Publications

(2021). Data-driven trajectory prediction with weather uncertainties: A Bayesian deep learning approach. Transportation Research Part C: Emerging Technologies.

PDF Cite DOI

(2021). Combining Anatomical Constraints and Deep Learning for 3-D CBCT Dental Image Multi-Label Segmentation. 2021 IEEE 37th International Conference on Data Engineering (ICDE).

Cite DOI

(2021). Image Decomposition-Based Sparse Extreme Pixel-Level Feature Detection Model with Application to Medical Images. IISE Transactions on Healthcare Systems Engineering.

PDF Cite DOI

(2021). Simultaneous Material Microstructure Classification and Discovery via Hidden Markov Modeling of Acoustic Emission Signals. ASME 2020 15th International Manufacturing Science and Engineering Conference.

PDF Cite DOI

(2021). Real-Time Detection of Clustered Events in Video-Imaging Data with Applications to Additive Manufacturing. IISE Transactions.

PDF Cite Project DOI

(2021). Rapid Detection of Hot-Spots via Tensor Decomposition with Applications to Crime Rate Data. Journal of Applied Statistics.

PDF Cite DOI

(2021). Hierarchical Tree-Based Sequential Event Prediction with Application in the Aviation Accident Report. Proceedings 37th IEEE International Conference on Data Engineering.

PDF Cite Project DOI

(2021). Edge Computing Accelerated Defect Classification Based on Deep Convolutional Neural Network With Application in Rolling Image Inspection. ASME 2020 15th International Manufacturing Science and Engineering Conference.

PDF Cite Project Project DOI

(2021). Deep Multistage Multi-Task Learning for Quality Prediction and Diagnostics of Multistage Manufacturing Systems. Journal of Quality Technology.

PDF Cite Project Project DOI

(2021). Adaptive Change Point Monitoring for High-Dimensional Data. Statistica Sinica.

PDF Cite Project DOI

(2020). Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction. Thirty-Fourth AAAI Conference on Artificial Intelligence.

PDF Cite DOI

(2020). AKM2D: An Adaptive Framework for Online Sensing and Anomaly Quantification. IISE Transactions.

PDF Cite DOI

(2020). Multi-Sensor Prognostics Modeling for Applications with Highly Incomplete Signals. IISE Transactions.

PDF Cite DOI

(2020). Comments on: On Active Learning Methods for Manifold Data. TEST.

Cite DOI

(2020). Performance Evaluation of Production Systems Using Real-Time Machine Degradation Signals. IEEE Transactions on Automation Science and Engineering.

PDF Cite Project DOI

(2020). Multiple Tensor-on-Tensor Regression: An Approach for Modeling Processes With Heterogeneous Sources of Data. Technometrics.

PDF Cite DOI

(2020). Dynamic Multivariate Functional Data Modeling via Sparse Subspace Learning. Technometrics.

PDF Cite DOI

(2020). Anatomically-Constrained Deep Learning for Automating Dental CBCT Segmentation and Lesion Detection. IEEE Transactions on Automation Science and Engineering.

PDF Cite DOI

(2019). Spatio-Temporal Anomaly Detection, Diagnostics, and Prediction of the Air-Traffic Trajectory Deviation Using the Convective Weather. Annual Conference of the PHM Society.

Cite Project DOI

(2019). Physics-Based Deep Spatio-Temporal Metamodeling for Cardiac Electrical Conduction Simulation. IEEE International Conference on Automation Science and Engineering.

PDF Cite DOI

(2019). Image-Based Process Monitoring via Adversarial Autoencoder with Applications to Rolling Defect Detection. IEEE International Conference on Automation Science and Engineering.

PDF Cite Project DOI

(2019). Rapid Detection of Hot-Spot by Tensor Decomposition with Application to Weekly Gonorrhea Data. The XIIIth International Workshop on Intelligent Statistical Quality Control,.

PDF Cite Project DOI

(2018). Real-Time Production Performance Analysis Using Machine Degradation Signals: A Two-Machine Case. 2018 IEEE 14th International Conference on Automation Science and Engineering (CASE).

PDF Cite DOI

(2018). A Wavelet-Based Penalized Mixed-Effects Decomposition for Multichannel Profile Detection of In-Line Raman Spectroscopy. IEEE Transactions on Automation Science and Engineering.

PDF Cite DOI

(2018). Multiple Profiles Sensor-Based Monitoring and Anomaly Detection. Journal of Quality Technology.

PDF Cite DOI

(2017). Generalized Wavelet Shrinkage of Inline Raman Spectroscopy for Quality Monitoring of Continuous Manufacturing of Carbon Nanotube Buckypaper. IEEE Transactions on Automation Science and Engineering.

PDF Cite DOI

(2016). Multiple Sensor Data Fusion for Degradation Modeling and Prognostics under Multiple Operational Conditions. IEEE Transactions on Reliability.

PDF Cite DOI

(2016). Fast Wavenumber Measurement for Accurate and Automatic Location and Quantification of Defect in Composite. Structural Health Monitoring.

PDF Cite DOI

(2015). Image-Based Process Monitoring Using Low-Rank Tensor Decomposition. IEEE Transactions on Automation Science and Engineering.

PDF Cite DOI

(2014). Frequency Domain Instantaneous Wavenumber Estimation for Damage Quantification in Layered Plate Structures. EWSHM - 7th European Workshop on Structural Health Monitoring.

PDF Cite