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Application of Machine Learning for Fault Detection and Energy Efficiency Improvement in HVAC Application

Publication Type : Book Chapter

Publisher : CRC Press

Source : Artificial Intelligence (AI), 1st Edition, CRC Press, Pages 16, 2021, eBook ISBN 9781003005629.

Url : https://www.taylorfrancis.com/chapters/edit/10.1201/9781003005629-13/application-machine-learning-fault-detection-energy-efficiency-improvement-hvac-application-umashankar-subramaniam-sai-charan-bharadwaj-nabanita-dutta-venkateshkumar

Campus : Coimbatore

School : School of Engineering

Department : Electrical and Electronics

Year : 2021

Abstract : The technology augmenting the human civilization in a significant stage is none other than artificial intelligence which has adopted human thinking level power and working as per level of the human brain, sometimes more than that also. From this point of view, the birth of machine learning and deep learning happens which are part of AI and which are basically the tool where machine learns from a human being based on data, pattern, and images. Sometimes it is very difficult for the human being to handle a huge amount of data manually, then the importance of machines is realized. The fields of machine learning, deep learning, and artificial intelligence have seen significant breakthroughs in the past decade. New computer science techniques, such as deep learning and Bayesian networks, have revolutionized processes in many industries. Medical diagnostics, speech recognition, and financial forecasting have all enjoyed major advances from the use of these algorithms. HVAC industry is one of the major industries where machine learning and deep learning applications are very much essential. The acronym HVAC stands for heating, ventilation, and air-conditioning. HVAC systems are responsible for the continuous regulation of the environment surrounding your telecom equipment. As the outside weather changes, the environment in which your equipment is housed will change as well. The chapter presents the effects of AI in daily human life for HVAC application for sustainable living. It also presents how the faults in the system can be identified by the machine learning algorithm.

Cite this Research Publication : Umashankar Subramaniam, Sai Charan Bharadwaj, Nabanita Dutta, M. Venkateshkumar, "Application of Machine Learning for Fault Detection and Energy Efficiency Improvement in HVAC Application," in Artificial Intelligence (AI), 1st Edition, CRC Press, Pages 16, 2021, eBook ISBN 9781003005629.

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