Prognostics and remaining useful life (RUL) estimation predicting with confidence

Information in maintenance -- Predictive maintenance programs and servitization maintenance as a service (MaaS) creating value through prognosis capabilities -- RUL estimation powered by data-driven techniques -- Context awareness and situation awareness in prognostics -- Black swans and physics of...

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Bibliographische Detailangaben
1. Verfasser:	Galar, Diego (VerfasserIn)
Weitere Verfasser:	Goebel, Kai (VerfasserIn), Sandborn, Peter (VerfasserIn), Kumar, Uday (VerfasserIn)
Format:	UnknownFormat
Sprache:	eng
Veröffentlicht:	Boca Raton, London, New York CRC Press, Taylor & Francis Group 2022
Ausgabe:	First edition
Schlagworte:	Machinery > Maintenance and repair > Reliability > Service life (Engineering) > Forecasting > Replacement of industrial equipment
Online Zugang:	Inhaltsverzeichnis
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Beschreibung
Zusammenfassung:	Information in maintenance -- Predictive maintenance programs and servitization maintenance as a service (MaaS) creating value through prognosis capabilities -- RUL estimation powered by data-driven techniques -- Context awareness and situation awareness in prognostics -- Black swans and physics of failure -- Hybrid prognostics combining physics-based and data-driven approaches -- Prognosis in prescriptive analytics -- Uncertainty management and the confidence of RUL predictions -- RUL estimation of dynamic and static assets -- Principles of digital twin -- Application of prognosis in industry, energy, and transportation. "Maintenance combines various methods, tools, and techniques in a bid to reduce maintenance costs while increasing the reliability, availability, and security of equipment. Condition-based maintenance (CBM) is one such method and Prognostics forms a key element of a CBM program which is based on mathematical models for predicting the remaining useful life (RUL). Current book compares the techniques and models used to estimate the RUL of different assets including review of the relevant literature on prognostic techniques and their use in the industrial field. It describes different approaches and prognosis methods for different assets backed up by appropriate case studies"--
Beschreibung:	Includes bibliographical references and index
Beschreibung:	xxviii, 461 Seiten Illustrationen, Diagramme
ISBN:	9780367563066 978-0-367-56306-6 9780367563097 978-0-367-56309-7