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Building Local Models for Flexible Degradation Modeling and Prognostics

Journal Article · · IEEE Transactions on Automation Science and Engineering
 [1];  [2];  [2]
  1. School of Systems and Enterprises, Stevens Institute of Technology, Hoboken, NJ, USA; OSTI
  2. Department of Industrial and Systems Engineering, University of Wisconsin–,Madison, Madison, WI, USA

Not provided.

Research Organization:
Univ. of Wisconsin, Madison, WI (United States)
Sponsoring Organization:
USDOE Office of Nuclear Energy (NE)
DOE Contract Number:
NE0008805
OSTI ID:
2418337
Journal Information:
IEEE Transactions on Automation Science and Engineering, Journal Name: IEEE Transactions on Automation Science and Engineering Journal Issue: 4 Vol. 19; ISSN 1545-5955
Publisher:
IEEE
Country of Publication:
United States
Language:
English

References (33)

Remaining Useful Life Estimation in Rolling Bearings Utilizing Data-Driven Probabilistic E-Support Vectors Regression journal December 2013
Controlling the Residual Life Distribution of Parallel Unit Systems Through Workload Adjustment journal April 2017
Nonparametric Modeling and Prognosis of Condition Monitoring Signals Using Multivariate Gaussian Convolution Processes journal June 2018
Degradation Data Analysis Using Wiener Processes With Measurement Errors journal December 2013
Residual Useful Life Estimation by a Data-Driven Similarity-Based Approach journal April 2016
A Collaborative Learning Framework for Estimating Many Individualized Regression Models in a Heterogeneous Population journal March 2018
Integration of Data-Level Fusion Model and Kernel Methods for Degradation Modeling and Prognostic Analysis journal June 2018
Adaptive Preventive Maintenance for Flow Shop Scheduling With Resumable Processing journal January 2021
Big data and reliability applications: The complexity dimension journal April 2018
Structural Degradation Modeling Framework for Sparse Data Sets With an Application on Alzheimer’s Disease journal January 2019
A generic framework for multisensor degradation modeling based on supervised classification and failure surface journal May 2019
An Inverse Gaussian Process Model for Degradation Data journal May 2010
Monotone Regression Splines in Action journal November 1988
A Generic Health Index Approach for Multisensor Degradation Modeling and Sensor Selection journal July 2019
Remaining useful life estimation – A review on the statistical data driven approaches journal August 2011
A Review on Prognostics Methods for Engineering Systems journal September 2020
Stochastic modelling and analysis of degradation for highly reliable products: Z.-S. YE AND M. XIE journal October 2014
Remaining useful life prediction based on degradation signals using monotonic B-splines with infinite support journal August 2019
Remaining useful life estimation for mechanical systems based on similarity of phase space trajectory journal April 2015
B-spline techniques for volatility modeling journal March 2016
An introduction to multisensor data fusion journal January 1997
Inference using shape-restricted regression splines journal September 2008
An artificial neural network method for remaining useful life prediction of equipment subject to condition monitoring journal November 2009
A Bayesian deep learning framework for interval estimation of remaining useful life in complex systems by incorporating general degradation characteristics journal June 2020
Remaining Useful Life Estimation of Critical Components With Application to Bearings journal June 2012
Scalable prognostic models for large-scale condition monitoring applications journal March 2017
Multi-sensor prognostics modeling for applications with highly incomplete signals journal August 2020
A Novel Multi‐hidden Semi‐Markov Model for Degradation State Identification and Remaining Useful Life Estimation journal October 2012
Statistical degradation modeling and prognostics of multiple sensor signals via data fusion: A composite health index approach journal May 2018
A data-level fusion approach for degradation modeling and prognostic analysis under multiple failure modes journal April 2018
Using Degradation Measures to Estimate a Time-to-Failure Distribution journal May 1993
Damage propagation modeling for aircraft engine run-to-failure simulation conference October 2008
Sensory-Updated Residual Life Distributions for Components With Exponential Degradation Patterns journal October 2006

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