Design and analysis of an aging-aware energy management system for islanded grids using mixed-integer quadratic programming

被引:34
作者
Kumtepeli, Volkan [1 ]
Zhao, Yulong [2 ]
Naumann, Maik [2 ]
Tripathi, Anshuman [3 ]
Wang, Youyi [4 ]
Jossen, Andreas [2 ]
Hesse, Holger [2 ]
机构
[1] Nanyang Technol Univ, Interdisciplinary Grad Programme, Energy Res Inst NTU, Singapore, Singapore
[2] Tech Univ Munich, Inst Elect Energy Storage Technol, Munich, Germany
[3] Nanyang Technol Univ, Energy Res Inst NTU, 1 Cleantech Loop,06-04,CleanTech One, Singapore 637141, Singapore
[4] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore, Singapore
关键词
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.
引用
收藏
页码:4127 / 4147
页数:21
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