Energy management of the grid connected microgrid (MG) systems with low cost using a novel hybrid algorithm is implemented in this paper. The novel proposed hybrid technique is the combined performance of both the Random Forest (RF) and Coral Reefs Optimization (CRO) algorithm and in this way it is named as RFCRO. Optimum operation of micro-sources for decreasing the electricity production cost by hourly day-ahead and real-time scheduling is the main objective of the paper. The proposed hybrid technique is to manage the power flows between the energy sources and the grid. To achieve this point, demand response and minimum cost of energy are determined. This technique is involved with the mathematical optimization problems that necessitate more than one fitness function to be optimized simultaneously. By using the inputs of MG-like wind turbine, photovoltaic array, battery, and fuel cell with corresponding cost functions, the RF is employed to predict the load demand. CRO clarifies the squirrel in optimizing the configuration of MG based on the load demand. The proposed hybrid technique is implemented in MATLAB/Simulink working platform and compared with other solution techniques like BFOANN, ALO, GOAPSNN, and RBFNN-SSA technique. The comparison result reveals that the superiority of the proposed technique confirms its ability to solve the problem.
机构:
Wuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Wuhan Univ Technol, Sch Transportat, Wuhan 430070, Peoples R ChinaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Luo, Liang
;
Abdulkareem, Sarkew S.
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机构:
Univ Halabja, Dept Phys, Coll Sci, Halabja, IraqWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Abdulkareem, Sarkew S.
;
Rezvani, Alireza
论文数: 0引用数: 0
h-index: 0
机构:
Duy Tan Univ, Inst Res & Dev, Da Nang 550000, VietnamWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Rezvani, Alireza
;
Miveh, Mohammad Reza
论文数: 0引用数: 0
h-index: 0
机构:
Tafresh Univ, Dept Elect Engn, Tafresh 3951879611, IranWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Miveh, Mohammad Reza
;
Samad, Sarminah
论文数: 0引用数: 0
h-index: 0
机构:
Princess Nourah bint Abdulrahman Univ, Coll Business & Adm, Dept Elect Engn, Riyadh, Saudi ArabiaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Samad, Sarminah
;
Aljojo, Nahla
论文数: 0引用数: 0
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机构:
Univ Jeddah, Dept Informat Syst & Technol, Coll Comp Sci & Engn, Jeddah, Saudi ArabiaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Aljojo, Nahla
;
Pazhoohesh, Mehdi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Newcastle, Sch Engn, Urban Sci Bldg, Newcastle Upon Tyne NE4 5TG, Tyne & Wear, EnglandWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
机构:
Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
Ma, Weiwu
;
Xue, Xinpei
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Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
Xue, Xinpei
;
Liu, Gang
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h-index: 0
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Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
机构:
Islamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, IranIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Mehrasa, Majid
;
Pouresmaeil, Edris
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机构:
Univ So Denmark, Fac Engn, Ctr Energy Informat, Odense, DenmarkIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Pouresmaeil, Edris
;
Mehrjerdi, Hasan
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机构:
Qatar Univ, Dept Elect Engn, Doha, QatarIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Mehrjerdi, Hasan
;
Jorgensen, Bo Norregaard
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Denmark, Fac Engn, Ctr Energy Informat, Odense, DenmarkIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Jorgensen, Bo Norregaard
;
Catalao, Joao P. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Beira Interior, Covilha, Portugal
INESC ID, Lisbon, Portugal
Univ Lisbon, IST, P-1699 Lisbon, PortugalIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
机构:
Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Sarkar, Tathagata
;
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Bhattacharjee, Ankur
;
Samanta, Hiranmay
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Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Samanta, Hiranmay
;
Bhattacharya, Konika
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Dept Elect Engn, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Bhattacharya, Konika
;
Saha, Hiranmay
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
机构:
Wuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Wuhan Univ Technol, Sch Transportat, Wuhan 430070, Peoples R ChinaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Luo, Liang
;
Abdulkareem, Sarkew S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Halabja, Dept Phys, Coll Sci, Halabja, IraqWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Abdulkareem, Sarkew S.
;
Rezvani, Alireza
论文数: 0引用数: 0
h-index: 0
机构:
Duy Tan Univ, Inst Res & Dev, Da Nang 550000, VietnamWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Rezvani, Alireza
;
Miveh, Mohammad Reza
论文数: 0引用数: 0
h-index: 0
机构:
Tafresh Univ, Dept Elect Engn, Tafresh 3951879611, IranWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Miveh, Mohammad Reza
;
Samad, Sarminah
论文数: 0引用数: 0
h-index: 0
机构:
Princess Nourah bint Abdulrahman Univ, Coll Business & Adm, Dept Elect Engn, Riyadh, Saudi ArabiaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Samad, Sarminah
;
Aljojo, Nahla
论文数: 0引用数: 0
h-index: 0
机构:
Univ Jeddah, Dept Informat Syst & Technol, Coll Comp Sci & Engn, Jeddah, Saudi ArabiaWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
Aljojo, Nahla
;
Pazhoohesh, Mehdi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Newcastle, Sch Engn, Urban Sci Bldg, Newcastle Upon Tyne NE4 5TG, Tyne & Wear, EnglandWuhan Univ Technol, Key Lab High Performance Ship Technol, Minist Educ, Wuhan 430070, Peoples R China
机构:
Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
Ma, Weiwu
;
Xue, Xinpei
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
Xue, Xinpei
;
Liu, Gang
论文数: 0引用数: 0
h-index: 0
机构:
Cent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R ChinaCent South Univ, Sch Energy Sci & Engn, Energy Bldg, Changsha 410083, Hunan, Peoples R China
机构:
Islamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, IranIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Mehrasa, Majid
;
Pouresmaeil, Edris
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Denmark, Fac Engn, Ctr Energy Informat, Odense, DenmarkIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Pouresmaeil, Edris
;
Mehrjerdi, Hasan
论文数: 0引用数: 0
h-index: 0
机构:
Qatar Univ, Dept Elect Engn, Doha, QatarIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Mehrjerdi, Hasan
;
Jorgensen, Bo Norregaard
论文数: 0引用数: 0
h-index: 0
机构:
Univ So Denmark, Fac Engn, Ctr Energy Informat, Odense, DenmarkIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
Jorgensen, Bo Norregaard
;
Catalao, Joao P. S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Beira Interior, Covilha, Portugal
INESC ID, Lisbon, Portugal
Univ Lisbon, IST, P-1699 Lisbon, PortugalIslamic Azad Univ, Sari Branch, Young Researchers & Elite Club, Sari, Iran
机构:
Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Sarkar, Tathagata
;
论文数: 引用数:
h-index:
机构:
Bhattacharjee, Ankur
;
Samanta, Hiranmay
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Samanta, Hiranmay
;
Bhattacharya, Konika
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Dept Elect Engn, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India
Bhattacharya, Konika
;
Saha, Hiranmay
论文数: 0引用数: 0
h-index: 0
机构:
Indian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, IndiaIndian Inst Engn Sci & Technol, Ctr Excellence Green Energy & Sensor Syst, Sibpur, India