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2020 – today
- 2025
[j28]Ping Wu
, Zengdi Miao, Ke Wang, Jinfeng Gao, Xujie Zhang, Siwei Lou, Chunjie Yang:
FA-SconvAE-LSTM: Feature-Aligned Stacked Convolutional Autoencoder with Long Short-Term Memory Network for Soft Sensor Modeling. Eng. Appl. Artif. Intell. 150: 110535 (2025)- [j27]Yuyan Zhang, Chunjie Yang, Zhe Liu, Siwei Lou, Xiaoke Huang, Shaoqi Wang:
Concept drift meets industrial data streams: An efficient drift adaptation framework with knowledge embedding and transfer. Expert Syst. Appl. 290: 128439 (2025) - [j26]Siwei Lou, Chunjie Yang, Zhe Liu, Shaoqi Wang, Hanwen Zhang, Ping Wu:
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 12(5): 894-912 (2025) - [j25]Xiongzhuo Zhu, Chunjie Yang, Siwei Lou, Yuelin Yang:
A robust temporal multivariable fault detection method for blast furnace: Robust temporal convolution detection network. Inf. Sci. 716: 122269 (2025) - [j24]Yuelin Yang, Chunjie Yang, Xiongzhuo Zhu, Hanwen Zhang, Haifeng Zhang, Zhiqi Su, Siwei Lou:
Semi-supervised high-uncertainty deep canonical variate analysis for fault diagnosis in blast furnace ironmaking. Knowl. Based Syst. 317: 113454 (2025) - [j23]Liyuan Kong, Chunjie Yang, Siwei Lou, Yaoyao Bao, Xiaoke Huang, Li Chai:
A graph-guided network with adaptive evaluation and improvement for disturbed sensors in fault-tolerant soft sensor modeling. Knowl. Based Syst. 318: 113497 (2025) - [j22]Siwei Lou, Chunjie Yang, Weibin Wang, Hanwen Zhang, Yuchen Zhao, Ping Wu:
Toward In-Depth Mastery of Statistical Properties: Novel Stationary Moment Analysis With Application to Continuous Industrial Anomaly Detection. IEEE Trans. Cybern. 55(7): 3417-3430 (2025) - [j21]Shaoqi Wang, Chunjie Yang, Siwei Lou:
Facilitating Ferrous Oxide Prediction: Enabling Sintering Forecasting With Orthogonal Basis-Based Implicit Subspace Identification. IEEE Trans. Ind. Informatics 21(1): 96-106 (2025) - [j20]Xiong zhuo Zhu, Chunjie Yang, Siwei Lou, Yuelin Yang:
Knowledge-Based Temporal GCN: A Spatial-Temporal Fault Diagnosis Method for Blast Furnace Ironmaking Process With Imbalanced Data. IEEE Trans. Instrum. Meas. 74: 1-12 (2025) - [j19]Siwei Lou, Chunjie Yang, Liyuan Kong, Tao Lin, Hanwen Zhang, Ping Wu, Li Chai:
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. 55(1): 645-660 (2025) - 2024
- [j18]Xiaoke Huang, Chunjie Yang, Yuyan Zhang, Siwei Lou, Liyuan Kong, Heng Zhou:
Ontology guided multi-level knowledge graph construction and its applications in blast furnace ironmaking process. Adv. Eng. Informatics 62: 102927 (2024) - [j17]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: 123040 (2024) - [j16]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: 111640 (2024) - [j15]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): 3826-3841 (2024) - [j14]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): 3163-3176 (2024) - [j13]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): 5469-5481 (2024) - [j12]Ping Wu, Qianqian Pan, Xujie Zhang, Siwei Lou, Jinfeng Gao, Chunjie Yang:
SFENOSA: A Novel KPI-Related Process Monitoring Method by Slow Feature Extraction and Elastic Net Orthonormal Subspace Analysis. IEEE Trans. Ind. Informatics 20(11): 12643-12658 (2024) - [j11]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: 1-13 (2024) - [j10]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: 1-11 (2024) - [c2]Shaoqi Wang, Chunjie Yang, Siwei Lou:
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient. NeurIPS 2024 - [d2]Siwei Lou:
Fault Diagnosis of Blast Furnace Iron-making Process with A Novel Deep Stationary Kernel Support Vector Machine Approach. IEEE DataPort, 2024
- [i1]Shaoqi Wang, Chunjie Yang, Siwei Lou:
Approximated Orthogonal Projection Unit: Stabilizing Regression Network Training Using Natural Gradient. CoRR abs/2409.15393 (2024) - 2023
- [j9]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: 119176 (2023) - [j8]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): 4544-4548 (2023) - [j7]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): 5945-5955 (2023) - [j6]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: 1-13 (2023) - [j5]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: 1-13 (2023) - 2022
- [j4]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: 1-13 (2022) - [d1]Siwei Lou:
Joint model based on RMK-ASSA and DBSKNet. IEEE DataPort, 2022 - 2021
- [j3]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): 3324-3334 (2021)
2010 – 2019
- 2019
- [j2]Ping Wu, Lingling Guo, Siwei Lou, Jinfeng Gao:
Local and Global Randomized Principal Component Analysis for Nonlinear Process Monitoring. IEEE Access 7: 25547-25562 (2019) - [j1]Lingling Guo, Ping Wu, Jinfeng Gao, Siwei Lou:
Sparse Kernel Principal Component Analysis via Sequential Approach for Nonlinear Process Monitoring. IEEE Access 7: 47550-47563 (2019) - 2017
- [c1]Junqi Wang, Siwei Lou, Pei Zhou, Gongsheng Huang:
A design approach for event-driven optimization in complex air conditioning systems. CASE 2017: 912-917
Coauthor Index
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