智慧營運與決策品質實驗室

智慧營運與決策品質實驗室

Led by Dr. Kai-Bin Huang, the laboratory focuses on applying data analytics and intelligent decision-making to improve operational efficiency and decision quality through innovative industrial engineering methodologies.
本實驗室由黃凱斌博士主持，專注於運用資料分析與智慧決策，以創新工業工程技術提升營運效率與決策品質。

Publications

(A) Journal Papers

  1. Kai-Bin Huang, Tian-Shyug Lee, Jonathan Lee, Jy-Ping Wu, Leemen Lee and Hsiu-Mei Lee (2024). “Applying Multi-Task Deep Learning Methods in Electricity Load Forecasting Using Meteorological Factors”, Mathematics, 2024, 12, 3295 (Q1, SCI).

  2. Liu, C.-L., Tzu-Yu Chang, Huang, T.-H., Jie-Si Yang, and Huang, K.-B. (2023). “A deep learning sequence model based on self-attention and convolution for wind power prediction”, Renewable Energy, 219(1), 119399 (SCI).

  3. C. C. Kuo, Kai Bin Huang, Jau-Chuan Ke, T. H. Liu, and Shey-Huei Sheu (2023). “Modelling and optimisation for a retrial queue with imperfect coverage and reboot delay” (ESCI).

  4. Liu, C.-L., Tseng, C.-J., Huang, T.-H., Yang, J.-S., and Huang, K.-B.* (2023). “A Multi-task Learning Model for Building Electrical Load Prediction”, Energy & Buildings, 278, 1 January 2023, 112601 (Q1, SCI).

  5. Huang, Kai-Bin, “Analysis and Monitoring Mechanism for Renewable Energy Certificate Site’s Intelligent Meteorological Power Forecasting,” Journal of Professional Electrical Engineers (Journal of the Chinese Society of Electrical Engineers / ISSN. 1023-8824), April 2020, 34(2).

  6. Huang, Kai-Bin, “Introduction to Statistical Methods for the ISO 13528 Proficiency Testing Program,” Journal of Electronics Testing and Quality Control, Issue 119, July 2019 (Technical Journal).

  7. Huang, Kai-Bin, “Establishing a Solar Power Forecasting Model Using Meteorological Factors and Machine Learning Techniques,” Journal of Electronics Testing and Quality Control, Issue 114, April 2018 (Technical Journal).

  8. Huang, Kai-Bin, “Introduction to Homogeneity and Stability Testing Methods in the ISO 13528 Proficiency Testing Program,” Journal of Electronics Testing and Quality Control, Issue 111, July 2017 (Technical Journal).

  9. Jau-Chuan Ke, Kai-Bin Huang, Ching-Chang Kuo. (2017), “Reliability-based measures for a batch-arrival queue with an un-reliable server and delayed repair under randomised vacations”, 7(24), International Journal of Industrial and Systems Engineering 500-525 (EI).

  10. Yu-Ting Tai, W.L. Pearn, Kai-Bin Huang, Lu-Wei Liao (2014) , “Capability assessment for Weibull in-cell touch panel manufacturing processes with variance change”, IEEE Transactions on Semiconductor Manufacturing, 27(2), 184-191 (SCI).

  11. Jau Chuan Ke, Kai Bin Huang. (2012), “Analysis of batch arrival queue with randomized vacation policy and an un-reliable server”, Journal of Systems Science & Complexity, 25, 759-777 (SCI).

  12. Jau Chuan Ke, Kai Bin Huang. and Wen Lea Pearn. (2012) “A batch arrival queue under randomized multi-vacation policy with unreliable server and repair”, International Journal of Systems Science, 43(3), 552-565 (SCI).

  13. Pearn, W. L., Tai, Y. T., Huang, K. B. and Ku, P. L. (2011), “Accessing manufacturing yield for gamma wafer sawing processes in COG packaging”, IEEE Transactions on Electronics Packaging Manufacturing, 1(8), 1282-1291 (SCI).

  14. Jau Chuan Ke, Kai Bin Huang. and Wen Lea Pearn. (2011) “The performance measures and randomized optimization for an unreliable server M^[x]/G/1 vacation system”, Applied Mathematics and Computation, 217(21), 8277-8290 (SCI).

  15. Ke, J.-C. and Huang K.-B. (2010), “Analysis of an unreliable server M[x]/G/1 system with randomized vacation and a delayed repair”, Stochastic Models, 26(2), 212-241 (SCI).

  16. Jau Chuan Ke, Kai Bin Huang. and Wen Lea Pearn. (2010) “The randomized vacation policy for a batch arrival queue”, Applied Mathematical Modelling, 34(6), 1524-1538 (SCI).

