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Author Si, Xiao-Sheng
Title Data-driven remaining useful life prognosis techniques [electronic resource] : stochastic models, methods and applications / by Xiao-Sheng Si, Zheng-Xin Zhang, Chang-Hua Hu
Imprint Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2017
book jacket
Descript xvii, 430 p. : ill., digital ; 24 cm
Series Springer series in reliability engineering, 1614-7839
Springer series in reliability engineering
Note From the Contents: Part I Introduction, Basic Concepts and Preliminaries -- Overview -- Advances in Data-Driven Remaining Useful Life Prognosis -- Part II Remaining Useful Life Prognosis for Linear Stochastic Degrading Systems -- Part III Remaining Useful Life Prognosis for Nonlinear Stochastic Degrading Systems -- Part IV Applications of Prognostics in Decision Making -- Variable Cost-based Maintenance Model from Prognostic Information
This book introduces data-driven remaining useful life prognosis techniques, and shows how to utilize the condition monitoring data to predict the remaining useful life of stochastic degrading systems and to schedule maintenance and logistics plans. It is also the first book that describes the basic data-driven remaining useful life prognosis theory systematically and in detail. The emphasis of the book is on the stochastic models, methods and applications employed in remaining useful life prognosis. It includes a wealth of degradation monitoring experiment data, practical prognosis methods for remaining useful life in various cases, and a series of applications incorporated into prognostic information in decision-making, such as maintenance-related decisions and ordering spare parts. It also highlights the latest advances in data-driven remaining useful life prognosis techniques, especially in the contexts of adaptive prognosis for linear stochastic degrading systems, nonlinear degradation modeling based prognosis, residual storage life prognosis, and prognostic information-based decision-making
Host Item Springer eBooks
Subject Service life (Engineering) -- Mathematical models
Economic life of fixed assets
Engineering
Quality Control, Reliability, Safety and Risk
Probability Theory and Stochastic Processes
Operation Research/Decision Theory
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences
Alt Author Zhang, Zheng-Xin
Hu, Chang-Hua
SpringerLink (Online service)
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