Machine Learning Based Bearing Fault Diagnosis Using the Case Western Reserve University Data: A Review.

Xiao Zhang 0002 University of Twente, Centre of Telecommunication and Information Technology, Enschede, The Netherlands https://orcid.org/0000-0002-6625-6514 https://www.wikidata.org/entity/Q96072128 Xiao Zhang Xiao Zhang 0001 Renmin University of China, School of Information, Beijing, China Chinese Academy of Science, Institute of Computing Technology, Beijing, China https://orcid.org/0009-0001-1857-1368 Xiao Zhang 0003 University of Denver, Department of Electrical and Computer Engineering, CO, USA Xiao Zhang 0004 Beihang University, School of Mathematics and Systems Science, Beijing, China https://orcid.org/0000-0003-4927-5016 Xiao Zhang 0005 Carnegie Mellon University, Department of Electrical and Computer Engineering, Pittsburgh, PA, USA https://orcid.org/0000-0002-5691-3154 Xiao Zhang 0006 South-Central Minzu University, College of Computer Science, Hubei Provincial Engineering Research Center for Intelligent Management of Manufacturing Enterprises, Wuhan, China Singapore University of Technology and Design, Engineering Systems and Design, Singapore City University of Hong Kong, Department of Computer Science, Hong Kong https://orcid.org/0000-0002-8020-6142 https://orcid.org/0000-0001-6394-5181 https://www.wikidata.org/entity/Q104107547 https://ieeexplore.ieee.org/author/37086025055 Xiao Zhang 0007 Chinese Academy of Sciences, National Center for Mathematics and Inter-Disciplinary Sciences, Beijing, China Shandong University, School of Control Science and Engineering, Jinan, China https://orcid.org/0000-0001-6864-2921 Xiao Zhang 0015 Xiao Zhang 0008 Tsinghua University, RIIT / School of Aerospace Engineering, Beijing, China https://orcid.org/0000-0001-7307-8624 Xiao Zhang 0009 Chinese Academy of Sciences, Institute of Remote Sensing and Digital Earth, Beijing, China https://orcid.org/0000-0003-0111-8089 Xiao Zhang 0010 Shenzhen University, College of Information Engineering, Shenzhen, China University of Macau, China https://orcid.org/0000-0002-9101-3565 Xiao Zhang 0011 Southern Methodist University, Department of Mechanical Engineering, Dallas, TX, USA https://orcid.org/0000-0002-0444-6937 https://www.wikidata.org/entity/Q96112325 Xiao Zhang 0012 Xi'an University of Technology, Department of Applied Mathematics, Xi'an, China Xi'an Jiaotong University, Department of Statistics, Xi'an, China North China Electric Power University, Department of Mathematics and Physics, Beijing, China https://orcid.org/0000-0002-7435-1511 https://www.wikidata.org/entity/Q103831071 Xiao Zhang 0013 Beijing Normal University, State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing, China https://orcid.org/0000-0002-2737-9079 https://www.wikidata.org/entity/Q56908786 https://www.scopus.com/authid/detail.uri?authorId=57203326598 Xiao Zhang 0014 Northwestern Polytechnical University, School of Computer Science, Xi'an, China https://scholar.google.com/citations?user=6mNbHfUAAAAJ https://orcid.org/0000-0001-7680-1179 Xiao Zhang 0015 张啸 Shandong University, School of Computer Science and Technology, Qingdao, China Nanjing University, State Key Laboratory