Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test
Fault diagnosis and maintenance of a whole-building system is a complex task to perform. A wide range of available building fault detection and diagnosis (FDD) tools are only capable of performing fault detection using behavioral constraints analysis. However, the validity of the detected symptom is...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2019-06-01
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| Series: | Energies |
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| Online Access: | https://www.mdpi.com/1996-1073/12/13/2510 |
| _version_ | 1798034710864068608 |
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| author | Mahendra Singh Nguyen Trung Kien Houda Najeh Stéphane Ploix Antoine Caucheteux |
| author_facet | Mahendra Singh Nguyen Trung Kien Houda Najeh Stéphane Ploix Antoine Caucheteux |
| author_sort | Mahendra Singh |
| collection | DOAJ |
| description | Fault diagnosis and maintenance of a whole-building system is a complex task to perform. A wide range of available building fault detection and diagnosis (FDD) tools are only capable of performing fault detection using behavioral constraints analysis. However, the validity of the detected symptom is always questionable. In this work, we introduce the concept of the contextual test with validity constraints, in the context of building fault diagnostics. Thanks to a common formalization of the proposed heterogeneous tests, rule-, range-, and model-based tests can be combined in the same diagnostic analysis that reduces the whole-building modeling effort. The proposed methodology comprises the minimum diagnostic explanation feature that can significantly improve the knowledge of the building facility manager. A bridge diagnosis approach is used to describe the multiple fault scenarios. The proposed methodology is validated on an experimental building called the center for studies and design of prototypes (CECP) building located in Angers, France. |
| first_indexed | 2024-04-11T20:48:03Z |
| format | Article |
| id | doaj.art-39d7f6df64534068b55570ba72c757fe |
| institution | Directory Open Access Journal |
| issn | 1996-1073 |
| language | English |
| last_indexed | 2024-04-11T20:48:03Z |
| publishDate | 2019-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Energies |
| spelling | doaj.art-39d7f6df64534068b55570ba72c757fe2022-12-22T04:03:58ZengMDPI AGEnergies1996-10732019-06-011213251010.3390/en12132510en12132510Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous TestMahendra Singh0Nguyen Trung Kien1Houda Najeh2Stéphane Ploix3Antoine Caucheteux4Laboratoire G-SCOP, UMR 5272, 46 Avenue Félix Viallet, 38031 Grenoble, FranceLaboratoire G-SCOP, UMR 5272, 46 Avenue Félix Viallet, 38031 Grenoble, FranceLaboratoire G-SCOP, UMR 5272, 46 Avenue Félix Viallet, 38031 Grenoble, FranceLaboratoire G-SCOP, UMR 5272, 46 Avenue Félix Viallet, 38031 Grenoble, FranceCerema Ouest, 23 Avenue de l’Amiral Chauvin, BP 20069-49136 Les Ponts-de- Cé cedex, Angers, FranceFault diagnosis and maintenance of a whole-building system is a complex task to perform. A wide range of available building fault detection and diagnosis (FDD) tools are only capable of performing fault detection using behavioral constraints analysis. However, the validity of the detected symptom is always questionable. In this work, we introduce the concept of the contextual test with validity constraints, in the context of building fault diagnostics. Thanks to a common formalization of the proposed heterogeneous tests, rule-, range-, and model-based tests can be combined in the same diagnostic analysis that reduces the whole-building modeling effort. The proposed methodology comprises the minimum diagnostic explanation feature that can significantly improve the knowledge of the building facility manager. A bridge diagnosis approach is used to describe the multiple fault scenarios. The proposed methodology is validated on an experimental building called the center for studies and design of prototypes (CECP) building located in Angers, France.https://www.mdpi.com/1996-1073/12/13/2510buildingsfault diagnosisbridge diagnosisfault detection and isolation (FDI) and logical diagnosis (DX)model validityconsistency and conflictsensorscontextual testlogical diagnosismodel-based diagnosis |
| spellingShingle | Mahendra Singh Nguyen Trung Kien Houda Najeh Stéphane Ploix Antoine Caucheteux Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test Energies buildings fault diagnosis bridge diagnosis fault detection and isolation (FDI) and logical diagnosis (DX) model validity consistency and conflict sensors contextual test logical diagnosis model-based diagnosis |
| title | Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test |
| title_full | Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test |
| title_fullStr | Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test |
| title_full_unstemmed | Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test |
| title_short | Advancing Building Fault Diagnosis Using the Concept of Contextual and Heterogeneous Test |
| title_sort | advancing building fault diagnosis using the concept of contextual and heterogeneous test |
| topic | buildings fault diagnosis bridge diagnosis fault detection and isolation (FDI) and logical diagnosis (DX) model validity consistency and conflict sensors contextual test logical diagnosis model-based diagnosis |
| url | https://www.mdpi.com/1996-1073/12/13/2510 |
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