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A multi-objective framework for distributed energy resources planning and storage management

dc.contributor.authorAhmadi, Bahman
dc.contributor.authorCeylan, Oguzhan
dc.contributor.authorOzdemir, Aydogan
dc.contributor.authorFotuhi-Firuzabad, Mahmoud
dc.contributor.ituauthorÖzdemir, Aydoğan
dc.date.accessioned2026-01-25T00:23:55Z
dc.date.issued2022-05-01
dc.description.abstract<p>The use of energy storage systems (ESS) and distributed generators (DGs) to improve reliability is one of the solutions that has received much attention from researchers today. In this study, we utilize a multi-objective optimization method for optimal planning of distributed generators in electric distribution networks from the perspective of multi-objective optimization. The objective is to improve the reliability of the network while reducing the annual cost and network losses. A modified version of the multi-objective sine–cosine algorithm is used to determine the optimal size, location, and type of DGs and the optimal capacity, location, and operation strategy of the ESS. Three case studies of IEEE 33-bus, 69-bus and 141-bus test systems with Turkish DG and load data were conducted to validate the effectiveness of the proposed approach. The distribution of the Pareto front solutions and the optimal objective functions are compared with the other known algorithms. The simulation results show that the average energy not supplied and annual energy losses for the test systems are reduced by up to 68% and 64%, respectively. Moreover, the Pareto fronts of the proposed method show a better distribution and dominate those obtained by MOGWO, MOSMA, NSGA-II, MOPSO and MOEA-D according to three different Pareto optimization metrics. Finally, the computational effort result shows faster convergence of MOSCA compared to MOGWO, MOSMA, NSGA-II, MOPSO and MOEAD.</p>
dc.description.urihttps://doi.org/10.1016/j.apenergy.2022.118887
dc.description.urihttps://research.utwente.nl/en/publications/9fda1f2f-3543-4f36-80c2-909b883db3f8
dc.description.urihttps://hdl.handle.net/11424/289714
dc.description.urihttps://aperta.ulakbim.gov.tr/record/255259
dc.identifier.doi10.1016/j.apenergy.2022.118887
dc.identifier.issn0306-2619
dc.identifier.openairedoi_dedup___::3ebc14eba0b8ff1010664dcb7d7d1779
dc.identifier.orcid0000-0002-1745-2228
dc.identifier.orcid0000-0003-1331-2647
dc.identifier.orcid0000-0002-5507-9938
dc.identifier.startpage118887
dc.identifier.urihttps://hdl.handle.net/11527/40782
dc.identifier.volume314
dc.language.isoeng
dc.publisherElsevier BV
dc.relation.ispartofApplied Energy
dc.rightsOPEN
dc.sdg.typeGoal 7: Affordable and Clean Energy
dc.subjectKolloid ve Yüzey Kimyası
dc.subjectTarımsal Bilimler
dc.subjectGenel Enerji
dc.subjectGeneral Chemical Engineering
dc.subjectMühendislik
dc.subjectEnerji Mühendisliği ve Güç Teknolojisi
dc.subjectUT-Hybrid-D
dc.subjectEngineering
dc.subjectReanalysis
dc.subjectZiraat
dc.subjectKimya Mühendisliği (çeşitli)
dc.subjectColloid and Surface Chemistry
dc.subjectCapacitors
dc.subjectEnergy & fuels
dc.subjectKimya Mühendisliği ve Teknolojisi
dc.subjectChemical Engineering (miscellaneous)
dc.subjectMühendislik, kimyasal
dc.subjectEnerji (çeşitli)
dc.subjectFluid Flow and Transfer Processes
dc.subjectAgricultural Sciences
dc.subjectRADIAL-DISTRIBUTION SYSTEM
dc.subjectEnerji ve yakitlar
dc.subjectGeneral Engineering
dc.subjectTarımda Enerji
dc.subjectAgriculture
dc.subjectKataliz
dc.subjectReliability
dc.subjectEnergy in Agriculture
dc.subjectGeneral Energy
dc.subjectFuel Technology
dc.subjectPhysical Sciences
dc.subjectReliability
dc.subjectEngineering and Technology
dc.subjectBiofuels Technology
dc.subjectAkışkan Akışı ve Transfer İşlemleri
dc.subjectFarm Machinery
dc.subjectMühendislik (çeşitli)
dc.subjectEnergy Engineering and Power Technology
dc.subjectChemical Engineering and Technology
dc.subjectKimyasal Sağlık ve Güvenlik
dc.subjectCatalysis
dc.subjectBiyoyakıt Teknolojisi
dc.subjectGenel Mühendislik
dc.subjectNetwork losses
dc.subjectTarım Makineleri
dc.subjectHeuristic algorithms
dc.subjectEngineering, Computing & Technology (ENG)
dc.subjectGenel Kimya Mühendisliği
dc.subjectEngineering (miscellaneous)
dc.subjectYenilenebilir Enerji, Sürdürülebilirlik ve Çevre
dc.subjectChemical Health and Safety
dc.subjectRenewable Energy, Sustainability and the Environment
dc.subjectOptimal placement
dc.subjectYakıt Teknolojisi
dc.subjectMühendislik, Bilişim ve Teknoloji (ENG)
dc.subject/4 OA procedure
dc.subjectMulti-objective optimization
dc.subjectPower system planning
dc.subjectFizik Bilimleri
dc.subjectDistributed energy sources
dc.subjectMühendislik ve Teknoloji
dc.subjectEngineering, chemical
dc.subjectEnergy (miscellaneous)
dc.titleA multi-objective framework for distributed energy resources planning and storage management
dc.typeArticle
dspace.entity.typePublication
person.identifier.orcid0000-0003-1331-2647

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