for Novel Software Technology, China Xiao Zhang 0007 https://tobexiao1.github.io/xiaozhangsdu.github.io/ https://scholar.google.com/citations?user=Mjc1iUQAAAAJ https://openreview.net/profile?id=~Xiao_Zhang18 https://orcid.org/0000-0003-0824-9284 https://ieeexplore.ieee.org/author/37088504500 Xiao Zhang 0016 CISPA Helmholtz Center for Information Security, Saarbrücken, Germany University of Virginia, Department of Computer Science, Charlottesville, VA, USA https://xiao-zhang.net/ https://scholar.google.com/citations?user=L-lz7CUAAAAJ https://orcid.org/0009-0008-1837-7670 Xiao Zhang 0017 Purdue University, Department of Computer Science, West Lafayette, VA, USA Xiao Zhang 0018 Onething Technologies Co., Ltd, Shenzhen, China Xiao Zhang 0019 Pennsylvania State University, GeoVISTA Center, PA, USA Xiao Zhang 0020 Wuhan University of Technology, School of Mechanical and Electronic Engineering, Hubei Digital Manufacturing Key Laboratory, China Xiao Zhang 0021 Shanghai Jiao Tong University, Department of Computer Science and Engineering, China https://orcid.org/0000-0002-4986-4972 Xiao Zhang 0022 University of Mississippi Medical Center, Department of Neurobiology, Jackson, MS, USA https://orcid.org/0000-0001-5710-6496 Xiao Zhang 0023 Beijing Jiaotong University, Beijing Key Laboratory of Security and Privacy in Intelligent Transportation, China https://orcid.org/0000-0001-5468-4864 Xiao Zhang 0024 Chinese University of Hong Kong, Department of Electronic Engineering, Hong Kong https://orcid.org/0000-0002-2854-3344 Xiao Zhang 0025 Yunnan University, School of International Education, Kunming, China https://orcid.org/0000-0002-9066-9546 Xiao Zhang 0026 Southern Medical University, School of Biomedical Engineering, Guangdong Provincial Key Laboratory of Medical Image Processing, Guangzhou, China https://orcid.org/0000-0002-4703-8407 Xiao Zhang 0027 Dalian Maritime University, Information Science and Technology College, China https://orcid.org/0000-0001-5373-097X Xiao Zhang 0028 Northwest University, School of Information Science and Technology, Xi'an, China https://orcid.org/0000-0003-3580-3519 https://orcid.org/0009-0006-4347-9172 https://www.wikidata.org/entity/Q104106480 Xiao Zhang 0030 Hebei North University, School of Information Science and Engineering, Zhangjiakou, China https://orcid.org/0000-0003-3669-4254 https://orcid.org/0000-0002-8592-8160 https://ieeexplore.ieee.org/author/37088499148 Xiao Zhang 0031 Xiamen University of Technology, College of Computer and Information Engineering, China https://orcid.org/0000-0001-9935-0219 Xiao Zhang 0032 Xidian University, School of Economics and Management, Xi'an, China Northeastern University, Shenyang, China https://orcid.org/0000-0001-7174-5657 Xiao Zhang 0033 Beijing Institute of Technology, School of Life Science, China https://orcid.org/0000-0003-4886-7327 https://www.wikidata.org/entity/Q88065287 Xiao Zhang 0034 Renmin University of China, Gaoling School of Articial Intelligence, Beijing, China https://pinkfloyd1989.github.io/Xiao_Zhang/ https://scholar.google.com/citations?user=5FZ6wbAAAAAJ https://dl.acm.org/profile/99659808450 https://openreview.net/profile?id=~Xiao_Zhang7 