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Phattara Khumprom

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Phattara Khumprom

    • Internation Business Studies

      • Assistant Professor

        Programs

        • Undergraduate

Areas of Expertise

  • Data Models and Machine Learning
  • Logistics and Operations Management
  • Reliability Engineering and Prognostics and Health Management
  • Inventory Control
  • Forecasting Algorithms

Teaching Interests

  • Operations and Supply Chain Management
  • Business Technology
  • Data Mining and Data Science for Business Intelligence

Academic Profiles

Research

  • Remaining Useful Life Estimation for Engineering Applications using Machine Learning Approaches
  • Mixed Unsupervised Machine Learning Approaches to Analyzing Household Poverty
    Indicators and Features: A Case of Hill Tribe Villages in Thailan
  • Design and development of Secision Support System for Export Durian Farmers under Climate Change
  • Development of a Data-Driven Optimization Method for Enhancing the Efficiency of the Transportation and Delivery in the Drinking Water and Ice Industry
  • Data-Driven Smart Manufacturing System Design toward integrating Blockchain Technology in MDF Wood Board Manufacturing Industry

Representative Publications

  • Khumprom, P.*, & Yodo, N. (2019). A data-driven predictive prognostic model for lithium-ion batteries based on a deep learning algorithm. Energies, 12(4), 660. DOI: 10.3390/en12040660 New Tab
  • Khumprom, P.*, & Yodo, N. (2019, January). Data-driven Prognostic Model of Li-ion Battery with Deep Learning Algorithm. In 2019 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE. DOI: 10.1109/RAMS.2019.8769016 New Tab
  • Khumprom, P.*, Grewell, D., & Yodo, N. (2020, January). Neural Networks Based Feature Selection Approaches for Prognostics of Aircraft Engines. In 2020 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-7). IEEE. DOI: 10.1109/RAMS48030.2020.9153598 New Tab
  • Khumprom, P.*, Grewell, D., & Yodo, N. (2020). Deep Neural Network Feature Selection Approaches for Data-Driven Prognostic Model of Aircraft Engines. Aerospace, 7(9), 132. DOI: 10.3390/aerospace7090132 New Tab
  • Khumprom, P. *, Davila-Frias, A., Grewell, D., & Buakum, D. (2023, January). A Hybrid Evolutionary CNN-LSTM Model for Prognostics of C-MAPSS Aircraft Dataset. In 2023 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-8). IEEE. DOI: 10.1109/RAMS51473.2023.10088251 New Tab
  • Davila-Frias, A., Khumprom, P. *, & Yadav, O. P. (2023, January). Reliability Estimation Using Long Short-Term Memory Networks. In 2023 Annual Reliability and Maintainability Symposium (RAMS) (pp. 1-6). IEEE. DOI: 10.1109/RAMS51473.2023.10088225 New Tab
  • Khumprom, P. *, Davila-Frias, A., Sirivongpaisal, N., Buakum, D., Jindakul, J., Suwatcharachaitiwong, S., & Treeranurat, L. (2023, October). The Stock-flow Classification Model Using Ensemble Machine Learning Approach for Particle Board Inventory. In 23rd Asia Pacific Industrial Engineering & Management System Conference (APIEMS) (pp. 98-100). UKM-Graduate School of Business (UKM-GSB) Universiti Kebangsaan Malaysia. e-ISBN: 978-967-17856-1-4 New Tab
  • Davila-Frias, A., Yodo, N., Yadav, O. P., & Khumprom, P.* (2024). Probabilistic modeling of hardware and software interactions for system reliability assessment. Quality Engineering, 36(1), 131. DOI: 10.1080/08982112.2023.2274563 New Tab
  • Muanchang, S., Wepulanon, P., Khumprom, P.*, & Davila-Frias, A. (2024, June). Diesel Price Prediction Models with Traditional Time-Series Algorithms and Neural Networks. In 2024 21st International Joint Conference on Computer Science and Software Engineering (JCSSE) (pp. 246-252). IEEE. DOI: 10.1109/JCSSE61278.2024.10613626 New Tab
  • Kongkaew, W., Koohathongsumrit, N., Pongsathornwiwat, A., Suwatcharachaitiwong, S., Buakum, D., Limna, T., & Khumprom, P.* (2024, November). Application of Hippopotamus Optimization Algorithm for the Routing Problem in Drinking Water Factory. In 24rd Asia Pacific Industrial Engineering & Management System Conference (APIEMS) (pp. 332-337). Chiang Mai University, Thailand. e-ISSN 2351-048X New Tab
  • Suwatcharachaitiwong, S., Sirivongpaisal, N., Surasak, T., Jiteurtragool, N., Treeranurat, L., Teeraparbseree, A., Khumprom, P.*, Pungchompoo, S., & Buakum, D. (2025). Machine Learning-Driven Preventive Maintenance for Fibreboard production in Industry 4.0. International Journal of Advanced Computer Science and Applications, 16(3), 942-950. DOI: 10.14569/IJACSA.2025.0160392 New Tab
  • Yaacoub, A., Tarnpradab, S., Khumprom, P.*, Assaghir, Z., Prevost, L., & Da-Rugna, J. (2025, June). Enhancing AI-Driven Education: Integrating Cognitive Frameworks, Linguistic Feedback Analysis, and Ethical Considerations for Improved Content Generation, In 2025 International Joint Conference on Neural Networks (IJCNN) (pp. 1-7). Rome, Italy. DOI: 10.1109/IJCNN64981.2025.11229046 New Tab
  • Kongkaew, W., Khumprom, P.*, Limna, T., Suwatcharachaitiwong, S., & Buakum, D. (2025). HORL_2OPT: A Hybrid Reinforcement Learning and Hippopotamus Optimization Algorithm for Bottled Water Delivery Route Optimization. Science & Technology Asia, 30(4), 28-54. e-ISSN 2586-9027 New Tab
  • Khumprom, P.*, Kongkaew, W., Yaacoub, A., & Thanawitsatien, N. (2025, November). Validating warehouse picking strategies using simulation: Case study of a plumbing equipment firm. In. 2025 11th International Conference on Control Engineering & Information Technology (CEIT) Proceedings Book Series (Vol. 27) (pp. 1–12). Bangkok, Thailand. DOI: 10.051103/PBS.251227701 New Tab

Education

  • Bachelor of Electrical Engineering (Electrical Power Engineering)
    Prince of Songkla University (PSU), Hat Yai, Thailand
  • Master of Science in Engineering Management
    Robert Morris University (RMU), Pittsburgh, Pennsylvania
  • Doctor of Philosophy (Ph.D.) in Industrial Engineering
    North Dakota State University (NDSU), Fargo, North Dakota

Previous Appointments

  • Lecturer (Tenure) Department of Industrial and Manufacturing Engineering, Prince of Songkla University (PSU), Hat Yai, Thailand  
  • Lecturer (Tenure) and Assistant Dean in Academic Affair Graduate School of Management and Innovation, King Mongkut's University of Technology Thonburi, Bangkok, Thailabd

Professional Associations

  • Member of IEEE (the Institute of Electrical and Electronics Engineers) Society
  • Certificate of Quantitative Finance (CQF) Alumni