A design approach for event-driven optimization in complex air conditioning systems. - Junqi Wang 003; Siwei Lou; Pei Zhou; Gongsheng Huang (CASE, 2017)

Sparse Kernel Principal Component Analysis via Sequential Approach for Nonlinear Process Monitoring. - Lingling Guo; Ping Wu 001; Jinfeng Gao 002; Siwei Lou (IEEE Access, 2019)

Local and Global Randomized Principal Component Analysis for Nonlinear Process Monitoring. - Ping Wu 001; Lingling Guo; Siwei Lou; Jinfeng Gao 002 (IEEE Access, 2019)

Data-Driven Fault Diagnosis Using Deep Canonical Variate Analysis and Fisher Discriminant Analysis. - Ping Wu 001; Siwei Lou; Xujie Zhang; Jiajun He 002; Yichao Liu; Jinfeng Gao 002 (IEEE Trans. Ind. Informatics, 2021)

Fault Diagnosis of Blast Furnace Iron-Making Process With a Novel Deep Stationary Kernel Learning Support Vector Machine Approach. - Siwei Lou; Chunjie Yang 001; Ping Wu 001; Liyuan Kong; Yonghong Xu (IEEE Trans. Instrum. Meas., 2022)

Joint model based on RMK-ASSA and DBSKNet. - Siwei Lou (IEEE DataPort, 2022)

Adaptive dynamic inferential analytic stationary subspace analysis: A novel method for fault detection in blast furnace ironmaking process. - Siwei Lou; Chunjie Yang 001; Xiongzhuo Zhu; Hanwen Zhang 002; Ping Wu 001 (Inf. Sci., 2023)

Collaborative Extraction of Intervariable Coupling Relationships and Dynamics for Prediction of Silicon Content in Blast Furnaces. - Liyuan Kong; Chunjie Yang 001; Siwei Lou; Yu Cai 007; Xiaoke Huang; Mingyang Sun (IEEE Trans. Instrum. Meas., 2023)

An End-to-End Multisource Information Fusion Framework for f-CaO Content Soft Sensing in Cement Clinker Burning Process. - Yuchen Zhao; Chunjie Yang 001; Hang Xiao; Yaoyao Bao; Siwei Lou; Jiayun Mao; Huanyu Liao (IEEE Trans. Instrum. Meas., 2023)

A Local Dynamic Broad Kernel Stationary Subspace Analysis for Monitoring Blast Furnace Ironmaking Process. - Siwei Lou; Chunjie Yang 001; Ping Wu 001 (IEEE Trans. Ind. Informatics, 2023)

Novel Data-Driven Deep Learning Assisted CVA for Ironmaking System Prediction and Control. - Siwei Lou; Chunjie Yang 001; Xujie Zhang; Ping Wu 001 (IEEE Trans. Circuits Syst. II Express Briefs, 2023)

Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient. - Shaoqi Wang; Chunjie Yang 001; Siwei Lou (NeurIPS, 2024)

Ontology guided multi-level knowledge graph construction and its applications in blast furnace ironmaking process. - Xiaoke Huang; Chunjie Yang 001; Yuyan Zhang; Siwei Lou; Liyuan Kong; Heng Zhou 008 (Adv. Eng. Informatics, 2024)

Data and knowledge collaborative-driven fault identification and self-healing control action inference framework for blast furnace. - Xiaoke Huang; Chunjie Yang 001; Hanwen Zhang 002; Siwei Lou; Dali Gao; Liyuan Kong (Expert Syst. Appl., 2024)

Unveiling dynamics changes: Singular spectrum analysis-based method for detecting concept drift in industrial data streams. - Yuyan Zhang; Zhe Liu 028; Chunjie Yang 001; Xiaoke Huang; Siwei Lou; Hanwen Zhang 002; Duojin Yan (Knowl. Based Syst., 2024)

One-Sided Relational Autoencoder With Seasonal-Trend Decomposition to Extract Process Correlations for Molten Iron Quality Prediction. - Duojin Yan; Chunjie Yang 001; Shuming Sun; Siwei Lou; Liyuan Kong; Yuyan Zhang (IEEE Trans. Instrum. Meas., 2024)

Igniting Advancements in Iron-Making Process Monitoring: Exploring a Novel and Cutting-Edge Joint Sparse-Constrained Data-Dependent Kernel CVA Method. - Yuelin Yang; Chunjie Yang 001; Shuming Sun; Siwei Lou; Xiong zhuo Zhu; Xujie Zhang (IEEE Trans. Instrum. Meas., 2024)

