A multi-objective optimization model based on mixed integer linear programming for sizing a hybrid PV-hydrogen storage system
In this paper, a multi-objective mixed-integer linear programming model is developed to design a hybrid PV-hydrogen renewable energy system considering two objective functions; minimizing total life costs and loss probability of power supply. The decisions of the hybrid system include the number of...
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| Published in: | International journal of hydrogen energy Vol. 48; no. 26; pp. 9748 - 9761 |
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| Main Authors: | , , , |
| Format: | Journal Article |
| Language: | English |
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26.03.2023
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| ISSN: | 0360-3199, 1879-3487 |
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| Abstract | In this paper, a multi-objective mixed-integer linear programming model is developed to design a hybrid PV-hydrogen renewable energy system considering two objective functions; minimizing total life costs and loss probability of power supply. The decisions of the hybrid system include the number of PV panels, the number of hydrogen tanks, the number of electrolyzers, the number of fuel cells, and quantity of hydrogen stored over time. An exact method embedded in GAMS software is used to solve the developed model. The model is validated using an electrical testing lab in Saudi Arabia with hourly power demand. Different plans are chosen from the obtained optimal Pareto solutions. For example, one of the plans found that a hybrid system with 212 PV panels, 617 hydrogen tanks, 30 electrolyzers, and 21 fuel cells is sufficient to satisfy the electrical testing lab load with an annual cost of $61663, the loss of power supply probability is 10%, and the CO2 saving of 214,882 kg of CO2. The results indicated the feasibility of combining an electrolyzer, hydrogen tank storage, and fuel cell with a renewable energy system; however, the cost of energy generated is still high because of the high investment cost. Furthermore, the findings revealed that hydrogen technologies are appealing as an energy storage solution for intermittent renewable energy systems and in other applications such as transportation, residential, and industrial sectors. In addition, the findings demonstrated the possibility of using renewable energy as a source of energy, namely, in Saudi Arabia. However, weather conditions, geomorphological conditions, and climatic dependence on hydrogen fuel cell technology can harm the energy yields produced by renewable energy systems.
•Design a multi-objective hybrid PV-Hydrogen storage renewable energy system.•Evaluate the performance of the proposed model based on a real case study.•Help the decision-maker in analyzing alternative trade-offs.•The LCOE ranges between 0.143 and 0.160 $/kWh for generated plans.•The annual CO2 savings range between 197,351 and 227,905 kg of CO2. |
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| AbstractList | In this paper, a multi-objective mixed-integer linear programming model is developed to design a hybrid PV-hydrogen renewable energy system considering two objective functions; minimizing total life costs and loss probability of power supply. The decisions of the hybrid system include the number of PV panels, the number of hydrogen tanks, the number of electrolyzers, the number of fuel cells, and quantity of hydrogen stored over time. An exact method embedded in GAMS software is used to solve the developed model. The model is validated using an electrical testing lab in Saudi Arabia with hourly power demand. Different plans are chosen from the obtained optimal Pareto solutions. For example, one of the plans found that a hybrid system with 212 PV panels, 617 hydrogen tanks, 30 electrolyzers, and 21 fuel cells is sufficient to satisfy the electrical testing lab load with an annual cost of $61663, the loss of power supply probability is 10%, and the CO2 saving of 214,882 kg of CO2. The results indicated the feasibility of combining an electrolyzer, hydrogen tank storage, and fuel cell with a renewable energy system; however, the cost of energy generated is still high because of the high investment cost. Furthermore, the findings revealed that hydrogen technologies are appealing as an energy storage solution for intermittent renewable energy systems and in other applications such as transportation, residential, and industrial sectors. In addition, the findings demonstrated the possibility of using renewable energy as a source of energy, namely, in Saudi Arabia. However, weather conditions, geomorphological conditions, and climatic dependence on hydrogen fuel cell technology can harm the energy yields produced by renewable energy systems.
•Design a multi-objective hybrid PV-Hydrogen storage renewable energy system.•Evaluate the performance of the proposed model based on a real case study.•Help the decision-maker in analyzing alternative trade-offs.•The LCOE ranges between 0.143 and 0.160 $/kWh for generated plans.•The annual CO2 savings range between 197,351 and 227,905 kg of CO2. |
| Author | Attia, Ahmed M. Al-Hanbali, Ahmad Ghaithan, Ahmed M. Mohammed, Awsan |
| Author_xml | – sequence: 1 givenname: Awsan orcidid: 0000-0001-6500-5994 surname: Mohammed fullname: Mohammed, Awsan email: awsan.mohammed@kfupm.edu.sa organization: Construction Engineering & Management Department, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia – sequence: 2 givenname: Ahmed M. orcidid: 0000-0002-2108-4077 surname: Ghaithan fullname: Ghaithan, Ahmed M. organization: Construction Engineering & Management Department, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia – sequence: 3 givenname: Ahmad orcidid: 0000-0001-7411-0614 surname: Al-Hanbali fullname: Al-Hanbali, Ahmad organization: Industrial and Systems Engineering Department, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia – sequence: 4 givenname: Ahmed M. orcidid: 0000-0003-4578-5537 surname: Attia fullname: Attia, Ahmed M. organization: Industrial and Systems Engineering Department, King Fahd University of Petroleum and Minerals, Dhahran, 31261, Saudi Arabia |
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| Copyright | 2022 Hydrogen Energy Publications LLC |
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| DOI | 10.1016/j.ijhydene.2022.12.060 |
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| Keywords | Hydrogen storage Multi-objective optimization Mixed integer linear programming Photovoltaic system |
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| Title | A multi-objective optimization model based on mixed integer linear programming for sizing a hybrid PV-hydrogen storage system |
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