Novel Bayesian Framework for Dynamic Soft Sensor Based on Support Vector Machine With Finite Impulse Response. - Chao Shang 002; Xinqing Gao; Fan Yang 005; Dexian Huang (IEEE Trans. Control. Syst. Technol., 2014)

Detecting and isolating plant-wide oscillations via slow feature analysis. - Xinqing Gao; Chao Shang 002; Fan Yang 005; Dexian Huang (ACC, 2015)

Extracting latent dynamics from process data for quality prediction and performance assessment via slow feature regression. - Chao Shang 002; Fan Yang 005; Xinqing Gao; Dexian Huang (ACC, 2015)

Automatic hyper-parameter tuning for soft sensor modeling based on dynamic deep neural network. - Kangcheng Wang; Chao Shang 002; Fan Yang 005; Yongheng Jiang; Dexian Huang (SMC, 2017)

Data-driven robust optimization based on kernel learning. - Chao Shang 002; Xiaolin Huang; Fengqi You (Comput. Chem. Eng., 2017)

Distributionally Robust Process Scheduling under Ambiguous Uncertainty. - Chao Shang 002; Fengqi You (ACC, 2018)

Chance Constrained Model Predictive Control via Active Uncertainty Set Learning and Calibration. - Chao Shang 002; Fengqi You (CDC, 2018)

Dynamic Soft Sensor Based on Impulse Response Template and Deep Neural Network for Industrial Processes. - Lei Liu; Kangcheng Wang; Chao Shang 002; Fan Yang 005; Wenxiang Lyu; Dexian Huang (FSDM, 2018)

Distributionally robust optimization for planning and scheduling under uncertainty. - Chao Shang 002; Fengqi You (Comput. Chem. Eng., 2018)

A data-driven robust optimization approach to scenario-based stochastic model predictive control. - Chao Shang 002; Fengqi You (CoRR, 2018)

Recursive Slow Feature Analysis for Adaptive Monitoring of Industrial Processes. - Chao Shang 002; Fan Yang 005; Biao Huang 001; Dexian Huang (IEEE Trans. Ind. Electron., 2018)

Robust Constrained Model Predictive Control of Irrigation Systems Based on Data-Driven Uncertainty Set Constructions. - Chao Shang 002; Wei-Han Chen; Fengqi You (ACC, 2019)

Reaction temperature estimation in Shell coal gasification process. - Kangcheng Wang; Chao Shang 002; Fan Yang 005; Yongheng Jiang; Dexian Huang (CASE, 2019)

Multiple Kernel Learning-Based Uncertainty Set Construction for Robust optimization. - Biao Han; Chao Shang 002; Fan Yang 005; Dexian Huang (ICCA, 2019)

Data-Driven Distributionally Robust Shortest Path Problem Using the Wasserstein Ambiguity Set. - Zhuolin Wang; Keyou You; Shiji Song; Chao Shang 002 (ICCA, 2019)

Theoretical Exploration of Irrigation Control for Stem Water Potential through Model Predictive Control. - Wei-Han Chen; Chao Shang 002; Siyu Zhu; Kathryn Haldeman; Michael Santiago; Abraham Duncan Stroock; Fengqi You (ACC, 2020)

Robust Model Predictive Control of Irrigation Systems With Active Uncertainty Learning and Data Analytics. - Chao Shang 002; Wei-Han Chen; Abraham Duncan Stroock; Fengqi You (IEEE Trans. Control. Syst. Technol., 2020)

Distributionally robust fault detection design and assessment for dynamical systems. - Chao Shang 002; Steven X. Ding; Hao Ye 001 (Autom., 2021)

A deep learning-based robust optimization approach for refinery planning under uncertainty. - Cong Wang; Xin Peng 003; Chao Shang 002; Chen Fan; Liang Zhao; Weimin Zhong (Comput. Chem. Eng., 2021)

Multiple kernel learning-aided robust optimization: Learning algorithm, computational tractability, and usage in multi-stage decision-making. - Biao Han; Chao Shang 002; Dexian Huang (Eur. J. Oper. Res., 2021)

A Posteriori Probabilistic Bounds of Convex Scenario Programs With Validation Tests. - Chao Shang 002; Fengqi You (IEEE Trans. Autom. Control., 2021)

A Holistic Probabilistic Framework for Monitoring Nonstationary Dynamic Industrial Processes. - David Scott; Chao Shang 002; Biao Huang 001; Dexian Huang (IEEE Trans. Control. Syst. Technol., 2021)

Distributionally robust chance constraint with unimodality-skewness information and conic reformulation. - Chao Shang 002; Chao Wang; Keyou You; Dexian Huang (Oper. Res. Lett., 2022)

