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

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Item type:Araştırmacı/Yazar,
Özdemir, Aydoğan
Prof. Dr.

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Elsevier BV

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Özet

<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>

Tanım

Dergi veya Seri

Applied Energy

ISSN

0306-2619

ISBN

Haklar

OPEN

Anahtar Kelimeler

Kolloid ve Yüzey Kimyası, Tarımsal Bilimler, Genel Enerji, General Chemical Engineering, Mühendislik, Enerji Mühendisliği ve Güç Teknolojisi, UT-Hybrid-D, Engineering, Reanalysis, Ziraat, Kimya Mühendisliği (çeşitli), Colloid and Surface Chemistry, Capacitors, Energy & fuels, Kimya Mühendisliği ve Teknolojisi, Chemical Engineering (miscellaneous), Mühendislik, kimyasal, Enerji (çeşitli), Fluid Flow and Transfer Processes, Agricultural Sciences, RADIAL-DISTRIBUTION SYSTEM, Enerji ve yakitlar, General Engineering, Tarımda Enerji, Agriculture, Kataliz, Reliability, Energy in Agriculture, General Energy, Fuel Technology, Physical Sciences, Reliability, Engineering and Technology, Biofuels Technology, Akışkan Akışı ve Transfer İşlemleri, Farm Machinery, Mühendislik (çeşitli), Energy Engineering and Power Technology, Chemical Engineering and Technology, Kimyasal Sağlık ve Güvenlik, Catalysis, Biyoyakıt Teknolojisi, Genel Mühendislik, Network losses, Tarım Makineleri, Heuristic algorithms, Engineering, Computing & Technology (ENG), Genel Kimya Mühendisliği, Engineering (miscellaneous), Yenilenebilir Enerji, Sürdürülebilirlik ve Çevre, Chemical Health and Safety, Renewable Energy, Sustainability and the Environment, Optimal placement, Yakıt Teknolojisi, Mühendislik, Bilişim ve Teknoloji (ENG), /4 OA procedure, Multi-objective optimization, Power system planning, Fizik Bilimleri, Distributed energy sources, Mühendislik ve Teknoloji, Engineering, chemical, Energy (miscellaneous)

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