A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects

A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects
Author :
Publisher : Logos Verlag Berlin GmbH
Total Pages : 320
Release :
ISBN-10 : 9783832555153
ISBN-13 : 3832555153
Rating : 4/5 (53 Downloads)

Book Synopsis A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects by : Carolin Wagner

Download or read book A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects written by Carolin Wagner and published by Logos Verlag Berlin GmbH. This book was released on 2022-08-12 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the age of digitalization and the fourth industrial revolution, predictive maintenance is becoming increasingly important as a proactive maintenance type. Despite the economic benefits that predictive maintenance generates for companies, its practical application is still in its early stages. This is often due to two prevailing challenges. First, there is a deficiency of knowledge about predictive maintenance and its concrete realization. Second, there is a lack of high quality and rich data of historical machine failures. To increase the representativeness of data, data from several similar machines (i.e. a fleet) should be considered. To foster the effective implementation of predictive maintenance, supportive guidance in the realization of a predictive maintenance project is needed. For this reason, this dissertation presents a process reference model and a development method for fleet prognostics. The process reference model describes a comprehensive and application-independent view of the complete predictive maintenance process. The model is supplemented by the fleet prognostic development method. To address the specific characteristics of the fleet, a systematic process is depicted which provides a means to assess the heterogeneity of the fleet from a data-driven perspective and simplifies the design of an algorithm considering fleet data. Finally, the applicability and value of the research results are demonstrated with three industrial cases


A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects Related Books

A Process-Centric View on Predictive Maintenance and Fleet Prognostics. Development of a Process Reference Model and a Development Method for Fleet Prognostics to Guide Predictive Maintenance Projects
Language: en
Pages: 320
Authors: Carolin Wagner
Categories: Computers
Type: BOOK - Published: 2022-08-12 - Publisher: Logos Verlag Berlin GmbH

DOWNLOAD EBOOK

In the age of digitalization and the fourth industrial revolution, predictive maintenance is becoming increasingly important as a proactive maintenance type. De
Secure-by-Design Enterprise Architectures and Business Processes in Supply Chains. Handling Threats from Physical Transport Goods in Parcel Mail Services
Language: en
Pages: 272
Authors: Michael Middelhoff
Categories:
Type: BOOK - Published: - Publisher: Logos Verlag Berlin GmbH

DOWNLOAD EBOOK

Supply chain security encompasses measures preventing theft, smuggling, and sabotage through heightened awareness, enhanced visibility, and increased transparen
Prognostics and Health Management of Engineering Systems
Language: en
Pages: 355
Authors: Nam-Ho Kim
Categories: Technology & Engineering
Type: BOOK - Published: 2016-10-24 - Publisher: Springer

DOWNLOAD EBOOK

This book introduces the methods for predicting the future behavior of a system’s health and the remaining useful life to determine an appropriate maintenance
Industrial AI
Language: en
Pages: 176
Authors: Jay Lee
Categories: Business & Economics
Type: BOOK - Published: 2020-02-07 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book introduces Industrial AI in multiple dimensions. Industrial AI is a systematic discipline which focuses on developing, validating and deploying variou
The Maintenance Management Framework
Language: en
Pages: 341
Authors: Adolfo Crespo Márquez
Categories: Computers
Type: BOOK - Published: 2007-06-10 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

“The Maintenance Management Framework” describes and reviews the concept, process and framework of modern maintenance management of complex systems; concent