Optimal stochastic scheduling of CHP-PEMFC, WT, PV units and hydrogen storage in reconfigurable micro grids considering reliability enhancement
•Stochastic model is proposed for coordinated scheduling of renewable energy sources.•The effect of combined heat and power is considered.•Uncertainties of wind speed, solar radiation and electricity market price are considered.•Profit maximization, emission and AENS minimization are considered as o...
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| Vydáno v: | Energy conversion and management Ročník 150; s. 725 - 741 |
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| Médium: | Journal Article |
| Jazyk: | angličtina |
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Oxford
Elsevier Ltd
15.10.2017
Elsevier Science Ltd |
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| ISSN: | 0196-8904, 1879-2227 |
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| Abstract | •Stochastic model is proposed for coordinated scheduling of renewable energy sources.•The effect of combined heat and power is considered.•Uncertainties of wind speed, solar radiation and electricity market price are considered.•Profit maximization, emission and AENS minimization are considered as objective functions.•Modified firefly algorithm is employed to solve the problem.
Nowadays the operation of renewable energy sources and combined heat and power (CHP) units is increased in micro grids; therefore, to reach optimal performance, optimal scheduling of these units is required. In this regard, in this paper a micro grid consisting of proton exchange membrane fuel cell-combined heat and power (PEMFC-CHP), wind turbines (WT) and photovoltaic (PV) units, is modeled to determine the optimal scheduling state of these units by considering uncertain behavior of renewable energy resources. For this purpose, a scenario-based method is used for modeling the uncertainties of electrical market price, the wind speed, and solar irradiance. It should be noted that the hydrogen storage strategy is also applied in this study for PEMFC-CHP units. Market profit, total emission production, and average energy not supplied (AENS) are the objective functions considered in this paper simultaneously. Consideration of the above-mentioned objective functions converts the proposed problem to a mixed integer nonlinear programming. To solve this problem, a multi-objective firefly algorithm is used. The uncertainties of parameters convert the mixed integer nonlinear programming problem to a stochastic mixed integer nonlinear programming problem. Moreover, optimal coordinated scheduling of renewable energy resources and thermal units in micro-grids improve the value of the objective functions. Simulation results obtained from a modified 33-bus distributed network asa micro grid illustrates the effectiveness of the proposed method. |
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| AbstractList | •Stochastic model is proposed for coordinated scheduling of renewable energy sources.•The effect of combined heat and power is considered.•Uncertainties of wind speed, solar radiation and electricity market price are considered.•Profit maximization, emission and AENS minimization are considered as objective functions.•Modified firefly algorithm is employed to solve the problem.
Nowadays the operation of renewable energy sources and combined heat and power (CHP) units is increased in micro grids; therefore, to reach optimal performance, optimal scheduling of these units is required. In this regard, in this paper a micro grid consisting of proton exchange membrane fuel cell-combined heat and power (PEMFC-CHP), wind turbines (WT) and photovoltaic (PV) units, is modeled to determine the optimal scheduling state of these units by considering uncertain behavior of renewable energy resources. For this purpose, a scenario-based method is used for modeling the uncertainties of electrical market price, the wind speed, and solar irradiance. It should be noted that the hydrogen storage strategy is also applied in this study for PEMFC-CHP units. Market profit, total emission production, and average energy not supplied (AENS) are the objective functions considered in this paper simultaneously. Consideration of the above-mentioned objective functions converts the proposed problem to a mixed integer nonlinear programming. To solve this problem, a multi-objective firefly algorithm is used. The uncertainties of parameters convert the mixed integer nonlinear programming problem to a stochastic mixed integer nonlinear programming problem. Moreover, optimal coordinated scheduling of renewable energy resources and thermal units in micro-grids improve the value of the objective functions. Simulation results obtained from a modified 33-bus distributed network asa micro grid illustrates the effectiveness of the proposed method. Nowadays the operation of renewable energy sources and combined heat and power (CHP) units is increased in micro grids; therefore, to reach optimal performance, optimal scheduling of