Blast Furnace Ironmaking Process Monitoring With Time-Constrained Global and Local Nonlinear Analytic Stationary Subspace Analysis. - Siwei Lou; Chunjie Yang 001; Xujie Zhang; Hanwen Zhang 002; Ping Wu 001 (IEEE Trans. Ind. Informatics, 2024)

From Complexity to Clarity: M2KCSVA's Nonlinear Temporal Correlation Analysis and Stationary Estimation Pave the Way for Fault Diagnosis in Ironmaking Processes. - Siwei Lou; Chunjie Yang 001; Xujie Zhang; Hanwen Zhang 002; Ping Wu 001 (IEEE Trans. Ind. Informatics, 2024)

Fault Diagnosis of Blast Furnace Iron-making Process with A Novel Deep Stationary Kernel Support Vector Machine Approach. - Siwei Lou (IEEE DataPort, 2024)

Data-Driven Joint Fault Diagnosis Based on RMK-ASSA and DBSKNet for Blast Furnace Iron-Making Process. - Siwei Lou; Chunjie Yang 001; Ping Wu 001; Yuelin Yang; Liyuan Kong; Xujie Zhang (IEEE Trans Autom. Sci. Eng., 2024)

SFENOSA: A Novel KPI-Related Process Monitoring Method by Slow Feature Extraction and Elastic Net Orthonormal Subspace Analysis. - Ping Wu 001; Qianqian Pan; Xujie Zhang; Siwei Lou; Jinfeng Gao 002; Chunjie Yang 001 (IEEE Trans. Ind. Informatics, 2024)

FA-SconvAE-LSTM: Feature-Aligned Stacked Convolutional Autoencoder with Long Short-Term Memory Network for Soft Sensor Modeling. - Ping Wu 001; Zengdi Miao; Ke Wang; Jinfeng Gao 002; Xujie Zhang; Siwei Lou; Chunjie Yang 001 (Eng. Appl. Artif. Intell., 2025)

Concept drift meets industrial data streams: An efficient drift adaptation framework with knowledge embedding and transfer. - Yuyan Zhang; Chunjie Yang 001; Zhe Liu 028; Siwei Lou; Xiaoke Huang; Shaoqi Wang (Expert Syst. Appl., 2025)

A robust temporal multivariable fault detection method for blast furnace: Robust temporal convolution detection network. - Xiongzhuo Zhu; Chunjie Yang 001; Siwei Lou; Yuelin Yang (Inf. Sci., 2025)

A graph-guided network with adaptive evaluation and improvement for disturbed sensors in fault-tolerant soft sensor modeling. - Liyuan Kong; Chunjie Yang 001; Siwei Lou; Yaoyao Bao; Xiaoke Huang; Li Chai 001 (Knowl. Based Syst., 2025)

Semi-supervised high-uncertainty deep canonical variate analysis for fault diagnosis in blast furnace ironmaking. - Yuelin Yang; Chunjie Yang 001; Xiongzhuo Zhu; Hanwen Zhang 002; Haifeng Zhang; Zhiqi Su; Siwei Lou (Knowl. Based Syst., 2025)

Knowledge-Based Temporal GCN: A Spatial-Temporal Fault Diagnosis Method for Blast Furnace Ironmaking Process With Imbalanced Data. - Xiong zhuo Zhu; Chunjie Yang 001; Siwei Lou; Yuelin Yang (IEEE Trans. Instrum. Meas., 2025)

Facilitating Ferrous Oxide Prediction: Enabling Sintering Forecasting With Orthogonal Basis-Based Implicit Subspace Identification. - Shaoqi Wang; Chunjie Yang 001; Siwei Lou (IEEE Trans. Ind. Informatics, 2025)

TKS-BLS: Temporal Kernel Stationary Broad Learning System for Enhanced Modeling, Anomaly Detection, and Incremental Learning With Application to Ironmaking Processes. - Siwei Lou; Chunjie Yang 001; Liyuan Kong; Tao Lin; Hanwen Zhang 002; Ping Wu 001; Li Chai 001 (IEEE Trans. Syst. Man Cybern. Syst., 2025)

Release Power of Mechanism and Data Fusion: A Hierarchical Strategy for Enhanced MIQ-Related Modeling and Fault Detection in BFIP. - Siwei Lou; Chunjie Yang 001; Zhe Liu 028; Shaoqi Wang; Hanwen Zhang 002; Ping Wu 001 (IEEE CAA J. Autom. Sinica, 2025)

Toward In-Depth Mastery of Statistical Properties: Novel Stationary Moment Analysis With Application to Continuous Industrial Anomaly Detection. - Siwei Lou; Chunjie Yang 001; Weibin Wang; Hanwen Zhang 002; Yuchen Zhao; Ping Wu 001 (IEEE Trans. Cybern., 2025)