemical hydrogen storage studies on new pyrochlore SmRETi2O7 (RE= Dy, Ho, and Yb) microstructures publication-title: Ceram. Int. – reference: . – volume: 159 year: 2024 ident: bib5 article-title: Towards Pareto-optimal energy management in integrated energy systems: a multi-agent and multi-objective deep reinforcement learning approach publication-title: Int. J. Electr. Power Energy Syst. – volume: 255 year: 2024 ident: bib9 article-title: A switching competitive swarm optimizer for multi-objective optimization with irregular Pareto fronts publication-title: Expert Syst. Appl. – volume: 81 start-page: 1003 year: 2024 end-page: 1019 ident: bib16 article-title: Optimizing hybrid energy storage: a multi-objective approach for hydrogen-natural gas systems with carbon-emission management publication-title: Int. J. Hydrog. Energy – reference: National Energy Administration, 2025. Operation Conditions of Renewable Energy Grid Connection in 2024. Retrieved 2025-01-27 from – volume: 69 year: 2022 ident: bib41 article-title: A dynamic multi-objective particle swarm optimization algorithm based on adversarial decomposition and neighborhood evolution publication-title: Swarm Evolut. Comput. – volume: 12 start-page: 4175 year: 2024 end-page: 4183 ident: bib19 article-title: A multi-objective dual dynamic genetic algorithm-based approach for thermoelectric optimization of integrated urban energy systems publication-title: Energy Rep. – volume: 38 start-page: 572 year: 2022 end-page: 588 ident: bib12 article-title: Applications of physics-informed neural networks in power systems-a review publication-title: IEEE Trans. Power Syst. – volume: 77 year: 2025 ident: bib4 article-title: A deep learning framework for photovoltaic power forecasting in multiple interconnected countries publication-title: Sustain. Energy Technol. Assess. – volume: 94 year: 2025 ident: bib27 article-title: Adaptive distance-based multi-objective particle swarm optimization algorithm with simple position update publication-title: Swarm Evolut. Comput. – volume: 104 year: 2021 ident: bib32 article-title: Hybrid metaheuristic multi-layer reinforcement learning approach for two-level energy management strategy framework of multi-microgrid systems publication-title: Eng. Appl. Artif. Intell. – volume: 51 start-page: 729 year: 2012 end-page: 747 ident: bib3 article-title: Heuristics for convex mixed integer nonlinear programs publication-title: Comput. Optim. Appl. – volume: 4 start-page: 1401 issue: 2 year: 2002 ident: 10.1016/j.egyr.2025.11.022_bib2 article-title: Network reconfiguration in distribution systems for loss reduction and load balancing publication-title: IEEE Trans. Power Deliv. doi: 10.1109/61.25627 – volume: 343 year: 2023 ident: 10.1016/j.egyr.2025.11.022_bib43 article-title: Optimal dispatch of a novel integrated energy system combined with multi-output organic Rankine cycle and hybrid energy storage publication-title: Appl. Energy doi: 10.1016/j.apenergy.2023.121113 – volume: 81 start-page: 255 issue: 1 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib17 article-title: Multi-objective particle swarm optimization based on particle contribution and mutual information for feature selection method publication-title: J. Supercomput. doi: 10.1007/s11227-024-06762-x – volume: 141 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib39 article-title: Stochastic optimal dispatch of combined heat and power integrated AA-CAES power station considering thermal inertia of DHN publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2022.108151 – volume: 226 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib6 article-title: A comprehensive review on wind power spillage: reasons, minimization techniques, real applications, challenges, and future trends publication-title: Electr. Power Syst. Res. doi: 10.1016/j.epsr.2023.109915 – volume: 255 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib9 article-title: A switching competitive swarm optimizer for multi-objective optimization with irregular Pareto fronts publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2024.124641 – volume: 311 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib8 article-title: Research on integrated decision making of multiple load combination forecasting for integrated energy system publication-title: