Publications

Peng Ye, Juan Du (2026). SAPO-RL: Sequential Actuator Placement Optimization for Fuselage Assembly via Reinforcement Learning. IISE Transactions.

Andi Wang, Hao Yan, Juan Du (2026). Interpretation and Visualization of Distance Covariance through Additive Decomposition of Correlations Formula. INFORMS Journal on Data Science.

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Jiaping Cao, Kangkang Zhou, Juan Du (2026). HyPCV-Former: Hyperbolic Spatio-Temporal Transformer for 3D Point Cloud Video Anomaly Detection. Advanced Engineering Informatics.

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Hao Xu, Juan Du, Andi Wang, Y. Chen (2026). Ano-SuPs: Multi-Size Anomaly Detection for Manufactured Products by Identifying Suspected Patches. INFORMS Journal on Data Science.

Yinan Wang, Tim Lutz, Xiaowei Yue, Juan Du (2025). SmartFixture: Physics-guided reinforcement learning for automatic fixture layout design in manufacturing systems. IISE Transactions.

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Juan Du, Chen Dongheng, Hao Yan (2025). Position: Untrained Machine Learning for Anomaly Detection. arXiv.

Xuanming Cao, Chengyu Tao, Yifeng Cheng, Juan Du (2025). IAENet: An Importance-Aware Ensemble Model for 3D Point Cloud-Based Anomaly Detection. Information Fusion.

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Chengyu Tao, Xuanming Cao, Juan Du (2025). G2SF: Geometry-Guided Score Fusion for Multimodal Industrial Anomaly Detection. ICCV.

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Xuanming Cao, Chengyu Tao, Juan Du (2025). Deep Subspace Learning for Surface Anomaly Classification Based on 3D Point Cloud Data. arXiv.

Yifeng Cheng, Juan Du (2025). 3D-PNAS: 3D Industrial Surface Anomaly Synthesis with Perlin Noise. arXiv.

Juan Du, Chengyu Tao, Xuanming Cao, Fugee Tsung (2025). 3D Vision-based Anomaly Detection in Manufacturing: A Survey. Frontiers of Engineering Management.

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Yanrong Li, Juan Du, Fugee Tsung, Wei Jiang (2024). Tensor-based process control and monitoring for semiconductor manufacturing with unstable disturbances. Naval Research Logistics (NRL).

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Yanrong Li, Juan Du, Wei Jiang (2024). Reinforcement Learning for Process Control with Application in Semiconductor Manufacturing. IISE Transactions.

Chengyu Tao, Juan Du (2024). PointSGRADE: Sparse Learning with Graph Representation for Anomaly Detection by Using Unstructured 3D Point Cloud Data. IISE Transactions.

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Chengyu Tao, Juan Du, Jian Liu (2024). Optimal Placement of Programmable Tooling Machines Considering Hierarchical Structure via Sparse Learning for Multistage Assembly Processes. IEEE Transactions on Automation Science and Engineering.

Yanrong Li, Juan Du, Wei Jiang (2024). MFRL-BI: Design of a Model-free Reinforcement Learning Process Control Scheme by Using Bayesian Inference. IISE Transactions.

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Ge Hong, Shuo Gao, Tangbin Xia, Juan Du, Xuancheng Jin, Ershun Pan, Lifeng Xi (2024). Fixture layout optimization of large compliant ship part assembly for reducing and straightening butt clearance. Engineering Optimization.

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Yukun Xie, Juan Du, Fugee Tsung, Peng Wan, Guanghua Xu (2024). FIT3D: Real-time Flatness Inspection Algorithm for Ceramic Tiles using the Structured Light 3D Scanner. CASE.

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Chengyu Tao, Hao Xu, Juan Du (2024). F2PAD: A General Optimization Framework for Feature-Level to Pixel-Level Anomaly Detection.

Juan Du, Yukun Xie, Chen Zhang (2024). COMPILED: Deep Metric Learning for Defect Classification of Threaded Pipe Connections using Multichannel Partially Observed Functional Data.

Peng Ye, Chengyu Tao, Juan Du (2024). A Novel Representation of Periodic Pattern and Its Application to Untrained Anomaly Detection. IISE Transactions.

Xuanming Cao, Chengyu Tao, Juan Du (2024). 3D-CSAD: Untrained 3D Anomaly Detection for Complex Manufacturing Surfaces. ASME Journal of Computing and Information Science in Engineering.

