DEVELOPMENT OF A METAHEURISTIC NONLINEAR MULTI-OBJECTIVE OPTIMIZATION METHOD FOR OPERATING ENERGY SYSTEMS INCLUDING CGSAND ENERGY STORAGE SYSTEMS
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- IKEDA Shintaro
- Ph.D. Student, Dept. of Architecture, Graduate School of Engineering, The University of Tokyo. /JSPS Research Fellow
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- OOKA Ryozo
- Prof., Institute of Industrial Science, The University of Tokyo, Ph.D.
Bibliographic Information
- Other Title
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- メタヒューリスティクスを用いたCGS及び複数蓄エネルギー設備を含むエネルギーシステムの多目的非線形最適化手法の開発
- メタヒューリスティクス オ モチイタ CGS オヨビ フクスウチクエネルギー セツビ オ フクム エネルギー システム ノ タモクテキ ヒセンケイ サイテキ カ シュホウ ノ カイハツ
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Abstract
Co-generation systems (CGS) and energy storage equipment, such as batteries and thermal energy storage (TES), have become increasingly important recently for improving energy efficiency and for adjusting or reducing peak loads of energy systems. However, optimization of operating schedules of such energy storage equipment is difficult due to its parameter dependency. In addition, a nonlinear characteristics of recent heat-source machines have made the problem more difficult. Therefore, we applied an efficient optimization method, εDE (epsilon constrained differential evolution) for single objective optimization, to minimize operating costs. Moreover, we proposed εMODE (epsilon constrained multi-objective differential evolution) to solve the complex trade-off problem (costs vs primaryenergy consumption). Each result showed that these methods could provide the optimum solution in a practical time, even if the problem had a lot of decision variables that were nonlinear. In particular, εMODE could carry out a lot of non-dominated solutions without concentrating on a certain position and generating dominated solutions.
Journal
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- Journal of Environmental Engineering (Transactions of AIJ)
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Journal of Environmental Engineering (Transactions of AIJ) 81 (719), 101-110, 2016
Architectural Institute of Japan
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Details 詳細情報について
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- CRID
- 1390282680179433088
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- NII Article ID
- 130005122769
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- NII Book ID
- AA11830377
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- ISSN
- 1881817X
- 13480685
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- NDL BIB ID
- 027052685
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- Text Lang
- ja
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- Data Source
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- JaLC
- NDL
- Crossref
- CiNii Articles
- KAKEN
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- Abstract License Flag
- Disallowed