Energy doi: 10.1016/j.energy.2024.133390 – volume: 13 start-page: 3567 issue: 17 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib38 article-title: Bi-level optimal configuration of electric thermal storage boilers in thermal–electrical integrated energy system publication-title: Electronics doi: 10.3390/electronics13173567 – year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib23 article-title: Residual adaptive input normalization for forecasting renewable energy generation in multiple countries publication-title: Pattern Recognit. Lett. doi: 10.1016/j.patrec.2025.05.008 – volume: 243 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib10 article-title: Online optimization of integrated energy systems based on deep learning predictive control publication-title: Electr. Power Syst. Res. doi: 10.1016/j.epsr.2025.111510 – volume: 184 start-page: 565 issue: 2 year: 2020 ident: 10.1016/j.egyr.2025.11.022_bib22 article-title: Duality gap in interval linear programming publication-title: J. Optim. Theory Appl. doi: 10.1007/s10957-019-01610-y – volume: 138 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib35 article-title: Day-ahead interval optimization for CCHP system considering uncertainty of wind power and PV publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2021.107895 – volume: 81 start-page: 1003 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib16 article-title: Optimizing hybrid energy storage: a multi-objective approach for hydrogen-natural gas systems with carbon-emission management publication-title: Int. J. Hydrog. Energy doi: 10.1016/j.ijhydene.2024.07.338 – volume: 36 start-page: 1823 issue: 2 year: 2019 ident: 10.1016/j.egyr.2025.11.022_bib1 article-title: Integrated MOPSO algorithms for task scheduling in cloud computing publication-title: J. Intell. Fuzzy Syst. – volume: 225 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib14 article-title: Multi-objective optimization study of regional integrated energy systems coupled with renewable energy, energy storage, and inter-station energy sharing publication-title: Renew. Energy doi: 10.1016/j.renene.2024.120328 – volume: 94 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib27 article-title: Adaptive distance-based multi-objective particle swarm optimization algorithm with simple position update publication-title: Swarm Evolut. Comput. doi: 10.1016/j.swevo.2025.101890 – volume: 47 start-page: 35248 issue: 24 year: 2021 ident: 10.1016/j.egyr.2025.11.022_bib45 article-title: Hydrothermal synthesis of CeVO4 nanostructures with different morphologies for electrochemical hydrogen storage publication-title: Ceram. Int. doi: 10.1016/j.ceramint.2021.09.067 – volume: 38 start-page: 572 issue: 1 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib12 article-title: Applications of physics-informed neural networks in power systems-a review publication-title: IEEE Trans. Power Syst. doi: 10.1109/TPWRS.2022.3162473 – volume: 69 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib41 article-title: A dynamic multi-objective particle swarm optimization algorithm based on adversarial decomposition and neighborhood evolution publication-title: Swarm Evolut. Comput. doi: 10.1016/j.swevo.2021.100987 – volume: 12 start-page: 4175 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib19 article-title: A multi-objective dual dynamic genetic algorithm-based approach for thermoelectric optimization of integrated urban energy systems publication-title: Energy Rep. doi: 10.1016/j.egyr.2024.09.057 – volume: 196 start-page: 430 year: 2019 ident: 10.1016/j.egyr.2025.11.022_bib20 article-title: Techno-economic potential evaluation of small-scale grid-connected renewable power systems in China publication-title: Energy Convers. Manag. doi: 10.1016/j.enconman.2019.06.013 – volume: 47 start-page: 2794 issue: 9 year: 2017 ident: 10.1016/j.egyr.2025.11.022_bib42 article-title: An external archive-guided multiobjective particle swarm optimization algorithm publication-title: IEEE Trans. Cybern. doi: 10.1109/TCYB.2017.2710133 – volume: 207 start-page: 407 year: 2023 ident: 10.1016/j.egyr.2025.11.022_bib28 article-title: Energy, exergy, exergoeconomic and environmental (4E) analysis of cascade heat pump, recuperative heat pump and carbon dioxide heat pump with different temperature lifts