Development of the reference model for a residential heat pump system for cooling mode fault detection and diagnosis
| العنوان: | Development of the reference model for a residential heat pump system for cooling mode fault detection and diagnosis |
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| المؤلفون: | W. Vance Payne, Piotr A. Domanski, Minsung Kim, Seok Ho Yoon |
| المصدر: | Journal of Mechanical Science and Technology. 24:1481-1489 |
| بيانات النشر: | Springer Science and Business Media LLC, 2010. |
| سنة النشر: | 2010 |
| مصطلحات موضوعية: | Polynomial regression, Polynomial, Engineering, Artificial neural network, business.industry, Mechanical Engineering, Detector, Fault detection and isolation, law.invention, Mechanics of Materials, law, Water cooling, business, Reference model, Simulation, Heat pump |
| الوصف: | Development of a reference model to predict the value of system parameters during fault-free operation is a basic step for fault detection and diagnosis (FDD). In order to develop an accurate and effective reference model of a heat pump system, experimental data that cover a wide range of operating conditions are required. In this study, laboratory data were collected under various operating conditions and then filtered through a moving window steady-state detector. Over five thousand scans of steady-state data were used to develop polynomial regression models of seven system features. A reference model was also developed using an artificial neural network (ANN), and it is compared to the polynomial models. |
| تدمد: | 1976-3824 1738-494X |
| DOI: | 10.1007/s12206-010-0408-2 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_________::8d75c9e0422b2eb5c6add91f7423b60d https://doi.org/10.1007/s12206-010-0408-2 |
| Rights: | CLOSED |
| رقم الانضمام: | edsair.doi...........8d75c9e0422b2eb5c6add91f7423b60d |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 19763824 1738494X |
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| DOI: | 10.1007/s12206-010-0408-2 |