| Closed-Loop Product Defect Identification and Remediation for Semi-Continuous Roll-to-Part Manufacturing Systems |
Manufacturing x Digital |
2025 |
Predictive Maintenance, Manufacturing |
| Development of an expandable fetal shunt with one way valve |
Cincinnati Children’s Hospital |
2024 |
Medical Robot |
| Transfer Learning and Data Anonymization with Knowledge Retention Role |
Applied Materials, Inc. |
2024 |
Knowledge Retention, Semiconductor Manufacturing |
| Digital Twin - Enabled Yield Enhancement Methodology for Semiconductor Manufacturing by Using Stream-of-Quality Analytics |
National Institute of Standards and Technology |
2024 |
Machine Learning, Semiconductor Manufacturing |
| Predictive Maintenance for Multi-Stage Roll-to-Roll Manufacturing |
Manufacturing x Digital |
2024 |
Predictive Maintenance, Manufacturing |
| Industrial Artificial Intelligence Consortium to Advance High Mix Production Role |
National Institute of Standards and Technology |
2024 |
Artificial Intelligence, Semiconductor |
| Robust ball screw prognosis based on a physics informed model for online preload estimation |
National Institute of Standards and Technology |
2024 |
Prognosis, Physics Informed Model |
| Transfer Learning and Data Anonymization with Knowledge Retention Phase 2 |
Applied Materials, Inc. |
2023 |
Knowledge Retention, Semiconductor |
| Hitachi High-Technologies Corp - |
Hitachi High-Technologies Corporation |
2023 |
Semiconductor Manufacturing |
| UMC - Applications of Machine Learning Operation Techniques |
United Microelectronics Corporation |
2023 |
Machine Learning, Semiconductor |
| Health Assessment & Fault Detection for Industrial Robots |
Mitsubishi Electric Corporation |
2023 |
Robotics |
| Digital Twin based Plasma Etching Chamber Matching and Machine Calibration Considering Sensor Drift (extension of award) |
Hitachi High-Technologies Corporation |
2022 |
Digital Twin, Plasma Etching |
| Transfer Learning and Data Anonymization with Knowledge Retention |
Applied Materials, Inc. |
2022 |
Transfer Learning, Data Anonymization |
| Health Assessment & Fault Detection for Industrial Robots |
Mitsubishi Electric Corporation |
2022 |
Industrial Robotics |
| Development of digital twin model for Hitachi plasma etching tool and calibration of tool performance shift |
Hitachi High-Technologies Corporation |
2021 |
Digital Twin Development, Manufacturing |
| Multivariate Simulation Dataset Generation for Fault Detection with Semi-Automated Feature Extraction |
Applied Materials, Inc. |
2021 |
Simulation, Semiconductor |
| Chamber Matching based on Etching Digital Twin Model |
Hitachi High-Technologies Corporation |
2021 |
Chamber Matching, Etching |
| Applications of Machine Learning Operation Techniques |
United Microelectronics Corporation |
2021 |
Artificial Intelligence, Semiconductor |
| Winbond Electrostatic (ESC) Chuck Remaining Useful Life |
Winbond Electronics Corporation |
2021 |
Electronics |
| TSMC Training |
Taiwan Semiconductor Manufacturing Company Ltd. |
2020 |
Industry Training |
| Mitsubishi Electric Research |
Mitsubishi Electric Corporation |
2020 |
Robotics |
| Optimization based on Process Sensor Variable Profiles |
Hitachi High-Technologies Corporation |
2020 |
Process Optimization |
| PHM Methods for Robot Arms and Pumps |
AU Optronics Corporation |
2020 |
Robotics |
