Phat Kim Huynh

Phat Huynh is currently a 4th year PhD student of the Industrial and Manufacturing Engineering Department at North Dakota State University. He earned his bachelor’s degree in Biomedical Engineering, International University - VNU-HCM in 2018, Viet Nam. His work focuses on wearable devices, nonlinear dynamical systems, probabilistic graphical models, machine learning models, and predictive analytics in healthcare.

1. Huynh, Phat K., et al. "Probabilistic domain-knowledge modeling of disorder pathogenesis for dynamics forecasting of acute onset." Artificial Intelligence in Medicine 115 (2021): 102056.

2. Huynh, Phat K., et al. "A Probabilistic Domain-knowledge Framework for Nosocomial Infection Risk Estimation of Communicable Viral Diseases in Healthcare Personnel: A Case Study for COVID-19.“ (submitted to PLOS ONE journal with “minor revisions”)

3. Huynh, Phat K., et al. " Koopman Spectral Analysis of Intermittent Dynamics in Complex Systems: A Case Study in Pathophysiological Processes of Obstructive Sleep Apnea.“ (submitted to IISE Transactions on Healthcare Systems Engineering)

4. Phat K. Huynh and Trung Le. "Optimal sampling strategy for multi-scale complex systems using Deep Reinforcement Learning." (drafting)

5. Mead, M. P., Huynh, P., Le, T. Q., & Irish, L. A. (2022). Temporal Associations Between Daytime Napping and Nocturnal Sleep: An Exploration of Random Slopes. Annals of Behavioral Medicine.

6. Toan Le, Phat K. Huynh, and Trung Le. "A review of the relationship between head and neck cancer and obstructive sleep apnea: Clinical study and statistical analysis".

7. Huynh, Phat K., et al. “Causal Inference in Longitudinal Studies Using Causal Bayesian Network with Latent Variables." 2022 Annual Reliability and Maintainability Symposium (RAMS).

8. Bui, C. T., Huynh, P. K., Phan, H. T., Le, T. Q., & Van Toi, V. (2018, June). Developing Neural-fuzzy-based Unscented Kalman Filter Algorithm for Atrial Fibrillation Onset Prediction. In International Conference on the Development of Biomedical Engineering in Vietnam (pp. 119-125). Springer, Singapore.

1. Phat Huynh. “ Optimal Sampling Strategy for Multi-scale Complex Dynamical Systems using Deep Reinforcement Learning", Student Research Day 2022 at North Dakota State University, 2022.

2. Trung Le and Phat Huynh. "Technologies and Methods to Improve Sleep Health", Avenues of Scientific Discovery at North Dakota State University, 2022.

3. Phat Huynh. “Causal Inference in Longitudinal Studies Using Causal Bayesian Network with Latent Variables." 2022 Annual Reliability and Maintainability Symposium (RAMS), Tucson, Arizona, 2022.

4. Phat Huynh. "A Probabilistic Domain-knowledge Framework for Nosocomial Infection Risk Estimation of Communicable Viral Diseases in Healthcare Personnel: A Case Study for COVID-19.“, IISE Annual Virtual Conference & Expo 2021.

5. Phat Huynh. "Probabilistic domain-knowledge modeling of disorder pathogenesis for dynamics forecasting of acute onset." , 3rd Graduate School Annual Research Symposium at North Dakota State University, 2019.

6. Phat Huynh. "Developing Neural-fuzzy-based Unscented Kalman Filter Algorithm for Atrial Fibrillation Onset Prediction", International Conference on the Development of Biomedical Engineering in Vietnam, 2018.

1. Teaching assistant

North Dakota State University

• IME 311: Work/Station Design and Measurement - Undergraduate (Spring 2020, 2021)
• IME 485/685: Industrial and Manufacturing Facility Design - Undergraduate/Graduate (Fall 2019, 2020)
• IME 480/680: Production and Inventory Control - Undergraduate/Graduate (Fall 2018, 2019, 2020)

International University - VNU (conducted in English)

• BM007IU: Introduction to Biomedical Engineering - Undergraduate (Fall 2017)
• BM071IU: Computer Aided Diagnosis - Undergraduate (Fall 2017)

2. Courses taught

North Dakota State University

• IME 440/640: Engineering economy - Undergraduate/Graduate (upcoming)
• BME 220: Introduction to Biomedical Engineering - Bio-signal processing - Undergraduate (Fall 2021)

3. Advisees and mentorship

Undergraduate students

Khang Ho, North Dakota State University Artificial Intelligence on Sustainable Energy Infrastructure Network (AI SUSTEIN) 2022 Summer Research Experiences for Undergraduate (REU) Program (June 2022 - Aug 2022)

• Dr. Trung (Tim) Quoc Le, Assistant Professor, North Dakota State University. Email: trung.q.le@ndsu.edu. Cell phone: (701) 231-7286.
• Dr. Om Prakash Yadav, Chair and Professor at North Carolina Agricultural and Technical State University. Email: oyadav@ncat.edu . Cell phone: (336) 285-3759
• Dr. Nita Yodo, Assistant Professor, North Dakota State University. Email: nita.yodo@ndsu.edu. Cell phone: (701) 231-5376.
• Dr. Toi Van Vo, Chair of Biomedical Engineering Department - International University - Vietnam. Email: vovantoi09@gmail.com. Tel: (84-8) - 37244270 Ext. 3237.