Title :
Development of non-energy-saving fault diagnosis software and hardware integration platform of groundwater source heat system
Author :
Wang, Zhiwei ; Shi, Lei ; Zhang, Zhonghe ; Cao, Wei ; Li, Peng
Author_Institution :
Sch. of Environ. & Municipal Eng., Xi´´an Univ. of Archit. & Technol., Xi´´an, China
Abstract :
For a groundwater source heat pump (GWHP) system, how to realize system high efficiency operation is very important issue. On basis of development idea of modular and open energy management, a model of non-energy-saving (NES) fault diagnosis has been presented, the model involves input of basic characteristic data and index characteristic data and output of NES fault factors, the relationship database between input and output can be established by using related special knowledge and experts experiences, the weigh values and threshold values to connect the complex non linear mapping relationship of input and output can be obtained based on artificial neural network back propagation algorithm, then a NES fault diagnosis software of GWHP system operation can be developed. According to the requirements of monitoring data of the software, various sensors and a data acquisition device etc. are selected, finally the hardware system combined with a NES fault diagnosis software can be generated and become a effective part of total energy management information platform.
Keywords :
backpropagation; data acquisition; energy management systems; fault diagnosis; groundwater; heat pumps; neural nets; power engineering computing; GWHP system; NES fault diagnosis; NES fault factors; artificial neural network back propagation algorithm; basic characteristic data input; complex nonlinear mapping relationship; data acquisition device; energy management information platform; groundwater source heat pump system; hardware integration platform; index characteristic data; modular energy management; nonenergy-saving fault diagnosis; open energy management; sensors; software integration platform; software monitoring data; Artificial neural networks; Fault diagnosis; Heat pumps; Monitoring; Sensors; Software; Training; artificial neural network; groundwater source heat pump; modular and open structure; non-energy-saving fault diagnosis; software and hardware integration;
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5646351