{"_id":"DNd99CiKakyWCRZGN","bibbaseid":"shahin-simon-weber-inputoutputhiddenmarkovmodelfordiagnosisofcomplexsystem-2019","author_short":["Shahin, K. I.","Simon, C.","Weber, P."],"bibdata":{"bibtype":"inproceedings","type":"inproceedings","title":"Input-Output Hidden Markov Model for Diagnosis of Complex System","abstract":"Prognosis system state of degradation and estimating its remaining useful life requires the system health assessment. For a correct prognostic, a good diagnostic as health assessment is required. Complex systems are difficult to manage for modeling reasons considering complexity, environmental and operational conditions. This paper deals with a stochastic model for generic modeling purposes and considers operating conditions in order to determine the system health. The proposed model is an Input-Output Hidden Markov Model that is able to model a degradation process of complex systems given operational conditions and allows assessing the system health. Well-known algorithms dedicated to HMM are adapted to IOHMM for multiple observation sequences and inputs.","author":[{"propositions":[],"lastnames":["Shahin"],"firstnames":["Kamrul","Islam"],"suffixes":[]},{"propositions":[],"lastnames":["Simon"],"firstnames":["Christophe"],"suffixes":[]},{"propositions":[],"lastnames":["Weber"],"firstnames":["Philippe"],"suffixes":[]}],"month":"June","year":"2019","bibtex":"@inproceedings{shahin_input-output_2019,\n\ttitle = {Input-{Output} {Hidden} {Markov} {Model} for {Diagnosis} of {Complex} {System}},\n\tabstract = {Prognosis system state of degradation and estimating its remaining useful life requires the system health assessment. For a correct prognostic, a good diagnostic as health assessment is required. Complex systems are difficult to manage for modeling reasons considering complexity, environmental and operational conditions. This paper deals with a stochastic model for generic modeling purposes and considers operating conditions in order to determine the system health. The proposed model is an Input-Output Hidden Markov Model that is able to model a degradation process of complex systems given operational conditions and allows assessing the system health. Well-known algorithms dedicated to HMM are adapted to IOHMM for multiple observation sequences and inputs.},\n\tauthor = {Shahin, Kamrul Islam and Simon, Christophe and Weber, Philippe},\n\tmonth = jun,\n\tyear = {2019},\n}\n\n\n\n\n\n\n\n","author_short":["Shahin, K. I.","Simon, C.","Weber, P."],"key":"shahin_input-output_2019","id":"shahin_input-output_2019","bibbaseid":"shahin-simon-weber-inputoutputhiddenmarkovmodelfordiagnosisofcomplexsystem-2019","role":"author","urls":{},"metadata":{"authorlinks":{}},"html":""},"bibtype":"inproceedings","biburl":"https://bibbase.org/zotero/mh_lenguyen","dataSources":["XJ7Gu6aiNbAiJAjbw","XvjRDbrMBW2XJY3p9","3C6BKwtiX883bctx4","5THezwiL4FyF8mm4G","RktFJE9cDa98BRLZF","qpxPuYKLChgB7ox6D","PfM5iniYHEthCfQDH","iwKepCrWBps7ojhDx"],"keywords":[],"search_terms":["input","output","hidden","markov","model","diagnosis","complex","system","shahin","simon","weber"],"title":"Input-Output Hidden Markov Model for Diagnosis of Complex System","year":2019}