  17. Jau Chuan Ke, Kai Bin Huang. and Wen Lea Pearn. (2010) “Randomized policy of a Poisson input queue with J vacations”, Journal of Systems Science and Systems Engineering, 19, 50-71 (SCI).

  18. Kuo Hsiung Wang and Kai Bin Huang. (2009) “A Maximum Entropy Approach for the <p, N>-Policy M/G/1 Queue with a Removable and Unreliable Server”, Applied Mathematical Modelling, 33(4), 2024-2034 (SCI).

(B) Conference Publications

  1. Huang, K.-B., & Lee, Y.-H. (2025).Application of Multi-Task Deep Learning in Electricity Load Forecasting and Building Energy Management. 人Proceedings of the 17th International Conference on Smart Computing and Artificial Intelligence (IIAI AAI 2025). IEEE Conference Publishing Services (IEEE CPS). (Accepted)

  2. Huang, Kai-Bin, and Chen, Yung-Tai. (October 15, 2020), “Intelligent Monitoring System for Renewable Energy Sites Integrating Numerical Meteorology and Machine Learning,” 2020 Symposium on Energy Technology Products and Testing Techniques, Taipei.
  3. Huang, Kai-Bin. (June 21-22, 2019), “Establishing Solar and Wind Power Forecasting Models Using the Weather Research and Forecasting Model (WRF) and Machine Learning Techniques,” 28th Southern Taiwan Statistical Conference, National Chung Hsing University.

  4. Huang, Kai-Bin, Chen, Yung-Tai, and Chuang, Chen-Pin. (October 17, 2019), “Verification Mechanism for Field Power and Meteorological Data in Taiwan’s Renewable Energy Certificate System,” 2019 Symposium on Energy Technology Products and Testing Techniques, Taipei (Awarded 2nd place for oral presentation).

  5. Huang, Kai-Bin, “Application of the Weather Research and Forecasting (WRF) Model and Power Generation Geographic Information System in the Verification Mechanism for Renewable Energy Certificate Generation,” 27th Southern Taiwan Statistical Conference, June 29-30, 2018.

  6. Tsou Ching-Shih, Liang, Jin.-Wei., Wang, Erh-Jui and Huang, Kai-Pin (2018). “Prediction of global solar radiation by artificial neural network and support vector machine”, ICETAT 2018, Taipei, Taiwan.

  7. Huang, Kai-Bin. (September 20, 2018), “Renewable Energy Certificate Information Monitoring System Integrating Meteorological and Power Generation Data,” 2018 Symposium on Energy Technology Products and Testing Techniques, Taipei.

  8. Huang, Kai-Bin. (November 3, 2017), “Analysis of Electromagnetic Interference Capability Test Results in Electrical Testing Domain for 2016-2017,” 2017 Symposium on Energy Technology Products and Testing Techniques.

  9. Hsieh, Chao-Ming, Huang, Kai-Bin, and Mou, Wan-Chao. (June 3, 2017), “Study of the Energy-Saving Electrical Products UV LED Measurement System,” 2017 Symposium on Green Technology Engineering and Applications, Taichung.

  10. Huang, Kai-Bin. (June 23-24, 2017), “Advanced Solar Power Forecasting Using Meteorological Numerical Prediction and Machine Learning Techniques,” 26th Southern Taiwan Statistical Conference, National Taipei University (Invited as Session Chair for Applied Statistics).

  11. Ke, J.-C., Huang, K.-B. and Pearn, W. L. (July 12-15, 2009) “Queueing and reliability measures for a vacation queue with an unreliable server and repair”, INFORMS (Institute for Operations Research and the Management Sciences) Ithaca, New York, USA

  12. Huang, K.-B., Ke, J.-C. and Pearn, W. L. (July 12-15, 2009) “Analysis of an unreliable server M[x]/G/1 system with randomized vacation and a delayed repair”, INFORMS (Institute for Operations Research and the Management Sciences) Ithaca, New York, USA.

  13. Kai-Bin Huang , Wen Lea Pearn, and Jau-Chuan Ke. (2008). “On the M[X]/G/1 queueing system ,with a randomized control policy.” (International Conference on Queueing Theory and Network Applications , QTNA). Taipei

  14. Wang, K.-H. and Huang, K.-B. (June 25-28, 2006) “A Maximum Entropy Approach for the<p, N> - policy M/G/1 Queue with Server Breakdowns”, INFORMS (Institute for Operations Research and the Management Sciences) Hong Kong 2006.