Siwei Lou

38 papers A* 1Journal 36Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
CSNF-TimeGAN: Class-prior spatiotemporal nonlinear feature-based time series generative adversarial network for blast furnace fault diagnosis.
Adv. Eng. Informatics
Yuelin Yang, Chunjie Yang, Siwei Lou, Dali Gao, Xujie Zhang, Weibin Wang
2026 J jnl
Dynamical Component Extraction-Based Fault Detection for Industrial IoT With Application to Ironmaking Process.
IEEE Internet Things J.
Ping Wu, Yicheng Yu, Xujie Zhang, Siwei Lou, Jinfeng Gao, Qian Zhang, Chunjie Yang
2026 J jnl
Enhancing quality prediction with probabilistic information in multimode industrial process: A mode-aware multitask learning network.
Adv. Eng. Informatics
Duojin Yan, Chunjie Yang, Feng Yan, Siwei Lou, Hang Xiao
2026 J jnl
From Shallow to Deep: A Novel Correlation Network Representation Regression Framework for Modeling and Monitoring MIQ-Driven Blast Furnace Ironmaking Processes.
IEEE CAA J. Autom. Sinica
Siwei Lou, Chunjie Yang, Zhe Liu, Hanwen Zhang, Chao Liu, Ping Wu
2026 J jnl
Stationarity fusion with SVM: A stationary combined features support vector machine approach for blast furnace iron-making process fault diagnosis.
Comput. Chem. Eng.
Yang Cao, Chunjie Yang, Siwei Lou, Yuelin Yang
2026 J jnl
Temporal-spatial diffusion model for length-free multi-variable time series data generation in industrial processes with application to fault diagnosis.
Comput. Chem. Eng.
Yuelin Yang, Xiongzhuo Zhu, Chunjie Yang, Siwei Lou
2025 J jnl
A graph-guided network with adaptive evaluation and improvement for disturbed sensors in fault-tolerant soft sensor modeling.
Knowl. Based Syst.
Liyuan Kong, Chunjie Yang, Siwei Lou, Yaoyao Bao, Xiaoke Huang, Li Chai
2025 J jnl
A robust temporal multivariable fault detection method for blast furnace: Robust temporal convolution detection network.
Inf. Sci.
Xiongzhuo Zhu, Chunjie Yang, Siwei Lou, Yuelin Yang
2025 J jnl
Concept drift meets industrial data streams: An efficient drift adaptation framework with knowledge embedding and transfer.
Expert Syst. Appl.
Yuyan Zhang, Chunjie Yang, Zhe Liu, Siwei Lou, Xiaoke Huang, Shaoqi Wang
2025 J jnl
FA-SconvAE-LSTM: Feature-Aligned Stacked Convolutional Autoencoder with Long Short-Term Memory Network for Soft Sensor Modeling.
Eng. Appl. Artif. Intell.
Ping Wu, Zengdi Miao, Ke Wang, Jinfeng Gao, Xujie Zhang, Siwei Lou, Chunjie Yang
2025 J jnl
Facilitating Ferrous Oxide Prediction: Enabling Sintering Forecasting With Orthogonal Basis-Based Implicit Subspace Identification.
IEEE Trans. Ind. Informatics
Shaoqi Wang, Chunjie Yang, Siwei Lou
2025 J jnl
Improving Autoformalization Using Direct Dependency Retrieval.
CoRR
Shaoqi Wang, Lu Yu, Siwei Lou, Feng Yan, Chunjie Yang, Qing Cui, Jun Zhou
2025 J jnl
Knowledge-Based Temporal GCN: A Spatial-Temporal Fault Diagnosis Method for Blast Furnace Ironmaking Process With Imbalanced Data.
IEEE Trans. Instrum. Meas.
Xiong zhuo Zhu, Chunjie Yang, Siwei Lou, Yuelin Yang
2025 J jnl
Release Power of Mechanism and Data Fusion: A Hierarchical Strategy for Enhanced MIQ-Related Modeling and Fault Detection in BFIP.
IEEE CAA J. Autom. Sinica
Siwei Lou, Chunjie Yang, Zhe Liu, Shaoqi Wang, Hanwen Zhang, Ping Wu
2025 J jnl
Semi-supervised high-uncertainty deep canonical variate analysis for fault diagnosis in blast furnace ironmaking.
Knowl. Based Syst.
Yuelin Yang, Chunjie Yang, Xiongzhuo Zhu, Hanwen Zhang, Haifeng Zhang, Zhiqi Su, Siwei Lou
2025 J jnl
TKS-BLS: Temporal Kernel Stationary Broad Learning System for Enhanced Modeling, Anomaly Detection, and Incremental Learning With Application to Ironmaking Processes.
IEEE Trans. Syst. Man Cybern. Syst.
Siwei Lou, Chunjie Yang, Liyuan Kong, Tao Lin, Hanwen Zhang, Ping Wu, Li Chai
2025 J jnl
Toward In-Depth Mastery of Statistical Properties: Novel Stationary Moment Analysis With Application to Continuous Industrial Anomaly Detection.
IEEE Trans. Cybern.
Siwei Lou, Chunjie Yang, Weibin Wang, Hanwen Zhang, Yuchen Zhao, Ping Wu
2024 A* conf
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient.
NeurIPS
Shaoqi Wang, Chunjie Yang, Siwei Lou
2024 J jnl
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient.