https://orcid.org/0000-0001-7397-5632 https://www.wikidata.org/entity/Q130804564 Xiao Zhang 0035 Huazhong University of Science and Technology, Ministry of Education Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Wuhan, China https://orcid.org/0000-0002-2354-9798 https://www.wikidata.org/entity/Q92876829 Xiao Zhang 0036 Beijing Institute of Technology, School of Computer Science, China Xiao Zhang 0037 University of Michigan-Dearborn, Dearborn, MI, USA Duke University, Durham, NC Michigan State University, East Lansing, MI, USA Northwestern Polytechnical University, China https://www.zhangxiao.me/ https://scholar.google.com/citations?user=TIFjEXIAAAAJ https://orcid.org/0000-0002-7392-3477 https://www.wikidata.org/entity/Q131135457 Xiao Zhang 0038 https://orcid.org/0000-0003-4590-5148 State Grid Hubei Electric Power Co., Ltd., China Xiao Zhang 0039 https://orcid.org/0000-0001-7644-9697 Shenzhen University, Shenzhen, China Xiao Zhang 0040 https://orcid.org/0000-0003-1290-363X Xi'an Jiaotong University, Xi'an, China Xiao Zhang 0041 https://orcid.org/0009-0009-1223-2603 China Education and Research Network, Beijing, China Xiao Zhang 0042 https://orcid.org/0000-0002-6413-6148 Jiangnan University, Wuxi, China Xiao Zhang 0043 https://orcid.org/0000-0001-7101-5662 Henan Institute of Science and Technology, Xinxiang, Henan, China Xiao Zhang 0044 https://orcid.org/0000-0003-1717-6232 Shanghai Jiao Tong University, Shanghai, China Xiao Zhang 0045 https://orcid.org/0009-0006-2459-866X Second Hospital of Hebei Medical University, Shijiazhuang , China Xiao Zhang 0046 Beijing University of Posts and Telecommunications, Beijing, China Xiao Zhang 0047 https://orcid.org/0009-0002-0816-3763 China University of Mining and Technology, Xuzhou, Jiangsu, China Xiao Zhang 0048 https://orcid.org/0009-0003-3504-6519 Donghua University, Shanghai, China Xiao Zhang 0049 https://orcid.org/0000-0003-3802-8300 Taiyuan University of Technology, Taiyuan, China Xiao Zhang 0050 https://orcid.org/0009-0003-2236-3080 Dalian University of Technology, Dalian, Liaoning, China Xiao Zhang 0051 https://orcid.org/0009-0008-5654-8135 University of Alberta, Edmonton, Alberta, Canada Xiao Zhang 0052 https://orcid.org/0000-0002-9582-7662 University of Groningen, Groningen, The Netherlands Xiao Zhang 0053 https://orcid.org/0009-0004-6423-5914 Xiaomi, Beijing, China Xiao Zhang 0054 https://orcid.org/0009-0008-8158-3872 University of Science and Technology Beijing, Beijing, China Xiao Zhang 0055 https://orcid.org/0000-0001-7259-4838 https://www.wikidata.org/entity/Q83895792 University of Hong Kong, Hong Kong, SAR, China Xiao Zhang 0056 https://orcid.org/0000-0003-3221-0080 https://www.wikidata.org/entity/Q87292374 North Carolina State University, Raleigh, NC, USA Xiao Zhang 0057 https://orcid.org/0009-0007-2804-6915 University of Science and Technology Beijing, Beijing, China Xiao Zhang 0058 https://orcid.org/0009-0001-4568-7155 Zhengzhou University, Zhengzhou, Henan, China Xiao Zhang 0059 https://orcid.org/0000-0001-8907-6797 Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China Xiao Zhang 0060 https://orcid.org/0000-0002-9692-9206 https://www.wikidata.org/entity/Q130837832 The Fin AI, Singapore

