Performance assessment of a solar powered hydrogen production system and its ANFIS model

Apart from many limitations, the usage of hydrogen in different day-to-day applications have been increasing drastically in recent years. However, numerous techniques available to produce hydrogen, electrolysis of water is one of the simplest and cost-effective hydrogen production techniques. In thi...

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Published in:Heliyon Vol. 6; no. 10; p. e05271
Main Authors: Senthilraja, S., Gangadevi, R., Köten, Hasan, Marimuthu, R.
Format: Journal Article
Language:English
Published: Elsevier Ltd 01-10-2020
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Abstract Apart from many limitations, the usage of hydrogen in different day-to-day applications have been increasing drastically in recent years. However, numerous techniques available to produce hydrogen, electrolysis of water is one of the simplest and cost-effective hydrogen production techniques. In this method, water is split into hydrogen and oxygen by using external electric current. In this research, a novel hydrogen production system incorporated with Photovoltaic – Thermal (PVT) solar collector is developed. The influence of different parameters like solar collector tilt angle, thermal collector design and type of heat transfer fluid on the performance of PVT system and hydrogen production system are also discussed. Finally, thermal efficiency, electrical efficiency, and hydrogen production rate have been predicted by using the Adaptive Neuro-Fuzzy Inference System (ANFIS) technique. Based on this study results, it can be inferred that the solar collector tilt angle plays a significant role to improve the performance of the electrical and thermal performance of PVT solar system and Hydrogen yield rate. On the other side, the spiral-shaped thermal collector with water exhibited better end result than the other hydrogen production systems. The predicted results ANFIS techniques represent an excellent agreement with the experimental results. In consequence, it is suggested that the developed ANFIS model can be adopted for further studies to predict the performance of the hydrogen production system. Electrical engineering; Energy; Hydrogen energy; Solar energy; Photovoltaics; Energy conservation; Heat transfer; Photovoltaic - Thermal collector; Hydrogen production system; Adaptive Neuro Fuzzy Inference System (ANFIS); Electrical efficiency.
AbstractList Apart from many limitations, the usage of hydrogen in different day-to-day applications have been increasing drastically in recent years. However, numerous techniques available to produce hydrogen, electrolysis of water is one of the simplest and cost-effective hydrogen production techniques. In this method, water is split into hydrogen and oxygen by using external electric current. In this research, a novel hydrogen production system incorporated with Photovoltaic – Thermal (PVT) solar collector is developed. The influence of different parameters like solar collector tilt angle, thermal collector design and type of heat transfer fluid on the performance of PVT system and hydrogen production system are also discussed. Finally, thermal efficiency, electrical efficiency, and hydrogen production rate have been predicted by using the Adaptive Neuro-Fuzzy Inference System (ANFIS) technique. Based on this study results, it can be inferred that the solar collector tilt angle plays a significant role to improve the performance of the electrical and thermal performance of PVT solar system and Hydrogen yield rate. On the other side, the spiral-shaped thermal collector with water exhibited better end result than the other hydrogen production systems. The predicted results ANFIS techniques represent an excellent agreement with the experimental results. In consequence, it is suggested that the developed ANFIS model can be adopted for further studies to predict the performance of the hydrogen production system.
Apart from many limitations, the usage of hydrogen in different day-to-day applications have been increasing drastically in recent years. However, numerous techniques available to produce hydrogen, electrolysis of water is one of the simplest and cost-effective hydrogen production techniques. In this method, water is split into hydrogen and oxygen by using external electric current. In this research, a novel hydrogen production system incorporated with Photovoltaic – Thermal (PVT) solar collector is developed. The influence of different parameters like solar collector tilt angle, thermal collector design and type of heat transfer fluid on the performance of PVT system and hydrogen production system are also discussed. Finally, thermal efficiency, electrical efficiency, and hydrogen production rate have been predicted by using the Adaptive Neuro-Fuzzy Inference System (ANFIS) technique. Based on this study results, it can be inferred that the solar collector tilt angle plays a significant role to improve the performance of the electrical and thermal performance of PVT solar system and Hydrogen yield rate. On the other side, the spiral-shaped thermal collector with water exhibited better end result than the other hydrogen production systems. The predicted results ANFIS techniques represent an excellent agreement with the experimental results. In consequence, it is suggested that the developed ANFIS model can be adopted for further studies to predict the performance of the hydrogen production system. Electrical engineering; Energy; Hydrogen energy; Solar energy; Photovoltaics; Energy conservation; Heat transfer; Photovoltaic - Thermal collector; Hydrogen production system; Adaptive Neuro Fuzzy Inference System (ANFIS); Electrical efficiency.
ArticleNumber e05271
Author Köten, Hasan
Marimuthu, R.
Gangadevi, R.
Senthilraja, S.
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  givenname: S.
  surname: Senthilraja
  fullname: Senthilraja, S.
  email: senthils9@srmist.edu.in
  organization: Department of Mechatronics Engineering, SRM Institute of Science and Technology, India
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  givenname: R.
  surname: Gangadevi
  fullname: Gangadevi, R.
  organization: Department of Mechatronics Engineering, SRM Institute of Science and Technology, India
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  givenname: Hasan
  surname: Köten
  fullname: Köten, Hasan
  organization: Department of Mechanical Engineering, Istanbul Medeniyet University, Istanbul, Turkey
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  givenname: R.
  surname: Marimuthu
  fullname: Marimuthu, R.
  organization: Department of Electrical and Electronics Engineering, Vellore Institute of Technology, India
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Issue 10
Keywords Electrical engineering
Adaptive Neuro Fuzzy Inference System (ANFIS)
Hydrogen energy
Photovoltaic
Energy
Energy conservation
Solar energy
Hydrogen production system
Electrical efficiency
Heat transfer
Thermal collector
Photovoltaics
Language English
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This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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Snippet Apart from many limitations, the usage of hydrogen in different day-to-day applications have been increasing drastically in recent years. However, numerous...
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StartPage e05271
SubjectTerms Adaptive Neuro Fuzzy Inference System (ANFIS)
Electrical efficiency
Electrical engineering
Energy
Energy conservation
Heat transfer
Hydrogen energy
Hydrogen production system
Photovoltaic
Photovoltaics
Solar energy
Thermal collector
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Title Performance assessment of a solar powered hydrogen production system and its ANFIS model
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