publication-title: Renew. Energy doi: 10.1016/j.renene.2023.03.028 – volume: 162 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib18 article-title: A multi-objective partitioned design method for integrated energy system publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2024.110291 – volume: 8 start-page: 5080 year: 2020 ident: 10.1016/j.egyr.2025.11.022_bib31 article-title: Multi-time scale optimal scheduling of regional integrated energy systems considering integrated demand response publication-title: IEEE Access doi: 10.1109/ACCESS.2019.2963463 – volume: 51 start-page: 729 issue: 2 year: 2012 ident: 10.1016/j.egyr.2025.11.022_bib3 article-title: Heuristics for convex mixed integer nonlinear programs publication-title: Comput. Optim. Appl. doi: 10.1007/s10589-010-9350-6 – volume: 176 start-page: 742 year: 2018 ident: 10.1016/j.egyr.2025.11.022_bib30 article-title: Parameter extraction of solar photovoltaic models by means of a hybrid differential evolution with whale optimization algorithm publication-title: Sol. Energy doi: 10.1016/j.solener.2018.10.050 – volume: 179 start-page: 1424 year: 2021 ident: 10.1016/j.egyr.2025.11.022_bib33 article-title: Optimal dispatching strategy and real-time pricing for multi-regional integrated energy systems based on demand response publication-title: Renew. Energy doi: 10.1016/j.renene.2021.07.036 – volume: 159 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib5 article-title: Towards Pareto-optimal energy management in integrated energy systems: a multi-agent and multi-objective deep reinforcement learning approach publication-title: Int. J. Electr. Power Energy Syst. doi: 10.1016/j.ijepes.2024.110022 – volume: 340 year: 2023 ident: 10.1016/j.egyr.2025.11.022_bib11 article-title: Co-optimization method research and comprehensive benefits analysis of regional integrated energy system publication-title: Appl. Energy doi: 10.1016/j.apenergy.2023.121034 – volume: 262 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib15 article-title: Deep reinforcement learning-based multi-objective optimization for electricity–gas–heat integrated energy systems publication-title: Expert Syst. Appl. doi: 10.1016/j.eswa.2024.125558 – volume: 371 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib36 article-title: Two-stage robust operation of electricity-gas-heat integrated multi-energy microgrids considering heterogeneous uncertainties publication-title: Appl. Energy doi: 10.1016/j.apenergy.2024.123690 – volume: 15 start-page: 1191 issue: 1 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib13 article-title: Enhanced particle swarm optimization with chaotic search for offshore micro-energy systems publication-title: Sci. Rep. doi: 10.1038/s41598-025-85557-3 – volume: 319 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib26 article-title: Multi-objective optimal planning study of integrated regional energy system considering source-load forecasting uncertainty publication-title: Energy doi: 10.1016/j.energy.2025.134861 – volume: 49 start-page: 253 issue: 1 year: 2023 ident: 10.1016/j.egyr.2025.11.022_bib7 article-title: Structural characterization, phase analysis and electrochemical hydrogen storage studies on new pyrochlore SmRETi2O7 (RE= Dy, Ho, and Yb) microstructures publication-title: Ceram. Int. doi: 10.1016/j.ceramint.2022.08.338 – volume: 117 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib24 article-title: A grid-guided particle swarm optimizer for multimodal multi-objective problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2021.108381 – volume: 77 year: 2025 ident: 10.1016/j.egyr.2025.11.022_bib4 article-title: A deep learning framework for photovoltaic power forecasting in multiple interconnected countries publication-title: Sustain. Energy Technol. Assess. – volume: 104 year: 2021 ident: 10.1016/j.egyr.2025.11.022_bib32 article-title: Hybrid metaheuristic multi-layer reinforcement learning approach for two-level energy management strategy framework of multi-microgrid systems publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2021.104326 – ident: 10.1016/j.egyr.2025.11.022_bib21 – volume: 16 start-page: 1065 issue: 3 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib29 article-title: A Modified particle swarm algorithm for the multi-objective optimization of