{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T01:14:25Z","timestamp":1773796465602,"version":"3.50.1"},"reference-count":0,"publisher":"EasyChair","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"abstract":"<jats:p>This paper combines a residual-based diagnosis approach and an unsupervised anomaly detection method to develop a hybrid methodology for monitoring smart buildings for which complete models are not available. The proposed method combines data mining approach and model-based diagnosis to update a diagnosis reference model and improve the overall diagnostics performance. To estimate the likelihood of each potential fault in complex systems like smart buildings, the dependencies between components and, there- fore, the monitors should be considered. In this work, a tree augmented naive Bayesian learning algorithm (TAN) is used for the classification. We demonstrate and validate the proposed approach using a data-set from an outdoor air unit (OAU) system in the Lentz public health center in Nashville.<\/jats:p>","DOI":"10.29007\/g44l","type":"proceedings-article","created":{"date-parts":[[2018,1,12]],"date-time":"2018-01-12T12:31:34Z","timestamp":1515760294000},"page":"21-4","source":"Crossref","is-referenced-by-count":1,"title":["A combined model-based and data-driven approach for monitoring smart buildings"],"prefix":"10.29007","volume":"4","author":[{"given":"Hamed","family":"Khorasgani","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gautam","family":"Biswas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"11545","event":{"name":"28th International Workshop on Principles of Diagnosis (DX'17)"},"container-title":["Kalpa Publications in Computing"],"original-title":[],"deposited":{"date-parts":[[2018,1,12]],"date-time":"2018-01-12T12:31:37Z","timestamp":1515760297000},"score":1,"resource":{"primary":{"URL":"https:\/\/easychair.org\/publications\/paper\/cWm2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"references-count":0,"URL":"https:\/\/doi.org\/10.29007\/g44l","relation":{},"ISSN":["2515-1762"],"issn-type":[{"value":"2515-1762","type":"print"}],"subject":[]}}