An intelligent fault detection system for a heat pump installation based on a geothermal heat exchanger |
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| Institution: | 1. University of A Coruña, Departamento de Ingeniería Industrial, Avda. 19 de febrero s/n, 15.495, Ferrol, A Coruña, Spain;2. University of Salamanca, Departamento de Informática y Automática, Plaza de la Merced s/n, 37.008, Salamanca, Salamanca, Spain |
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| Abstract: | The heat pump with geothermal exchanger is one of the best methods to heat up a building. The heat exchanger is an element with high probability of failure due to the fact that it is an outside construction and also due to its size. In the present study, a novel intelligent system was designed to detect faults on this type of heating equipment. The novel approach has been successfully empirically tested under a real dataset obtained during measurements of one year. It was based on classification techniques with the aim of detecting failures in real time. Then, the model was validated and verified over the building; it obtained good results in all the operating conditions ranges. |
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| Keywords: | MLP J48 FLDA Heat exchanger Heat pump Geothermal exchanger |
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