ART.I.CO. (ARTificial Intelligence for COoling): An innovative method for optimizing the control of refrigeration systems based on Artificial Neural Networks
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DOI: 10.1016/j.apenergy.2021.118072
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- Aprea, Ciro & Maiorino, Angelo, 2010. "A flexible numerical model to study an active magnetic refrigerator for near room temperature applications," Applied Energy, Elsevier, vol. 87(8), pages 2690-2698, August.
- Mohajan, Haradhan, 2011. "Greenhouse gas emissions increase global warming," MPRA Paper 50839, University Library of Munich, Germany, revised 18 Apr 2011.
- K. Gnana Sheela & S. N. Deepa, 2013. "Review on Methods to Fix Number of Hidden Neurons in Neural Networks," Mathematical Problems in Engineering, Hindawi, vol. 2013, pages 1-11, June.
- Mota-Babiloni, Adrián & Navarro-Esbrí, Joaquín & Makhnatch, Pavel & Molés, Francisco, 2017. "Refrigerant R32 as lower GWP working fluid in residential air conditioning systems in Europe and the USA," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1031-1042.
- Mohanraj, M. & Jayaraj, S. & Muraleedharan, C., 2012. "Applications of artificial neural networks for refrigeration, air-conditioning and heat pump systems—A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(2), pages 1340-1358.
- Bolaji, B.O. & Huan, Z., 2013. "Ozone depletion and global warming: Case for the use of natural refrigerant – a review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 49-54.
- Belman-Flores, J.M. & Barroso-Maldonado, J.M. & Rodríguez-Muñoz, A.P. & Camacho-Vázquez, G., 2015. "Enhancements in domestic refrigeration, approaching a sustainable refrigerator – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 51(C), pages 955-968.
- Romano, Antonio A. & Scandurra, Giuseppe & Carfora, Alfonso & Fodor, Mate, 2017. "Renewable investments: The impact of green policies in developing and developed countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 738-747.
- Kim, Hyung Chul & Keoleian, Gregory A. & Horie, Yuhta A., 2006. "Optimal household refrigerator replacement policy for life cycle energy, greenhouse gas emissions, and cost," Energy Policy, Elsevier, vol. 34(15), pages 2310-2323, October.
- Mraz, Miha, 2001. "The design of intelligent control of a kitchen refrigerator," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 56(3), pages 259-267.
- Mota-Babiloni, Adrián & Barbosa, Jader R. & Makhnatch, Pavel & Lozano, Jaime A., 2020. "Assessment of the utilization of equivalent warming impact metrics in refrigeration, air conditioning and heat pump systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 129(C).
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Cited by:
- Mario Pérez-Gomariz & Antonio López-Gómez & Fernando Cerdán-Cartagena, 2023. "Artificial Neural Networks as Artificial Intelligence Technique for Energy Saving in Refrigeration Systems—A Review," Clean Technol., MDPI, vol. 5(1), pages 1-21, January.
- Juan M. Belman-Flores & Donato Hernández-Fusilier & Juan J. García-Pabón & David A. Rodríguez-Valderrama, 2024. "Intelligent Control Based on Usage Habits in a Domestic Refrigerator with Variable Speed Compressor for Energy-Saving," Clean Technol., MDPI, vol. 6(2), pages 1-23, April.
- Qi Chen & Yinsong Li, 2022. "Experimental Investigation on Intermittent Operation Characteristics of Dual-Temperature Refrigeration System Using Hydrocarbon Mixture," Energies, MDPI, vol. 15(11), pages 1-19, May.
- Li, Chengzhan & Sun, Jian & Zou, Huiming & Cai, Jinghui & Zhu, Tingting, 2023. "Characteristic analysis and energy efficiency of an oil-free dual-piston linear compressor for household refrigeration with various conditions," Energy, Elsevier, vol. 270(C).
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Keywords
Optimization; Refrigeration; Vapour-compression; Control; Artificial Neural Network; Energy saving;All these keywords.
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