Homepage of Zhangyue Shi


I am Zhangyue Shi, a data scientist at Bayer Crop Science. I obtained my PhD degree at School of Industrial Engineering & Management with minor in Statistics, Oklahoma State University, advised by Prof. Chenang Liu. I obtained my Bachlor degree in Mechanical Engineering from Xi`an Jiaotong University, China.

Research Interests

My research focus on advanced data analytics-based quality assurance for smart manufacturing from different perspectives, which invovles the general areal of machine learning, blockchain, and sensor fusion.

  • Data quality assurance: Propose a blockchain-enabled framework to prevent malicious cyber-physical attacks occuring on important data (stream data) and files (G-code).
  • Design quality assurance: Develop an autoencoder-based feature extraction method for smart machine parameter selection.
  • Process quality assurance: Incorporate LSTM-autoencoder, augmented time regularized genetative adversarial network (ATR-GAN), knowledge distillation (ongoing) to enhance the in-situ monitoring performance.


  1. Oklahoma State University
    Ph.D. major in Industrial Engineering and Management, minor in Statistics (Aug 2019 - Jul 2023)
  2. Xi`an Jiaotong University
    B.Eng. in Mechanical Engineering (Aug 2015 - Jun 2019)