A novel modified artificial rabbit optimization for stochastic energy management of a grid-connected microgrid: A case study in China
被引:12
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Khan, Noor Habib
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Wang, Yong
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North China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Wang, Yong
[1
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Jamal, Raheela
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Iqbal, Sheeraz
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Univ Azad Jammu & Kashmir, Dept Elect Engn, Muzaffarabad 13100, Ajk, PakistanNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Iqbal, Sheeraz
[2
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Elbarbary, Z. M. S.
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King Khalid Univ, Dept Ind Engn, Abha 61421, Saudi ArabiaNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Elbarbary, Z. M. S.
[3
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Alshammari, Nahar F.
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Jouf Univ, Fac Engn, Dept Elect Engn, Sakaka 72388, Saudi ArabiaNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Alshammari, Nahar F.
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Ebeed, Mohamed
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Sohag Univ, Fac Technol & Educ, Elect Dept, Sohag 82524, Egypt
Univ Jaen, Dept Elect Engn, Jaen 23700, SpainNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Ebeed, Mohamed
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Jurado, Francisco
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Univ Jaen, Dept Elect Engn, Jaen 23700, SpainNorth China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Jurado, Francisco
[6
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机构:
[1] North China Elect Power Univ, Dept New Energy, Beijing 102206, Peoples R China
Wind turbine;
Photovoltaic;
Battery energy storage system;
Fuel cell;
Demand side response;
MULTIOBJECTIVE OPERATION MANAGEMENT;
REACTIVE POWER DISPATCH;
DEMAND RESPONSE;
ALGORITHM;
STORAGE;
NETWORK;
SYSTEM;
SOLAR;
D O I:
10.1016/j.egyr.2024.05.018
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 energy management (EM) solution of the microgrids (MGs) is a crucial task to attain most economic, reliable and sustainable operation state of the MGs. This paper aims to solve the optimal scheduling and stochastic EM problem of a smart MG without and with demand side response (DSR) including MT, FC, PV, WT, and a battery storage system (BSS). A study case in Wenzhou city of China is conducted to reduce the operation cost and maximize the utilization of renewable energy. The system uncertainties like loading, temperature, solar irradiance and wind speed are considered which were obtained from real meteorological data. The normal, lognormal, Weibull PDFs as well as Monte-Carlo and RBS methods are used for uncertainty modelling. A modified artificial rabbit optimization (MARO) is proposed for EM solution based on three strategies including fitness-distance balance, exploitation mechanism of PDO and quasi-opposite-based learning (QOBL) to boost exploration and exploitation phases of traditional ARO. The statistical and non-parametric tests are applied via benchmark functions to validate the performance of MARO. As per the obtained results, the MARO is superior for EM solution compared to other techniques and the operation cost is reduced from 252.0721<euro>ct/day to 184.8435<euro>ct/ day with saving of 26.86 % considerably with application of DSR.
机构:
Univ New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, Australia
Dhaka Univ Engn & Technol DUET, Dept EEE, Gazipur, BangladeshUniv New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, Australia
Hossain, Md Alamgir
Chakrabortty, Ripon K.
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Univ New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, AustraliaUniv New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, Australia
Chakrabortty, Ripon K.
Ryan, Michael J.
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Univ New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, AustraliaUniv New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, Australia
Ryan, Michael J.
Pota, Hemanshu Roy
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Univ New South Wales UNSW, Sch Engn & Informat Technol SETT, Canberra, ACT, AustraliaUniv New South Wales UNSW, Capabil Syst Ctr, SETT, Canberra, ACT, Australia
机构:
Electrical Engineering, National Institute of Technology Andhra Pradesh, Tadepalligudem, IndiaElectrical Engineering, National Institute of Technology Andhra Pradesh, Tadepalligudem, India
Pothireddy, Krishna Mohan Reddy
Vuddanti, Sandeep
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Department of Electrical Engineering, National Institute of Technology Andhra Pradesh, Tadepalligudem, IndiaElectrical Engineering, National Institute of Technology Andhra Pradesh, Tadepalligudem, India
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King Saud Univ, Coll Comp & Informat Sci, Res Chair Pervas & Mobile Comp, Riyadh 11633, Saudi ArabiaCOMSATS Inst Informat Technol, Islamabad 44000, Pakistan
机构:
Chengde Petr Coll, Elect & Elect Engn Dept, Chengde 067000, Hebei, Peoples R ChinaChengde Petr Coll, Elect & Elect Engn Dept, Chengde 067000, Hebei, Peoples R China
Zhao Lijun
Li Qingsheng
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机构:
Chengde Petr Coll, Secur Div, Chengde 067000, Hebei, Peoples R ChinaChengde Petr Coll, Elect & Elect Engn Dept, Chengde 067000, Hebei, Peoples R China
Li Qingsheng
Ding Guanhua
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机构:
Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R ChinaChengde Petr Coll, Elect & Elect Engn Dept, Chengde 067000, Hebei, Peoples R China