Works (22)

Updated: September 13th, 2023 05:01

2023 journal article

A convex two-dimensional variable selection method for the root-cause diagnostics of product defects

RELIABILITY ENGINEERING & SYSTEM SAFETY, 229.

By: C. Zhou n & X. Fang n

author keywords: Fault/defect diagnostics; Quality control; Penalized matrix regression; Group lasso; Sparsity; Generalized linear model
Sources: Web Of Science, ORCID
Added: November 7, 2022

2023 journal article

Sparse Hierarchical Parallel Residual Networks Ensemble for Infrared Image Stream-Based Remaining Useful Life Prediction

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 19(10), 10613–10623.

author keywords: Degradation; Feature extraction; Streaming media; Residual neural networks; Ensemble learning; Computer architecture; Kernel; Hierarchical parallel residual network (HPRN); infrared image stream-based prognostics; remaining useful life (RUL) prediction; sparse ensemble
Sources: Web Of Science, ORCID
Added: September 11, 2023

2022 journal article

Adversarial Regressive Domain Adaptation Approach for Infrared Thermography-Based Unsupervised Remaining Useful Life Prediction

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 18(10), 7219–7229.

author keywords: Feature extraction; Degradation; Task analysis; Convolutional neural networks; Optimization; Reliability; Training; Adversarial learning; deep transfer learning; infrared thermography; regressive domain adaptation (DA); remaining useful life (RUL) prediction
Sources: Web Of Science, ORCID
Added: September 6, 2022

2022 review

DISTRIBUTIONALLY ROBUST OPTIMIZATION: A REVIEW ON THEORY AND APPLICATIONS

[Review of ]. NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION, 12(1), 159–212.

By: F. Lin*, X. Fang* & Z. Gao

author keywords: Distributionally robust optimization; uncertain decision-making; tractable methods; machine learning; operations research
Sources: Web Of Science, ORCID
Added: November 29, 2021

2022 journal article

Spatiotemporal denoising wavelet network for infrared thermography-based machine prognostics integrating ensemble uncertainty

MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 173.

author keywords: Infrared thermography; Remaining useful life prediction; 4D wavelet convolution layer; Feature denoising; Predictive uncertainty
Sources: Web Of Science, ORCID
Added: May 31, 2022

2022 journal article

Two-dimensional variable selection and its applications in the diagnostics of product quality defects

IISE TRANSACTIONS, 54(7), 619–629.

By: C. Jeong n & X. Fang n

author keywords: Penalized matrix regression; two-dimensional variable selection; adaptive group LASSO; block coordinate proximal descent
Sources: Web Of Science, ORCID
Added: May 24, 2021

2021 journal article

Infrared image stream based regressors for contactless machine prognostics

MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 154.

author keywords: Prognostics and health management; Remaining useful life prediction; Neural network; Multiple weighted time window; Image stream based regressor
Sources: Web Of Science, ORCID
Added: March 8, 2021

2021 journal article

Integrated Remanufacturing and Opportunistic Maintenance Decision-Making for Leased Batch Production Lines

JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 143(8).

By: T. Xia*, K. Zhang*, B. Sun*, X. Fang n & L. Xi*

author keywords: remanufacturing; opportunistic maintenance; product-service paradigm; batch production; saved leasing profit; plant engineering and maintenance
Sources: Web Of Science, ORCID
Added: July 19, 2021

2021 journal article

Multi-sensor prognostics modeling for applications with highly incomplete signals

IISE TRANSACTIONS, 53(5), 597–613.

By: X. Fang n, H. Yan*, N. Gebraeel* & K. Paynabar*

author keywords: RUL; degradation modelling; multi-stream signal fusion; missing data
Sources: Web Of Science, ORCID
Added: September 7, 2020

2021 journal article

Multichannel profile-based monitoring method and its application in the basic oxygen furnace steelmaking process

JOURNAL OF MANUFACTURING SYSTEMS, 61, 375–390.

By: Q. Qian*, X. Fang n, J. Xu* & M. Li*

author keywords: Condition monitoring; Functional data analysis; Mahalanobis distance; Support vector data description
Sources: Web Of Science, ORCID
Added: November 23, 2021

2021 conference paper

Multistream sensor fusion-based prognostics model for systems under multiple operational conditions

Proceedings of the ASME 2021 16th International Manufacturing Science and Engineering Conference, MSEC 2021, 2.

