Development of fuzzy logic-based demand-side energy management system for hybrid energy sources

被引:42
|
作者
Ibrahim, Oladimeji [1 ]
Bakare, Mutiu Shola [2 ]
Amosa, Temitope Ibrahim [3 ]
Otuoze, Abdulrahman Okino [1 ]
Owonikoko, Waheed Olaide [4 ]
Ali, Esraa Mousa [5 ]
Adesina, Lambe Mutalub [6 ]
Ogunbiyi, Olalekan [6 ]
机构
[1] Univ Ilorin, Dept Elect & Elect Engn, Ilorin 240003, Nigeria
[2] Kampala Int Univ, Dept Elect Engn, Ishaka 20000, Uganda
[3] Univ Teknol PETRONAS, Dept Elect & Elect Engn, Bandar Seri Iskandar, Perak 32610, Malaysia
[4] Univ Vermont, Dept Elect & Biomed Engn, Burlington, VT 05405 USA
[5] Amman Arab Univ, Dept Aviat Sci, Amman, Jordan
[6] Kwara State Univ, Dept Elect & Comp Engn, Malete, Nigeria
关键词
Demand side management; Energy management controller; Solar PV; Battery system; Fuzzy logic; Levelized cost of energy; TECHNOLOGIES; OPTIMIZATION; ELECTRICITY; GENERATION; MICROGRIDS; PROFILE; DESIGN; COST;
D O I
10.1016/j.ecmx.2023.100354
中图分类号
O414.1 [热力学];
学科分类号
摘要
Demand-side energy management techniques, such as load shielding, shifting, and delaying appliance operation during peak periods, are typically used to reduce electricity costs at the expense of users' comfort. To address these challenges, especially where operational delays are unacceptable, distributed generation (DG) is frequently incorporated into the grid system to improve power balance and total energy costs. However, dynamic load demands and varying outputs from renewable DG sources such as solar photovoltaic (PV) systems make energy management in microgrids (MGs) extremely challenging. Moreover, most of the existing studies in this domain focus on objective functions that are geared on optimising the economic balance between cost and value of MG operation over a certain time period. Nevertheless, research that took into consideration the stochastic behaviour of DG's subsystems in addition to cost and benefit of MG operation are still limited. This current study proposed a fuzzy logic control (FLC) integrated energy management system (EMS) for commercial loads with hybrid gridsolar PV/battery energy system. The proposed technique intelligently selects energy sources using the grid energy cost and the state of charge (SoC) of the solar PV/battery at any time of the day. The EMS operate the loads at a reduced cost without any operational delay or shifting. The system was implemented in the MATLAB/ Simulink environment, and the techno-economic feasibility of energy cost savings was investigated by comparing the developed scheme with the Homer hybrid energy system model for a hotel building. The developed EMS reduced energy costs by an average of 11.87 % per day and 7.94 % over a 20-year lifetime.
引用
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页数:15
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