these units is required. In this regard, in this paper a micro grid consisting of proton exchange membrane fuel cell-combined heat and power (PEMFC-CHP), wind turbines (WT) and photovoltaic (PV) units, is modeled to determine the optimal scheduling state of these units by considering uncertain behavior of renewable energy resources. For this purpose, a scenario-based method is used for modeling the uncertainties of electrical market price, the wind speed, and solar irradiance. It should be noted that the hydrogen storage strategy is also applied in this study for PEMFC-CHP units. Market profit, total emission production, and average energy not supplied (AENS) are the objective functions considered in this paper simultaneously. Consideration of the above-mentioned objective functions converts the proposed problem to a mixed integer nonlinear programming. To solve this problem, a multi-objective firefly algorithm is used. The uncertainties of parameters convert the mixed integer nonlinear programming problem to a stochastic mixed integer nonlinear programming problem. Moreover, optimal coordinated scheduling of renewable energy resources and thermal units in micro-grids improve the value of the objective functions. Simulation results obtained from a modified 33-bus distributed network as a micro grid illustrates the effectiveness of the proposed method. Nowadays the operation of renewable energy sources and combined heat and power (CHP) units is increased in micro grids; therefore, to reach optimal performance, optimal scheduling of these units is required. In this regard, in this paper a micro grid consisting of proton exchange membrane fuel cell-combined heat and power (PEMFC-CHP), wind turbines (WT) and photovoltaic (PV) units, is modeled to determine the optimal scheduling state of these units by considering uncertain behavior of renewable energy resources. For this purpose, a scenario-based method is used for modeling the uncertainties of electrical market price, the wind speed, and solar irradiance. It should be noted that the hydrogen storage strategy is also applied in this study for PEMFC-CHP units. Market profit, total emission production, and average energy not supplied (AENS) are the objective functions considered in this paper simultaneously. Consideration of the above-mentioned objective functions converts the proposed problem to a mixed integer nonlinear programming. To solve this problem, a multi-objective firefly algorithm is used. The uncertainties of parameters convert the mixed integer nonlinear programming problem to a stochastic mixed integer nonlinear programming problem. Moreover, optimal coordinated scheduling of renewable energy resources and thermal units in micro-grids improve the value of the objective functions. Simulation results obtained from a modified 33-bus distributed network asa micro grid illustrates the effectiveness of the proposed method. |
| Author | Khodabakhshian, Amin Parastegari, Moein Hooshmand, Rahmat-Allah Bornapour, Mosayeb |
| Author_xml | – sequence: 1 givenname: Mosayeb surname: Bornapour fullname: Bornapour, Mosayeb email: mbornapour@eng.ui.ac.ir – sequence: 2 givenname: Rahmat-Allah surname: Hooshmand fullname: Hooshmand, Rahmat-Allah email: hooshmand_r@eng.ui.ac.ir – sequence: 3 givenname: Amin surname: Khodabakhshian fullname: Khodabakhshian, Amin email: aminkh@eng.ui.ac.ir – sequence: 4 givenname: Moein surname: Parastegari fullname: Parastegari, Moein email: parastegari@eng.ui.ac.ir |
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| Keywords | Optimal scheduling problem Renewable energy sources Hydrogen storage strategy Reliability enhancement Proton exchange membrane fuel cell-combined heat and power |
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| References_xml | – reference: Bornapour M, Hooshmand R-A, Khodabakhshian A, Parastegari M. Optimal coordinated scheduling of combined heat and power fuel cell, wind, and photovoltaic units in micro grids considering uncertainties. 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| SubjectTerms | Algorithms Alternative energy sources Cogeneration Computer networks Computer simulation Data buses Electric power grids Emission analysis energy Energy resources fuels heat Heat exchange Heuristic methods Hydrogen Hydrogen storage Hydrogen storage strategy Irradiance market prices Markets Mathematical models Mixed integer Multiple objective analysis Nonlinear programming Optimal scheduling problem Optimization Parameter uncertainty Photovoltaic cells Photovoltaics Proton exchange membrane fuel cell-combined heat and power Proton exchange membrane fuel cells Reliability Reliability enhancement Renewable energy sources Renewable resources Resource scheduling Solar cells solar radiation Stochastic models Turbines uncertainty Wind power Wind speed wind turbines |
| Title | Optimal stochastic scheduling of CHP-PEMFC, WT, PV units and hydrogen storage in reconfigurable micro grids considering reliability enhancement |
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