I-Hsi Kao

I-Hsi Kao Picture

POSTDOCTORAL RESEARCHER

1357 S. 46th Street
Building 452 (Room 106), Berkeley Global Campus
Richmond, CA 94804
United States
Phone: 
510-289-7864
Email Address: 

Current Research

  • Advance Driver Assistance System,
  • Artificial Intelligence,
  • Data Analysis,
  • Data Engineering,
  • Deep Learning,
  • Intelligent Identification Systems,
  • Machine Learning,
  • Prediction System.

Biography

I-Hsi Kao was born in Taipei, Taiwan, in 1994. He received his B.S. degree in electrical engineering from National United University, Miaoli, Taiwan, in 2016, and his M.S. and Ph.D. degrees in mechanical and electro-mechanical engineering from National Sun Yat-sen University Kaohsiung, Taiwan, in 2018, and 2021. He was a visiting scholar at UC Berkeley in 2020. He is currently a postdoctoral researcher in Berkeley DeepDrive, California PATH, UC Berkeley.

Education

  • Ph.D., Mechanical and Electro-mechanical Engineering, National Sun Yat-sen University, 2021

  • M.S., Mechanical and Electro-mechanical Engineering , National Sun Yat-sen University, 2018

  • B.S., Electrical Engineering, National United University, 2016

Experience

  • Postdoctoral Researcher, California PATH, UC Berkeley. 2022

  • Visiting Scholar, California PATH, UC Berkeley. 2020

  • Research Assistant, National Sun Yat-sen University, Kaohsiung, Taiwan. 2016-2020

Publications

Journal Papers:

  1. I. H. Kao and C. Y. Chan, "Impact of posture and social features on pedestrian road-crossing trajectory prediction," IEEE Transactions on Instrumentation and Measurement, vol. 71, Jan. 2022.
  2. I. H. Kao and J. W. Perng, "Early prediction of coronavirus disease epidemic severity in the contiguous United States based on deep learning," Results in Physics, vol. 25, Jun. 2021.
  3. C. S. Wang, I. H. Kao, and J. W. Perng, "Fault diagnosis and fault frequency determination of permanent magnet synchronous motor based on deep learning," Sensors, vol. 21, no. 11, May. 2021.
  4. C. S. Wang, I. H. Kao, Y. W. Hsu, T. C. Lin, D. M. Tsay, and J. W. Perng, "Thread quality classification of a tapping machine based on machine learning," IEEE Transactions on Instrumentation and Measurement, vol. 70, Mar. 2021.
  5. I. H. Kao, Y. W. Hsu, Y. H. Lai, and J. W. Perng, "Laser cladding quality monitoring using coaxial image based on machine learning," IEEE Transactions on Instrumentation and Measurement, vol. 69, no. 6, pp. 2868-2880, Jun. 2020.
  6. J. W. Perng, I. H. Kao, C. T. Kung, S. C. Hung, Y. H. Lai, and C. M. Su, "Mortality prediction for suspected infected patients in an emergency department based on machine learning," Journal of Clinical Medicine, vol. 8, no. 11, Nov. 2019.
  7. I. H. Kao, Y. W. Hsu, Y. Z. Yang, Y. L. Chen, Y. H. Lai, and J. W. Perng, "Determination of Lycopersicon Maturity using Convolutional Autoencoders," Scientia Horticulturae, vol. 256, no. 15, Oct. 2019.
  8. I. H. Kao, W. J. Wang, Y. H. Lai, and J. W. Perng, "Analysis of permanent magnet synchronous motor fault diagnosis based on learning," IEEE Transactions on Instrumentation and Measurement, vol. 68, no. 2, pp. 310-324, Feb. 2019.
  9. J. W. Perng, I. H. Kao, Y. W. Chen, Y. H. Lai, C. M. Su, S. C. Hung, M. S. Lee, and C. T. Kung, "Analysis of the 72-h mortality of emergency room septic patients based on a deep belief network," IEEE ACCESS, vol. 6, pp. 76820-76830, Dec. 2018.

Conference Papers:

  1. I. H. Kao and C. Y. Chan, "Estimation of vehicle dynamics by fusion image and radar based on subtraction convolutional neural network," Journal of Physics: Conference Series, vol. 2235, Dec. 2021.
  2. I. H. Kao, X. Zhou, I. M. Chen, P. Wang, and C. Y. Chan, "A posture feature based pedestrian trajectory prediction with LSTM," IEEE International Conference on Consumer Electronics-Taiwan, Best Paper Award, Sep. 2021.
  3. C. Y. Li, I. H. Kao, Y. C. Tsai, J. W. Perng, W. W. Chen, C. L. Tai, C. C. Chu, and M. C. Wu, "Method for detecting boar abdominal characteristics based on deep learning," IEEE International Conference on Consumer Electronics-Taiwan, Sep. 2021.
  4. I. H. Kao, J. A. Su, J. W. Perng, "Design of outdoor autonomous mobile Robot," International Conference on Recent Innovations in Biotechnology, System Engineering, Applied Sciences, Space Environment & Aviation Technology, Sep. 2018.
  5. I. H. Kao, W. J. Wang, I. C. Chiang, J. W. Perng, "Implementation of permanent magnet synchronous motor fault diagnosis by a stacked autoencoder," IEEE International Conference on Consumer Electronics-Taiwan, May. 2018.
  6. I. H. Kao, Y. Z. Yian, J. A. Su, Y. H. Lai, J. W. Perng, T. L. Hsieh, Y. S. Tsai, and M. S. Hsieh, "Design of sensor fusion driver assistance system for active pedestrian safety," International Conference on Automation Technology, Dec. 2017.
  7. I. H. Kao, K. C. Lu, and J. W. Perng, "Design and implementation of fuzzy-PI controllers for PMSM based on multi-objective optimization algorithms," International Conference on Mechanical, Automotive and Materials Engineering, Aug. 2017.