Xiao Zhang 0002 Boyang Zhao Yun Lin 0005 Machine Learning Based Bearing Fault Diagnosis Using the Case Western Reserve University Data: A Review. 155598-155608 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3128669 https://www.wikidata.org/entity/Q135423873 db/journals/access/access9.html#ZhangZL21a

Yong Zhao Xiao Zhang 0002 Hans G. Kerkhoff Power-dissipation comparison of two dependability approaches for multi-processor systems. 56-61 2013 DTIS https://doi.org/10.1109/DTIS.2013.6527778 conf/dtis/2013 db/conf/dtis/dtis2013.html#ZhaoZK13 Xiao Zhang 0002 Hans G. Kerkhoff A Dependability Solution for Homogeneous MPSoCs. 53-62 2011 PRDC https://doi.org/10.1109/PRDC.2011.16 https://doi.ieeecomputersociety.org/10.1109/PRDC.2011.16 conf/prdc/2011 db/conf/prdc/prdc2011.html#ZhangK11 Hans G. Kerkhoff Xiao Zhang 0002 Design of an Infrastructural IP Dependability Manager for a Dependable Reconfigurable Many-Core Processor. 270-275 2010 DELTA https://doi.org/10.1109/DELTA.2010.57 https://doi.ieeecomputersociety.org/10.1109/DELTA.2010.57 conf/delta/2010 db/conf/delta/delta2010.html#KerkhoffZ10 Xiao Zhang 0002 Hans G. Kerkhoff Bart Vermeulen On-chip Scan-Based Test Strategy for a Dependable Many-Core Processor Using a NoC as a Test Access Mechanism. 531-537 2010 DSD https://doi.org/10.1109/DSD.2010.16 https://doi.ieeecomputersociety.org/10.1109/DSD.2010.16 conf/dsd/2010 db/conf/dsd/dsd2010.html#ZhangKV10 Xiao Zhang 0002 Hans G. Kerkhoff Bart Vermeulen New scan-based test strategy for a dependable many-core processor using a NoC as a Test Access Mechanism. 243 2010 ETS https://doi.org/10.1109/ETSYM.2010.5512748 conf/ets/2010 db/conf/ets/ets2010.html#ZhangKV10 Timon D. ter Braak S. T. Burgess H. Hurskainen Hans G. Kerkhoff Bart Vermeulen Xiao Zhang 0002 On-line dependability enhancement of multiprocessor SoCs by resource management. 103-110 2010 SoC https://doi.org/10.1109/ISSOC.2010.5625564 conf/issoc/2010 db/conf/issoc/issoc2010.html#BraakBHKVZ10

Hans G. Kerkhoff Xiao Zhang 0002 Fault co-simulation for test evaluation of heterogeneous integrated biological systems. 1048-1053 2009 40 Microelectron. J. 7 https://doi.org/10.1016/j.mejo.2007.09.021 db/journals/mj/mj40.html#KerkhoffZ09

Xiao Zhang 0002 Hans G. Kerkhoff Design of a Highly Dependable Beamforming Chip. 729-735 2009 DSD https://doi.org/10.1109/DSD.2009.152 https://doi.ieeecomputersociety.org/10.1109/DSD.2009.152 conf/dsd/2009 db/conf/dsd/dsd2009.html#ZhangK09

Hans G. Kerkhoff Xiao Zhang 0002 Frédérick Mailly Pascal Nouet Hongyuan Liu 0001 Andrew Richardson 0001 A Dependable Micro-Electronic Peptide Synthesizer Using Electrode Data. 2008 2008 VLSI Design https://doi.org/10.1155/2008/437879 https://www.wikidata.org/entity/Q58646456 db/journals/vlsi/vlsi2008.html#KerkhoffZMNLR08 437879:1-437879:9

Oscar Kuiken Xiao Zhang 0002 Hans G. Kerkhoff Built-in-Self-Diagnostics for a NoC-Based Reconfigurable IC for Dependable Beamforming Applications. 45-53 2008 DFT https://doi.org/10.1109/DFT.2008.24 https://doi.ieeecomputersociety.org/10.1109/DFT.2008.24 conf/dft/2008 db/conf/dft/dft2008.html#KuikenZK08 Hans G. Kerkhoff Xiao Zhang 0002 R. W. Barber D. R. Emerson Fault Modelling and Co-Simulation in FlowFET-Based Biological Array Systems. 177-182 2006 conf/delta/2006 DELTA https://doi.org/10.1109/DELTA.2006.48 https://doi.ieeecomputersociety.org/10.1109/DELTA.2006.48 db/conf/delta/delta2006.html#KerkhoffZBE06 R. W. Barber Timon D. ter Braak S. T. Burgess D. R. Emerson H. Hurskainen Hans G. Kerkhoff Oscar Kuiken Yun Lin 0005 Hongyuan Liu 0001 Frédérick Mailly Pascal Nouet Andrew Richardson 0001 Bart Vermeulen Boyang Zhao Yong Zhao