Design and analysis of an aging-aware energy management system for islanded grids using mixed-integer quadratic programming
被引:33
作者:
Kumtepeli, Volkan
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Nanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, SingaporeNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Kumtepeli, Volkan
[1
]
Zhao, Yulong
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Tech Univ Munich, Inst Elect Energy Storage Technol, Munich, GermanyNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Zhao, Yulong
[2
]
Naumann, Maik
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Tech Univ Munich, Inst Elect Energy Storage Technol, Munich, GermanyNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Naumann, Maik
[2
]
Tripathi, Anshuman
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Nanyang Technol Univ, Energy Res Inst NTU, 1 Cleantech Loop,06-04,CleanTech One, Singapore 637141, SingaporeNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Tripathi, Anshuman
[3
]
Wang, Youyi
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Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore, SingaporeNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Wang, Youyi
[4
]
Jossen, Andreas
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Tech Univ Munich, Inst Elect Energy Storage Technol, Munich, GermanyNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Jossen, Andreas
[2
]
Hesse, Holger
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Tech Univ Munich, Inst Elect Energy Storage Technol, Munich, GermanyNanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
Hesse, Holger
[2
]
机构:
[1] Nanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
battery aging;
case study;
energy management system (EMS);
lithium-ion battery (LIB);
microgrid;
mixed-integer quadratic programming (MIQP);
model predictive control;
optimization;
unit commitment;
LITHIUM-ION BATTERIES;
ECONOMIC-DISPATCH;
UNIT COMMITMENT;
STORAGE;
MODEL;
MICROGRIDS;
OPTIMIZATION;
ALGORITHM;
OPERATION;
MARKET;
D O I:
10.1002/er.4512
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
The rapid increase of renewable energy sources made coordinated control of the distributed and intermittent generation units a more demanded task. Matching demand and supply is particularly challenging in islanded microgrids. In this study, we have demonstrated a mixed-integer quadratic programming (MIQP) method to achieve efficient use of sources within an islanded microgrid. A unique objective function involving fuel consumption of diesel generator, degradation in a lithium-ion battery energy storage system, carbon emissions, load shifting, and curtailment of the renewable sources is constructed, and an optimal operating point is pursued using the MIQP approach. A systematic and extensive methodology for building the objective function is given in a sequential and explicit manner with an emphasis on a novel model-based battery aging formulation. Performance of the designed system and a sensitivity analysis of resulting battery dispatch, diesel generator usage, and storage aging against a range of optimization parameters are presented by considering real-world specifications of the Semakau Island, an island in the vicinity of Singapore.
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页码:4127 / 4147
页数:21
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Electrical Engineering and Computer Science Department, South Dakota State University, Brookings, SDElectrical Engineering and Computer Science Department, South Dakota State University, Brookings, SD