Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps

The detection and diagnosis of faults is becoming necessary in ensuring energy savings in heat pump units. Faults can exist independently or simultaneously in heat pumps at the refrigerant side and secondary fluid flow loops. In this work, we discuss the effects that simultaneous refrigerant charge...

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Main Authors: Samuel Boahen, Kwesi Mensah, Selorm Kwaku Anka, Kwang Ho Lee, Jong Min Choi
Format: Article
Language:English
Published: MDPI AG 2021-06-01
Series:Energies
Subjects:
COP
Online Access:https://www.mdpi.com/1996-1073/14/13/3877
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spelling doaj-65cc5aecd4d74742893e646164bbb6a52021-07-15T15:33:16ZengMDPI AGEnergies1996-10732021-06-01143877387710.3390/en14133877Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat PumpsSamuel Boahen0Kwesi Mensah1Selorm Kwaku Anka2Kwang Ho Lee3Jong Min Choi4Department of Mechanical Engineering, Kwame Nkrumah University of Science and Technology, Kumasi AK-039-5028, GhanaGraduate School of Mechanical Engineering, Hanbat National University, Daejeon 34158, KoreaGraduate School of Mechanical Engineering, Hanbat National University, Daejeon 34158, KoreaDepartment of Architecture, Korea University, Seoul 02741, KoreaDepartment of Mechanical Engineering, Hanbat National University, Daejeon 34158, KoreaThe detection and diagnosis of faults is becoming necessary in ensuring energy savings in heat pump units. Faults can exist independently or simultaneously in heat pumps at the refrigerant side and secondary fluid flow loops. In this work, we discuss the effects that simultaneous refrigerant charge faults and faults associated with the flow rate of secondary fluids have on the performance of a heat pump operating in summer season and we developed a correlation to detect and diagnose these faults using multiple linear regression. The faults considered include simultaneous refrigerant charge and indoor heat exchanger secondary fluid flow rate faults (IFRFs), simultaneous refrigerant charge and outdoor heat exchanger secondary fluid flow rate faults (OFRFs) and simultaneous refrigerant charge, IFRF and OFRF. The occurrence of simultaneous refrigerant charge fault, IFRF and OFRF caused up to a 5.7% and 8% decrease in cooling capacity compared to simultaneous refrigerant charge and indoor heat exchanger secondary fluid flow rate faults, and simultaneous refrigerant charge and outdoor heat exchanger secondary fluid flow rate faults, respectively. Simultaneous refrigerant charge fault, IFRF and OFRF resulted in up to an 11.6% and 5.9% decrease in COP of the heat pump unit compared to simultaneous refrigerant charge fault and IFRF, and simultaneous refrigerant charge fault and OFRF, respectively. The developed FDD correlations accurately predicted the simultaneous refrigerant charge and faults in the flow rate of the secondary fluid within an error margin of 7.7%.https://www.mdpi.com/1996-1073/14/13/3877heat pumpfault detectionfault diagnosiscooling capacityCOPrefrigerant charge fault
collection DOAJ
language English
format Article
sources DOAJ
author Samuel Boahen
Kwesi Mensah
Selorm Kwaku Anka
Kwang Ho Lee
Jong Min Choi
spellingShingle Samuel Boahen
Kwesi Mensah
Selorm Kwaku Anka
Kwang Ho Lee
Jong Min Choi
Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
Energies
heat pump
fault detection
fault diagnosis
cooling capacity
COP
refrigerant charge fault
author_facet Samuel Boahen
Kwesi Mensah
Selorm Kwaku Anka
Kwang Ho Lee
Jong Min Choi
author_sort Samuel Boahen
title Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
title_short Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
title_full Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
title_fullStr Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
title_full_unstemmed Fault Detection Algorithm for Multiple-Simultaneous Refrigerant Charge and Secondary Fluid Flow Rate Faults in Heat Pumps
title_sort fault detection algorithm for multiple-simultaneous refrigerant charge and secondary fluid flow rate faults in heat pumps
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2021-06-01
description The detection and diagnosis of faults is becoming necessary in ensuring energy savings in heat pump units. Faults can exist independently or simultaneously in heat pumps at the refrigerant side and secondary fluid flow loops. In this work, we discuss the effects that simultaneous refrigerant charge faults and faults associated with the flow rate of secondary fluids have on the performance of a heat pump operating in summer season and we developed a correlation to detect and diagnose these faults using multiple linear regression. The faults considered include simultaneous refrigerant charge and indoor heat exchanger secondary fluid flow rate faults (IFRFs), simultaneous refrigerant charge and outdoor heat exchanger secondary fluid flow rate faults (OFRFs) and simultaneous refrigerant charge, IFRF and OFRF. The occurrence of simultaneous refrigerant charge fault, IFRF and OFRF caused up to a 5.7% and 8% decrease in cooling capacity compared to simultaneous refrigerant charge and indoor heat exchanger secondary fluid flow rate faults, and simultaneous refrigerant charge and outdoor heat exchanger secondary fluid flow rate faults, respectively. Simultaneous refrigerant charge fault, IFRF and OFRF resulted in up to an 11.6% and 5.9% decrease in COP of the heat pump unit compared to simultaneous refrigerant charge fault and IFRF, and simultaneous refrigerant charge fault and OFRF, respectively. The developed FDD correlations accurately predicted the simultaneous refrigerant charge and faults in the flow rate of the secondary fluid within an error margin of 7.7%.
topic heat pump
fault detection
fault diagnosis
cooling capacity
COP
refrigerant charge fault
url https://www.mdpi.com/1996-1073/14/13/3877
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