Variational PLS-Based Calibration Model Building With Semi-Supervised Learning for Moisture Measurement During Fluidized Bed Drying by NIR Spectroscopy. - Guoqing Mu; Tao Liu 002; Junghui Chen; Chao Shang 002; Chongquan Zhong (IEEE Trans. Instrum. Meas., 2022)

Data-Driven Safe Controller Synthesis for Deterministic Systems: A Posteriori Method With Validation Tests. - Yu Chen 072; Chao Shang 002; Xiaolin Huang; Xiang Yin 003 (CDC, 2023)

Accelerated Nonconvex ADMM with Self-Adaptive Penalty for Rank-Constrained Model Identification. - Qingyuan Liu; Zhengchao Huang; Hao Ye 001; Dexian Huang; Chao Shang 002 (CDC, 2023)

Data-Driven Predictive Control Using Closed-Loop Data: An Instrumental Variable Approach. - Yibo Wang; Yiwen Qiu; Malika Sader; Dexian Huang; Chao Shang 002 (IEEE Control. Syst. Lett., 2023)

Fault Detection for Nonlinear Dynamic Systems With Consideration of Modeling Errors: A Data-Driven Approach. - Hongtian Chen; Linlin Li 005; Chao Shang 002; Biao Huang 001 (IEEE Trans. Cybern., 2023)

Just-In-Time Learning Based Functional Spectral Data Modeling for In-Situ Measurement of Slurry Component Concentrations via Infrared Spectroscopy. - Jingxiang Liu; Tao Liu 002; Guoqing Mu; Chao Shang 002 (IEEE Trans. Instrum. Meas., 2023)

Efficient Relay Autotuner of Industrial Controllers via Rank-Constrained Identification of Low-Order Time-Delay Models. - Qingyuan Liu; Chao Shang 002; Tao Liu 002; Dexian Huang (IEEE Trans. Control. Syst. Technol., 2023)

Semi-global fault-tolerant cooperative output regulation of heterogeneous multi-agent systems with actuator saturation. - Malika Sader; Wenyu Li; Zhongxin Liu 001; Haijun Jiang; Chao Shang 002 (Inf. Sci., 2023)

From Generalized Gauss Bounds to Distributionally Robust Fault Detection With Unimodality Information. - Chao Shang 002; Hao Ye 001; Dexian Huang; Steven X. Ding (IEEE Trans. Autom. Control., 2023)

Data-Driven Fault Detection for Lithium-Ion Battery Packs via Behavioral System Representation. - Hailang Jin; Yibo Wang; Dexian Huang; Chao Shang 002 (CCTA, 2024)

Data-Driven Output Containment Control of Heterogeneous Multiagent Systems: A Hierarchical Scheme. - Malika Sader; Wenyu Li; Yanhui Yin; Zhongmei Li; Dexian Huang; Zhongxin Liu 001; Xiao He; Chao Shang 002 (CDC, 2024)

Reweighted Regularized Prototypical Network for Few-Shot Fault Diagnosis. - Kang Li; Chao Shang 002; Hao Ye 001 (IEEE Trans. Neural Networks Learn. Syst., 2024)

Data-driven output prediction and control of stochastic systems: An innovation-based approach. - Yibo Wang; Keyou You; Dexian Huang; Chao Shang 002 (Autom., 2025)

Computer-aided molecular design by aligning generative diffusion models: Perspectives and challenges. - Akshay Ajagekar; Benjamin Decardi-Nelson; Chao Shang 002; Fengqi You (Comput. Chem. Eng., 2025)

Dynamic-Inner White Component Analysis: A New Latent Variable Model for Dynamic Data Analytics and Process Monitoring. - Kaida Huo; Dexian Huang; Fan Yang 005; Chao Shang 002 (IEEE Trans Autom. Sci. Eng., 2025)

A Novel Accuracy-Constrained Scheme for Efficient Trend Extraction of Industrial Time-Series Data. - Ju Liu; Jiayi Zhao; Hao Ye 001; Dexian Huang; Chao Shang 002 (IEEE Trans. Instrum. Meas., 2025)

On Globalized Robust Kalman Filter Under Model Uncertainty. - Yang Xu; Wenchao Xue 001; Chao Shang 002; Haitao Fang (IEEE Trans. Autom. Control., 2025)

Causality-Informed Data-Driven Predictive Control. - Malika Sader; Yibo Wang; Dexian Huang; Chao Shang 002; Biao Huang 001 (IEEE Trans. Control. Syst. Technol., 2025)