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IISE Transactions Volume 51, 2019 - Issue 11
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Quality & Reliability Engineering

A generic framework for multisensor degradation modeling based on supervised classification and failure surface

Changyue SongDepartment of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, WI, USA; Correspondence[email protected]
ORCID Iconhttp://orcid.org/0000-0001-6015-0981View further author information
ORCID Icon,
Kaibo LiuDepartment of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, WI, USA; View further author information
&
Xi ZhangDepartment of Industrial Engineering and Management, Peking University, Beijing, P.R. ChinaORCID Iconhttp://orcid.org/0000-0003-3415-5345View further author information
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Pages 1288-1302 | Received 15 Feb 2018, Accepted 18 Nov 2018, Published online: 06 May 2019

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Nathan Gaw, Safoora Yousefi & Mostafa Reisi Gahrooei. (2022) Multimodal data fusion for systems improvement: A review. IISE Transactions 54:11, pages 1098-1116.
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Hongtao Yu & Zhongsheng Hua. (2022) Meta-modeling of heterogeneous data streams: A dual-network approach for online personalized fault prognostics of equipment. IISE Transactions 54:7, pages 672-685.
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Xiaolei Fang, Hao Yan, Nagi Gebraeel & Kamran Paynabar. (2021) Multi-sensor prognostics modeling for applications with highly incomplete signals. IISE Transactions 53:5, pages 597-613.
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Minhee Kim & Kaibo Liu. (2021) A Bayesian deep learning framework for interval estimation of remaining useful life in complex systems by incorporating general degradation characteristics. IISE Transactions 53:3, pages 326-340.
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Articles from other publishers (12)

Jiawei Xiong, Olga Fink, Jian Zhou & Yizhong Ma. (2023) Controlled physics-informed data generation for deep learning-based remaining useful life prediction under unseen operation conditions. Mechanical Systems and Signal Processing 197, pages 110359.
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Yihan Guo, Cunbao Ma & Zhengdong Jing. (2023) A Hybrid Health Monitoring Approach for Aircraft Flight Control Systems With System-Level Degradation. IEEE Transactions on Industrial Electronics 70:7, pages 7438-7448.
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Xiaoyan Zhu, Chenxin Lu & Ping Zhang. (2023) Classification-Based Framework for Remaining Useful Life Prediction With Limited Images and Unequal Time Intervals. IEEE Transactions on Instrumentation and Measurement 72, pages 1-11.
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Liudong Gu, Rui Zheng, Yifan Zhou, Zhisheng Zhang & Kunkun Zhao. (2022) Remaining useful life prediction using composite health index and hybrid LSTM‐SVR model. Quality and Reliability Engineering International 38:7, pages 3559-3578.
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Changyue Song, Ziqian Zheng & Kaibo Liu. (2022) Building Local Models for Flexible Degradation Modeling and Prognostics. IEEE Transactions on Automation Science and Engineering 19:4, pages 3483-3495.
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Di Wang, Kaibo Liu & Xi Zhang. (2022) A Generic Indirect Deep Learning Approach for Multisensor Degradation Modeling. IEEE Transactions on Automation Science and Engineering 19:3, pages 1924-1940.
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Jin Xu, I-Hong Hou & Natarajan Gautam. (2022) Age of Information for Single Buffer Systems With Vacation Server. IEEE Transactions on Network Science and Engineering 9:3, pages 1198-1214.
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Tongtong Yan, Dong Wang, Tangbin Xia & Lifeng Xi. (2022) A Generic Framework for Degradation Modeling Based on Fusion of Spectrum Amplitudes. IEEE Transactions on Automation Science and Engineering 19:1, pages 308-319.
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Tongtong Yan, Dong Wang, Meimei Zheng, Tangbin Xia, Ershun Pan & Lifeng Xi. (2022) Fisher’s discriminant ratio based health indicator for locating informative frequency bands for machine performance degradation assessment. Mechanical Systems and Signal Processing 162, pages 108053.
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Xiao Zhang, Tengyi Peng, Shilong Sun & Yu Zhou. (2021) New Multifeature Information Health Index (MIHI) Based on a Quasi-Orthogonal Sparse Algorithm for Bearing Degradation Monitoring. Computational Intelligence and Neuroscience 2021, pages 1-14.
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Tongtong Yan, Dong Wang, Jin-Zhen Kong, Tangbin Xia, Zhike Peng & Lifeng Xi. (2021) Definition of Signal-to-Noise Ratio of Health Indicators and Its Analytic Optimization for Machine Performance Degradation Assessment. IEEE Transactions on Instrumentation and Measurement 70, pages 1-16.
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Yanrong Li, Shizhe Peng, Yanting Li & Wei Jiang. (2020) A review of condition-based maintenance: Its prognostic and operational aspects. Frontiers of Engineering Management 7:3, pages 323-334.
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