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A New Knowledge Mining and Root Cause Analysis Methodology for Multivariate Time SeriesOA

A New Knowledge Mining and Root Cause Analysis Methodology for Multivariate Time Series

Xiaoliang Wang;Faming Lu;MengChu Zhou;Qingtian Zeng

College of Computer Science and Engineering,Shandong University of Science and Technology,Qingdao 266590||School of Information Science and Technology,Taishan University,Taian 271000,ChinaCollege of Computer Science and Engineering,Shandong University of Science and Technology,Qingdao 266590,ChinaDepartment of Electrical and Computer Engineering,New Jersey Institute of Technology,Newark NJ 07102 USA||Macao Institute of Systems Engineering,Macau University of Science and Technology,Macao 999078,ChinaCollege of Computer Science and Engineering,Shandong University of Science and Technology,Qingdao 266590,China

Bayesian network(BN)knowledge miningmulti-variate time seriesPetri net(PN)root cause analysis(RCA)synergy effect

Bayesian network(BN)knowledge miningmulti-variate time seriesPetri net(PN)root cause analysis(RCA)synergy effect

《自动化学报(英文版)》 2026 (5)

1054-1067,14

This work was supported by the National Science and Technology Major Project of China(2022ZD0119501),the Science and Technology Development Fund of Shandong Province(ZR2022MF288,ZR2023MF097),and the Fundo para o Desenvolvimento das Ciências e da Tecnologia(0047/2021/A1).

10.1109/JAS.2026.125837

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