PATENTS
- Prediction Optimization for System-level Production Control. Patent 11099529 [PDF] Dzung T. Phan, Lam M. Nguyen, Pavankumar Murali, Jayant R. Kalagnanam.
PATENT APPLICATIONS
- System and Method for Blending Graph Predictions. To be filed (Pending) Thanh Lam Hoang, Gabriele Picco, Yufang Hou, Young-Suk Lee, Lam M. Nguyen, Dzung Tien Phan, Vanessa Lopez Garcia, Ramon Fernandez Astudillo.
- System and Methods for Optimizer Agnostic and Interactive Explanations for Large Scale Schedules. To be filed (Pending) Surya Shravan Kumar Sajja, Kanthi Sarpatwar, Lam M. Nguyen, Yuan Yuan Jia, Stephane Michel, Roman Vaculin.
- A Method for Active Learning for Class-Imbalanced Datasets Based on Generalization Bound Minimization. To be filed (Pending) Dzung Tien Phan, Huozhi Zhou, Lam M. Nguyen, Chandrasekhara K. Reddy, Jayant R. Kalagnanam.
- Interpretable Clustering via Multi-Polytope Machines. To be filed (Pending) Dzung T. Phan, Connor Lawless, Jayant R. Kalagnanam, Lam M. Nguyen, Chandrasekhara K. Reddy.
- A Method and System for Condition-Based Asset Fleet Maintenance Rescheduling. To be filed (Pending) Pavankumar Murali, Dzung T. Phan, Nianjun Zhou, Lam M. Nguyen.
- Method and System of Layer and Component Oriented Optimization Flexible and Pluggable Architecture for Asset Management Platform. To be filed (Pending) Nianjun Zhou, Pavankumar Murali, Dzung T. Phan, Lam M. Nguyen.
- Method, System and Method for unsupervised Learning of Semantic Graph from textual data and language generation from Semantic grapH via Reinforcement learning. To be filed (Pending) Hoang Thanh Lam, Dzung T. Phan, Gabriele Picco, Lam M. Nguyen, Marco Luca Sbodio, Vanessa Lopez Garcia.
- Method, Apparatus, and System of Dynamic Asset Management Optimization with Integration of Asset Failure and Asset Health Prediction Change. To be filed (Pending) Nianjun Zhou, Dzung T. Phan, Pavankumar Murali, Lam M. Nguyen.
- An End-to-End Model for Training Decision Trees with Dimension Reduction. To be filed (Pending) Dung Tien Phan, Michael Huang, Pavankumar Murali, Lam M. Nguyen.
- Method for Reasonable Matching Learning. To be filed (Pending) Hoang Thanh Lam, Dzung T. Phan, Gabriele Picco, Lam M. Nguyen, Vanessa Lopez Garcia.
- A Method and System for Performing Distributed Training of Large-Scale Deep Neural Networks and Machine Learning Models. To be filed (Pending) Lam M. Nguyen, Dung Tien Phan, Jayant R. Kalagnanam.
- Multi-Polytope Machine for Classification. Filed on September 30, 2021 (Pending) Dzung T. Phan, Lam M. Nguyen, Jayant R. Kalagnanam, Chandrasekhara K. Reddy, Srideepika Jayaraman.
- Site-Wide Optimization for Mixed Regression Models and Mixed Control Variables. Filed on May 25, 2021 (Pending) Dung Tien Phan, Nhan H. Pham, Lam M. Nguyen.
- A Shuffling-Type Gradient Method for Training Machine Learning models with Big Data. Filed on December 1, 2020 (Pending) Lam M. Nguyen, Dung Tien Phan.
- System-level Control using Tree-based Regression with Outlier Removal. Filed on August 20, 2020 (Pending) Dung Tien Phan, Pavankumar Murali, Lam M. Nguyen.
- Site-wide Operations Management Optimization for Manufacturing and Processing Control. Filed on August 20, 2020 (Pending) Dung Tien Phan, Lam M. Nguyen, Pavankumar Murali, Hongsheng Liu.
- A Method for Tuning Hyper-Parameters for Classification. Filed on July 27, 2020 (Pending) Dung Tien Phan, Hongsheng Liu, Lam M. Nguyen.
- A Method and System for Automated Generation of Optimization Model for System-Wide Plant Optimization. Filed on July 24, 2020 (Pending) Dung Tien Phan, Lam M. Nguyen, Pavankumar Murali, Nianjun Zhou.
- System and Method for Quality Mode Prediction in Manufacturing and Process Industries. Filed on February 20, 2020 (Pending). United States Patent Application 20210264290. Pavankumar Murali, Haoran Zhu, Dung Tien Phan, Lam M. Nguyen.
- Compression of Deep Neural Networks. Filed on March 13, 2019 (Pending). United States Patent Application 20200293876. Dzung T. Phan, Lam M. Nguyen, Nam H. Nguyen, Jayant R. Kalagnanam.