CoRR
Shaoqi Wang, Chunjie Yang, Siwei Lou
2024 J jnl
Blast Furnace Ironmaking Process Monitoring With Time-Constrained Global and Local Nonlinear Analytic Stationary Subspace Analysis.
IEEE Trans. Ind. Informatics
Siwei Lou, Chunjie Yang, Xujie Zhang, Hanwen Zhang, Ping Wu
2024 J jnl
Data and knowledge collaborative-driven fault identification and self-healing control action inference framework for blast furnace.
Expert Syst. Appl.
Xiaoke Huang, Chunjie Yang, Hanwen Zhang, Siwei Lou, Dali Gao, Liyuan Kong
2024 J jnl
Data-Driven Joint Fault Diagnosis Based on RMK-ASSA and DBSKNet for Blast Furnace Iron-Making Process.
IEEE Trans Autom. Sci. Eng.
Siwei Lou, Chunjie Yang, Ping Wu, Yuelin Yang, Liyuan Kong, Xujie Zhang
2024 J jnl
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
Siwei Lou, Chunjie Yang, Xujie Zhang, Hanwen Zhang, Ping Wu
2024 J jnl
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.
Yuelin Yang, Chunjie Yang, Shuming Sun, Siwei Lou, Xiong zhuo Zhu, Xujie Zhang
2024 J jnl
One-Sided Relational Autoencoder With Seasonal-Trend Decomposition to Extract Process Correlations for Molten Iron Quality Prediction.
IEEE Trans. Instrum. Meas.
Duojin Yan, Chunjie Yang, Shuming Sun, Siwei Lou, Liyuan Kong, Yuyan Zhang
2024 J jnl
Ontology guided multi-level knowledge graph construction and its applications in blast furnace ironmaking process.
Adv. Eng. Informatics
Xiaoke Huang, Chunjie Yang, Yuyan Zhang, Siwei Lou, Liyuan Kong, Heng Zhou
2024 J jnl
SFENOSA: A Novel KPI-Related Process Monitoring Method by Slow Feature Extraction and Elastic Net Orthonormal Subspace Analysis.
IEEE Trans. Ind. Informatics
Ping Wu, Qianqian Pan, Xujie Zhang, Siwei Lou, Jinfeng Gao, Chunjie Yang
2024 J jnl
Unveiling dynamics changes: Singular spectrum analysis-based method for detecting concept drift in industrial data streams.
Knowl. Based Syst.
Yuyan Zhang, Zhe Liu, Chunjie Yang, Xiaoke Huang, Siwei Lou, Hanwen Zhang, Duojin Yan
2023 J jnl
A Local Dynamic Broad Kernel Stationary Subspace Analysis for Monitoring Blast Furnace Ironmaking Process.
IEEE Trans. Ind. Informatics
Siwei Lou, Chunjie Yang, Ping Wu
2023 J jnl
Adaptive dynamic inferential analytic stationary subspace analysis: A novel method for fault detection in blast furnace ironmaking process.
Inf. Sci.
Siwei Lou, Chunjie Yang, Xiongzhuo Zhu, Hanwen Zhang, Ping Wu
2023 J jnl
An End-to-End Multisource Information Fusion Framework for f-CaO Content Soft Sensing in Cement Clinker Burning Process.
IEEE Trans. Instrum. Meas.
Yuchen Zhao, Chunjie Yang, Hang Xiao, Yaoyao Bao, Siwei Lou, Jiayun Mao, Huanyu Liao
2023 J jnl
Collaborative Extraction of Intervariable Coupling Relationships and Dynamics for Prediction of Silicon Content in Blast Furnaces.
IEEE Trans. Instrum. Meas.
Liyuan Kong, Chunjie Yang, Siwei Lou, Yu Cai, Xiaoke Huang, Mingyang Sun
2023 J jnl
Novel Data-Driven Deep Learning Assisted CVA for Ironmaking System Prediction and Control.
IEEE Trans. Circuits Syst. II Express Briefs
Siwei Lou, Chunjie Yang, Xujie Zhang, Ping Wu
2022 J jnl
Fault Diagnosis of Blast Furnace Iron-Making Process With a Novel Deep Stationary Kernel Learning Support Vector Machine Approach.
IEEE Trans. Instrum. Meas.
Siwei Lou, Chunjie Yang, Ping Wu, Liyuan Kong, Yonghong Xu
2021 J jnl
Data-Driven Fault Diagnosis Using Deep Canonical Variate Analysis and Fisher Discriminant Analysis.
IEEE Trans. Ind. Informatics
Ping Wu, Siwei Lou, Xujie Zhang, Jiajun He, Yichao Liu, Jinfeng Gao
2019 J jnl
Local and Global Randomized Principal Component Analysis for Nonlinear Process Monitoring.
IEEE Access
Ping Wu, Lingling Guo, Siwei Lou, Jinfeng Gao
2019 J jnl
Sparse Kernel Principal Component Analysis via Sequential Approach for Nonlinear Process Monitoring.
IEEE Access
Lingling Guo, Ping Wu, Jinfeng Gao, Siwei Lou
2017 — conf
A design approach for event-driven optimization in complex air conditioning systems.
CASE
Junqi Wang, Siwei Lou, Pei Zhou, Gongsheng Huang