By: X. Li n & X. Fang n

Source: ORCID
Added: February 24, 2022

2021 journal article

Remaining useful life prediction based on a multi-sensor data fusion model

RELIABILITY ENGINEERING & SYSTEM SAFETY, 208.

By: N. Li*, N. Gebraeel*, Y. Lei*, X. Fang n, X. Cai* & T. Yan*

author keywords: Prognostic degradation modeling; Remaining useful life prediction; Big data; Multi-sensor fusion; State-space model
Sources: Web Of Science, ORCID
Added: March 22, 2021

2019 journal article

Image-Based Prognostics Using Penalized Tensor Regression

TECHNOMETRICS, 61(3), 369–384.

By: X. Fang n, K. Paynabar* & N. Gebraeel*

author keywords: Image streams; (Log)-location-scale distribution; Penalized tensor regression; Residual useful lifetimes
Sources: Web Of Science, ORCID
Added: September 9, 2019

2019 journal article

Online Analytics Framework of Sensor-Driven Prognosis and Opportunistic Maintenance for Mass Customization

JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME, 141(5).

By: T. Xia*, X. Fang n, N. Gebraeel*, L. Xi* & E. Pan*

author keywords: mass customization; condition monitoring; opportunistic maintenance; degradation signal; product order
Sources: Web Of Science, ORCID
Added: April 15, 2019

2019 article

Penalized matrix regression for two-dimensional variable selection

ArXiv. http://www.scopus.com/inward/record.url?eid=2-s2.0-85098348719&partnerID=MN8TOARS

By: C. Jeong & X. Fang

Source: ORCID
Added: February 24, 2022

2019 journal article

Prognostic and health management for adaptive manufacturing systems with online sensors and flexible structures

COMPUTERS & INDUSTRIAL ENGINEERING, 133, 57–68.

author keywords: Prognostic and health management; Online sensor; Flexible structure; Time-to-failure; Flexible opportunistic window
Sources: Web Of Science, ORCID
Added: July 15, 2019

2018 conference paper

Real-Time Predictive Analytics Using Degradation Image Data

Proceedings - Annual Reliability and Maintainability Symposium, 2018-January.

By: X. Fang*, K. Paynabar* & N. Gebraeel*

Source: ORCID
Added: February 24, 2022

2017 article

Image-based prognostics using penalized tensor regression

ArXiv. http://www.scopus.com/inward/record.url?eid=2-s2.0-85092884816&partnerID=MN8TOARS

By: X. Fang, K. Paynabar & N. Gebraeel

Source: ORCID
Added: February 24, 2022

2017 journal article

Lease-Oriented Opportunistic Maintenance for Multi-Unit Leased Systems under Product- Service Paradigm

Journal of Manufacturing Science and Engineering, Transactions of the ASME, 139(7).

author keywords: opportunistic maintenance; product-service paradigm; leasing profit optimization; multi-unit leased system; individual machine deterioration
Source: ORCID
Added: February 24, 2022

2017 journal article

Multistream sensor fusion-based prognostics model for systems with single failure modes

Reliability Engineering and System Safety, 159, 322–331.

By: X. Fang*, K. Paynabar* & N. Gebraeel*

author keywords: Degradation modeling; Functional variables selection; (log)-location-scale regression; Multivariate functional principal components analysis; Signal fusion
Source: ORCID
Added: February 24, 2022

2017 journal article

Scalable prognostic models for large-scale condition monitoring applications

IISE Transactions, 49(7), 698–710.

By: X. Fang*, N. Gebraeel* & K. Paynabar*

author keywords: Degradation modeling; residual useful life; functional (log)-location-scale regression; functional principal components analysis; signal fusion
Source: ORCID
Added: February 24, 2022

2015 journal article

An adaptive functional regression-based prognostic model for applications with missing data

RELIABILITY ENGINEERING & SYSTEM SAFETY, 133, 266–274.

By: X. Fang*, R. Zhou* & N. Gebraeel*

author keywords: Condition monitoring; Prognostics; Functional principal components analysis; Functional regression analysis; Remaining useful life
Sources: Web Of Science, ORCID
Added: November 7, 2018