TY - JOUR
T1 - Effects of multiple simultaneous faults on characteristic fault detection features of a heat pump in cooling mode
AU - Hu, Yifeng
AU - Yuill, David P.
N1 - Funding Information:
This work was supported by the Building America program of the U.S. Department of Energy's Office of Energy Efficiency and Renewable Energy (EERE) under Building Technologies Office agreement DE-EE0008689. The heat pump was provided by AHRI. We are grateful to Dave Coziahr for his expertise and assistance with its installation.
Funding Information:
This work was supported by the Building America program of the U.S. Department of Energy’s Office of Energy Efficiency and Renewable Energy (EERE) under Building Technologies Office agreement DE-EE0008689. The heat pump was provided by AHRI. We are grateful to Dave Coziahr for his expertise and assistance with its installation.
Publisher Copyright:
© 2021 Elsevier B.V.
PY - 2021/11/15
Y1 - 2021/11/15
N2 - Faults in air-cooled vapor compression air-conditioning systems are known to reduce performance, including efficiency, capacity, and lifespan. Their effects have been studied, and fault detection and diagnostic (FDD) methods have been developed as tools for field technicians to install or repair systems, or for monitoring to alert operators to the fault's presence. Most of this work has focused on faults that occur singly. It is likely that in some systems, multiple faults occur simultaneously, but it is uncertain what effects this may have on diagnostics. This paper describes a laboratory study of a split system air source heat pump in which combinations of two, three, and four simultaneous faults occur. The study includes all combinations of: improper evaporator airflow; overcharge or undercharge of refrigerant; liquid line restrictions; and non-condensable gas in the refrigerant, each at multiple fault intensities. Fault features – those characteristics that can be determined from measurements, for use in diagnostics – are analyzed, and the key fault features are presented. A robust existing method for determining refrigerant charge, the virtual refrigerant charge sensor (VRC) is tested using the multiple fault data, in order to understand how its performance is impacted by the combined faults. The VRC performs well, typically able to correctly determine whether a system is undercharged or overcharged, but the magnitude estimates are impacted. The results suggest that simple subcooling-based methods of charging a system are likely to provide unsatisfactory results when other faults are present.
AB - Faults in air-cooled vapor compression air-conditioning systems are known to reduce performance, including efficiency, capacity, and lifespan. Their effects have been studied, and fault detection and diagnostic (FDD) methods have been developed as tools for field technicians to install or repair systems, or for monitoring to alert operators to the fault's presence. Most of this work has focused on faults that occur singly. It is likely that in some systems, multiple faults occur simultaneously, but it is uncertain what effects this may have on diagnostics. This paper describes a laboratory study of a split system air source heat pump in which combinations of two, three, and four simultaneous faults occur. The study includes all combinations of: improper evaporator airflow; overcharge or undercharge of refrigerant; liquid line restrictions; and non-condensable gas in the refrigerant, each at multiple fault intensities. Fault features – those characteristics that can be determined from measurements, for use in diagnostics – are analyzed, and the key fault features are presented. A robust existing method for determining refrigerant charge, the virtual refrigerant charge sensor (VRC) is tested using the multiple fault data, in order to understand how its performance is impacted by the combined faults. The VRC performs well, typically able to correctly determine whether a system is undercharged or overcharged, but the magnitude estimates are impacted. The results suggest that simple subcooling-based methods of charging a system are likely to provide unsatisfactory results when other faults are present.
KW - Feature selection
KW - Measurement variables
KW - Residential air source heat pump
KW - Simultaneous faults
KW - Subcooling
KW - Superheat
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U2 - 10.1016/j.enbuild.2021.111355
DO - 10.1016/j.enbuild.2021.111355
M3 - Article
AN - SCOPUS:85113287609
VL - 251
JO - Energy and Buildings
JF - Energy and Buildings
SN - 0378-7788
M1 - 111355
ER -