A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms
Author
Source
Mathematical Problems in Engineering
Issue
Vol. 2010, Issue 2010 (31 Dec. 2010), pp.1-22, 22 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2010-06-08
Country of Publication
Egypt
No. of Pages
22
Main Subjects
Abstract EN
The primary objective of engineering asset management is to optimize assets service delivery potential and to minimize the related risks and costs over their entire life through the development and application of asset health and usage management in which the health and reliability prediction plays an important role.
In real-life situations where an engineering asset operates under dynamic operational and environmental conditions, the lifetime of an engineering asset is generally described as monitored nonlinear time-series data and subject to high levels of uncertainty and unpredictability.
It has been proved that application of data mining techniques is very useful for extracting relevant features which can be used as parameters for assets diagnosis and prognosis.
In this paper, a tutorial on nonlinear time-series data mining in engineering asset health and reliability prediction is given.
Besides that an overview on health and reliability prediction techniques for engineering assets is covered, this tutorial will focus on concepts, models, algorithms, and applications of hidden Markov models (HMMs) and hidden semi-Markov models (HSMMs) in engineering asset health prognosis, which are representatives of recent engineering asset health prediction techniques.
American Psychological Association (APA)
Dong, Ming. 2010. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering،Vol. 2010, no. 2010, pp.1-22.
https://search.emarefa.net/detail/BIM-451993
Modern Language Association (MLA)
Dong, Ming. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering No. 2010 (2010), pp.1-22.
https://search.emarefa.net/detail/BIM-451993
American Medical Association (AMA)
Dong, Ming. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering. 2010. Vol. 2010, no. 2010, pp.1-22.
https://search.emarefa.net/detail/BIM-451993
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-451993