wind/photovoltaic/diesel/storage microgrids publication-title: Sustainability doi: 10.3390/su16031065 – volume: 46 start-page: 17186 issue: 11 year: 2020 ident: 10.1016/j.egyr.2025.11.022_bib44 article-title: Nd2Sn2O7 nanostructures: green synthesis and characterization using date palm extract, a potential electrochemical hydrogen storage material publication-title: Ceram. Int. doi: 10.1016/j.ceramint.2020.03.014 – volume: 93 start-page: 13 issue: 1 year: 2020 ident: 10.1016/j.egyr.2025.11.022_bib34 article-title: FORCES NLP: an efficient implementation of interior-point methods for multistage nonlinear nonconvex programs publication-title: Int. J. Control doi: 10.1080/00207179.2017.1316017 – volume: 12 start-page: 1597 year: 2024 ident: 10.1016/j.egyr.2025.11.022_bib40 article-title: An optimal dispatch strategy of off-grid park integrated energy system considering source volatility publication-title: Energy Rep. doi: 10.1016/j.egyr.2024.07.037 – volume: 129 start-page: 47 issue: 1 year: 2023 ident: 10.1016/j.egyr.2025.11.022_bib25 article-title: CeVO4/rGO nanocomposite: facile hydrothermal synthesis, characterization, and electrochemical hydrogen storage publication-title: Appl. Phys. A doi: 10.1007/s00339-022-06325-y – volume: 2022 issue: 1 year: 2022 ident: 10.1016/j.egyr.2025.11.022_bib37 article-title: Multi-time scale rolling optimization scheduling of “Nealy-zero Carbon Park” based on stepped carbon allowance trading publication-title: Int. Trans. Electr. Energy Syst. |
| SSID | ssj0001920463 |
| Score | 2.330996 |
| Snippet | With the transformation of the global energy structure, the regional integrated energy system (RIES) has become one of the research hotspots due to the... |
| SourceID | crossref elsevier |
| SourceType | Index Database Publisher |
| StartPage | 3888 |
| SubjectTerms | Hierarchical analysis Improved multi-objective particle swarm algorithm Regional integrated energy systems (RIES) Scheduling optimization |
| Title | Scheduling optimization of a regionally integrated energy system based on an improved multi-objective particle swarm algorithm |
| URI | https://dx.doi.org/10.1016/j.egyr.2025.11.022 |
| Volume | 14 |
| WOSCitedRecordID | wos001619707500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAON databaseName: Directory of Open Access Journals customDbUrl: eissn: 2352-4847 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001920463 issn: 2352-4847 databaseCode: DOA dateStart: 20150101 isFulltext: true titleUrlDefault: https://www.doaj.org/ providerName: Directory of Open Access Journals – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2352-4847 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001920463 issn: 2352-4847 databaseCode: M~E dateStart: 20150101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwELaWwoELAgGiPCofuEVZ7Tp2Yh95qheqShRpb5HjON2sduNVuru0HPqj-IWMY-fRpSB64BIlI3nymE8z48k8EHpLpOK0iIqQFkKENJ7moSyUCgkAWqkkixMlm2ETyckJn83E6Wj0s62F2S2TquKXl2L9X0UNNBC2LZ29g7g7pkCAcxA6HEHscPwnwX8FMeTbpsrcgD5Y-UJLVwhp5zBY33t51TeKyAPtCgBdV-fAGrY8aLKUbRFlbXZw2SQehiZbOAUZrP2dg4vvsl4Fcnlu6nIzX92I9Du2_rdEn0ignX45lmZRdrjqItezUppVa1CtPvL0U13OTU_-6IexvJfmx9xsh9ELwgaZII2SI-AAhpS7rptjfQut1dJ0oGYj7mYBepMdCTfC-Ddz4CITi7E-v7K9Xwkb246trhD6Zu_tPZvYZSq2SXCL1PJILQ_YNKXA4x66TxImbBrhl-tBXE8Q24StmWnoX8PXarm0wv1Hud0fGvg4Z4_RI785we-caJ-gka6eouseUHgIKGwKLHEPKNwDCjtAYQco3AAKwwpZ4RZQeA9QuAUUbgCFO0A9Q98-fzr7cBz6qR2hIiLZhHkSZTHPiJxSNc1iIZUkmiqeS5ZNtaI0Z4RPNBdJpLgsciJJEck8U3HMJAWL8xwdVKbSLxCeMFhJOIM9t6AFm2QUtv-F0gkjuW18eIiC9tula9ecJf2zwA4Raz9v6t1L5zamAJe_rHt5p7u8Qg97nL9GB5t6q9-gB2q3KS_qoybkc9Qg5hdPfaON |
| linkProvider | ISSN International Centre |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Scheduling+optimization+of+a+regionally+integrated+energy+system+based+on+an+improved+multi-objective+particle+swarm+algorithm&rft.jtitle=Energy+reports&rft.au=Cheng%2C+Haojie&rft.au=Zhang%2C+Xiaoming&rft.au=Yang%2C+Peihong&rft.au=Ding%2C+Baozhou&rft.date=2025-12-01&rft.issn=2352-4847&rft.eissn=2352-4847&rft.volume=14&rft.spage=3888&rft.epage=3904&rft_id=info:doi/10.1016%2Fj.egyr.2025.11.022&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_egyr_2025_11_022 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2352-4847&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2352-4847&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2352-4847&client=summon |