Siwei Lou

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 17

Top Topics

Subspace Analysis

Kernel Principal Component Analysis

Fusion Framework

Fault Diagnosis

Top Venues

IEEE Trans. Instrum. Meas.

IEEE Trans. Ind. Informatics

IEEE Trans. Circuits Syst. II Express Briefs

Publications

Xiaoke Huang, Chunjie Yang, Hanwen Zhang, Siwei Lou, Dali Gao, Liyuan Kong
Data and knowledge collaborative-driven fault identification and self-healing control action inference framework for blast furnace. Expert Syst. Appl. 245 (2024)
Siwei Lou, Chunjie Yang, Xujie Zhang, Hanwen Zhang, Ping Wu
From Complexity to Clarity: M2KCSVA's Nonlinear Temporal Correlation Analysis and Stationary Estimation Pave the Way for Fault Diagnosis in Ironmaking Processes. IEEE Trans. Ind. Informatics 20 (4) (2024)
Yuyan Zhang, Zhe Liu, Chunjie Yang, Xiaoke Huang, Siwei Lou, Hanwen Zhang, Duojin Yan
Unveiling dynamics changes: Singular spectrum analysis-based method for detecting concept drift in industrial data streams. Knowl. Based Syst. 293 (2024)
Duojin Yan, Chunjie Yang, Shuming Sun, Siwei Lou, Liyuan Kong, Yuyan Zhang
One-Sided Relational Autoencoder With Seasonal-Trend Decomposition to Extract Process Correlations for Molten Iron Quality Prediction. IEEE Trans. Instrum. Meas. 73 (2024)
Siwei Lou, Chunjie Yang, Xujie Zhang, Hanwen Zhang, Ping Wu
Blast Furnace Ironmaking Process Monitoring With Time-Constrained Global and Local Nonlinear Analytic Stationary Subspace Analysis. IEEE Trans. Ind. Informatics 20 (3) (2024)
Yuelin Yang, Chunjie Yang, Shuming Sun, Siwei Lou, Xiong zhuo Zhu, Xujie Zhang
Igniting Advancements in Iron-Making Process Monitoring: Exploring a Novel and Cutting-Edge Joint Sparse-Constrained Data-Dependent Kernel CVA Method. IEEE Trans. Instrum. Meas. 73 (2024)
Siwei Lou, Chunjie Yang, Ping Wu, Yuelin Yang, Liyuan Kong, Xujie Zhang
Data-Driven Joint Fault Diagnosis Based on RMK-ASSA and DBSKNet for Blast Furnace Iron-Making Process. IEEE Trans Autom. Sci. Eng. 21 (3) (2024)
Siwei Lou, Chunjie Yang, Xujie Zhang, Ping Wu
Novel Data-Driven Deep Learning Assisted CVA for Ironmaking System Prediction and Control. IEEE Trans. Circuits Syst. II Express Briefs 70 (12) (2023)
Liyuan Kong, Chunjie Yang, Siwei Lou, Yu Cai, Xiaoke Huang, Mingyang Sun
Collaborative Extraction of Intervariable Coupling Relationships and Dynamics for Prediction of Silicon Content in Blast Furnaces. IEEE Trans. Instrum. Meas. 72 (2023)
Siwei Lou, Chunjie Yang, Ping Wu
A Local Dynamic Broad Kernel Stationary Subspace Analysis for Monitoring Blast Furnace Ironmaking Process. IEEE Trans. Ind. Informatics 19 (4) (2023)
Yuchen Zhao, Chunjie Yang, Hang Xiao, Yaoyao Bao, Siwei Lou, Jiayun Mao, Huanyu Liao
An End-to-End Multisource Information Fusion Framework for f-CaO Content Soft Sensing in Cement Clinker Burning Process. IEEE Trans. Instrum. Meas. 72 (2023)
Siwei Lou, Chunjie Yang, Xiongzhuo Zhu, Hanwen Zhang, Ping Wu
Adaptive dynamic inferential analytic stationary subspace analysis: A novel method for fault detection in blast furnace ironmaking process. Inf. Sci. 642 (2023)
Siwei Lou, Chunjie Yang, Ping Wu, Liyuan Kong, Yonghong Xu
Fault Diagnosis of Blast Furnace Iron-Making Process With a Novel Deep Stationary Kernel Learning Support Vector Machine Approach. IEEE Trans. Instrum. Meas. 71 (2022)
Ping Wu, Siwei Lou, Xujie Zhang, Jiajun He, Yichao Liu, Jinfeng Gao
Data-Driven Fault Diagnosis Using Deep Canonical Variate Analysis and Fisher Discriminant Analysis. IEEE Trans. Ind. Informatics 17 (5) (2021)
Ping Wu, Lingling Guo, Siwei Lou, Jinfeng Gao
Local and Global Randomized Principal Component Analysis for Nonlinear Process Monitoring. IEEE Access 7 (2019)
Lingling Guo, Ping Wu, Jinfeng Gao, Siwei Lou
Sparse Kernel Principal Component Analysis via Sequential Approach for Nonlinear Process Monitoring. IEEE Access 7 (2019)
Junqi Wang, Siwei Lou, Pei Zhou, Gongsheng Huang
A design approach for event-driven optimization in complex air conditioning systems. CASE (2017)