Chengyu Tao, Juan Du, Tzyy-Shuh Chang (2023). Anomaly Detection for Fabricated Artifact by Using Unstructured 3D Point Cloud Data. IISE Transactions.

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Xingchen Liu, Juan Du, Zhi-Sheng Ye (2023). A Covariate-Regulated Sparse Subspace Learning Model and Its Application to Process Monitoring and Fault Isolation. Technometrics.

Peiyao Liu, Juan Du, Yangyang Zang, Chen Zhang, Kaibo Wang (2023). In-Profile Monitoring for Cluster-Correlated Data in Advanced Manufacturing System. Journal of Quality Technology.

Yukun Xie, Juan Du, Jianguo Wu (2023). APFC: Adaptive Particle Filter for Change Point Detection of Profile Data in Manufacturing Systems. IEEE Transactions on Automation Science and Engineering.

Juan Du, Xi Zhang, Wei Ou (2022). Knowledge-Infused Process Monitoring for Quality Improvement in Solar Cell Manufacturing Processes. Journal of Quality Technology.

Andi Wang, Juan Du, Xi Zhang, Jianjun Shi (2022). Ranking Features to Promote Diversity: An Approach Based on Sparse Distance Correlation. Technometrics.

Juan Du, Shanshan Cao, Jeffrey H. Hunt, Xiaoming Huo, Jianjun Shi (2022). A New Sparse-Learning Model for Maximum Gap Reduction of Composite Fuselage Assembly. Technometrics.

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Juan Du, Hao Yan, Tzyy-Shuh Chang, Jianjun Shi (2022). A Tensor Voting-Based Surface Anomaly Classification Approach by Using 3D Point Cloud Data. Journal of Manufacturing Science and Engineering.

Xingchen Liu, Juan Du, Zhi-Sheng Ye (2022). A Condition Monitoring and Fault Isolation System for Wind Turbine Based on SCADA Data. IEEE Transactions on Industrial Informatics.

Juan Du, Changhui Liu, Jianfeng Liu, Yansong Zhang, Jianjun Shi (2021). Optimal Design of Fixture Layout for Compliant Part With Application in Ship Curved Panel Assembly. Journal of Manufacturing Science and Engineering.

Feng Wang, Juan Du, Yang Zhao, Tao Tang, Jianjun Shi (2021). A Deep Learning Based Data Fusion Method for Degradation Modeling and Prognostics. IEEE Transactions on Reliability.

Changhui Liu, Tao Liu, Juan Du, Yansong Zhang, Xinmin Lai, Jianjun Shi (2020). Hybrid Nonlinear Variation Modeling of Compliant Metal Plate Assemblies Considering Welding Shrinkage and Angular Distortion. Journal of Manufacturing Science and Engineering.

Juan Du, Shanshan Cao, Jeffrey H. Hunt, Xiaoming Huo (2019). Optimal Shape Control via $L_\infty$ Loss for Composite Fuselage Assembly. arXiv.

Juan Du, Xiaowei Yue, Jeffrey H. Hunt, Jianjun Shi (2019). Optimal Placement of Actuators Via Sparse Learning for Composite Fuselage Shape Control. Journal of Manufacturing Science and Engineering.

Juan Du, Xi Zhang, Jianjun Shi (2019). A Physics-Specific Change Point Detection Method Using Torque Signals in Pipe Tightening Processes. IEEE Transactions on Automation Science and Engineering.

Juan Du, Xi Zhang, Jianjun Shi (2019). A Condition Change Detection Method for Solar Conversion Efficiency in Solar Cell Manufacturing Processes. IEEE Transactions on Semiconductor Manufacturing.

Juan Du, Xi Zhang, Xinyi Xu, Jianjun Shi (2018). A Novel Critical Point Detection Method for Mechanical Deformation in Tightening Processes. Journal of Manufacturing Systems.

Juan Du, Xi Zhang, Jianjun Shi (2017). Pairwise Critical Point Detection Using Torque Signals in Threaded Pipe Connection Processes. Journal of Manufacturing Science and Engineering.

Juan Du, Xi Zhang, Qingpei Hu (2017). An Automatic Condition Detection Approach for Quality Assurance in Solar Cell Manufacturing Processes. IEEE Robotics and Automation Letters.

Juan Du, Xi Zhang (2016). A Critical Change Point Detection Method in Threaded Steel Pipe Connection Processes Using Two Stage Sequential Piecewise Linear Approach. International Manufacturing Science and Engineering Conference.