I am final-year Master student from the School of Automation Science and Electrical Engineering, Beihang University advised by Lei Ren. Currently, I am a research intern at Baidu Research, working in Cognitive Computing Lab (CCL). Previously, I received my B.S. degree in Automation from Beihang University. My current research interests are in time series prediction and analysis, such as product quality prediction, motion prediction and natural language processing.

Education

  • Cloud Manufacturing Research Center, Beihang University
    Sep. 2020 - Jan. 2023
    M.Sc in Electronic Information

  • School of Automation Science and Electrical Engineering, Beihang University
    Sept. 2016 - Jul. 2020
    B.S. in Automation


Experience

  • Cognitive Computing Lab, Baidu Research
    Jun. 2022 - Present
    Research Intern, Advisor: Xu Li , Ming Ming Sun

  • Cloud Manufacturing Research Center, Beihang University
    Sep. 2020 - Jan. 2023
    Student Researcher, Advisor: Lei Ren, Lin Zhang

Publication

  • A Data-driven Self-supervised LSTM-DeepFM Model for Industrial Soft Sensor
    Lei Ren*, Tao Wang, Yuanjun Laili, Lin Zhang (*:my advisor)
    IEEE Transactions on Industrial Informatics (TII), 2021
    Paper | Code

  • LM-CNN: A Cloud-Edge Collaborative Method for Adaptive Fault Diagnosis With Label Sampling Space Enlarging
    Lei Ren*, Zidi Jia, Tao Wang, Yehan Ma, Lihui Wang(*:my advisor)
    IEEE Transactions on Industrial Informatics (TII), 2022
    Paper

  • A Lightweight and Adaptive Knowledge Distillation Framework for Remaining Useful Life Prediction
    Lei Ren*, Tao Wang, Zidi Jia, FangYu Li, Honggui Han(*:my advisor)
    IEEE Transactions on Industrial Informatics (TII), 2022
    Paper

Honor & Award

  • Outstanding Graduate, Beihang University, 2023
  • Outstanding Academic Innovation Achievement Award, Beihang University, 2023
  • National Scholarship, Ministry of Education of China, 2022
  • Second Prize Academic Scholarship, Beihang University, 2020/2021/2022
  • First Prize of The 11th National College Students Mathematics Competition, 2019
  • Special Scholarship for Discipline Competition, Beihang University, 2018
  • First Prize of The 9th National College Students Mathematics Competition, 2017
  • Second Prize of The Final of Fujian High School Mathematics Competition, 2015

Time Line

  • [05/2023] My IELTS Academic Exam: Overall Score(6.5): L(6.0), R(7.5), W(6.5), S(5.5)
  • [11/2022] My Third paper on IEEE Transactions on Industrial Informatics is accepted.
  • [09/2022] Our Model achieve state-of-the-art performance on Waymo Open Motion Dataset. Best Single Model: "TypeNMS", Preparing a paper for CVPR2023.
  • [08/2022] My article on Zhihu received 2w+ readings and 230+ stars, see How long does it take to train a Transformer-based model