Yongxin Liu

Assistant Professor

Yongxin.Liu@erau.edu

Mathematics Department

Daytona College of Arts & Sciences

Areas of Expertise

Artificial Intelligence

Cyber-Physical Systems

Yongxin  Liu

Overview

Dr. Yongxin (Jack) Liu received his first Ph.D. with a focus on Big Data Analytics in Intelligent Transportation Systems from the South China University of Technology in 2018, and received his second Ph.D. in 2021 in Computer Science with a focus on the Mathematical assurance of deep neural network from ²ÝÝ®ÊÓÆµ. His current research focuses on Explainable AI for aviation, Unmanned Aerial Systems, Smart Manufacturing and Internet of Things.

Dr. Liu is the creator of zero-bias deep learning, which is applied in explainable AI and anomaly detection. He's also the creator of the Channel Separation Incremental Learning algorithm, which harnesses the catastrophic forgetting issues in deep learning with mathematical assurance and applied in ADS-B signal identification systems. Other than that, his early work in unauthorized drone detection has resulted in two patents and was cited as first reference by the Department of Defense in August 2021. Dr. Liu has received Four Best Papers awards from international conferences and the 2021 Harry Rowe Mimno award from IEEE Aerospace and Electronics Systems Society. Dr. Liu’s also has a strong portfolio in Big Data Analytics in Transportations and has been the PI of the following projects sponsored by U.S. Department of Transportation (USDoT):

  • Machine Learning for Dynamic Airspace Reconfiguration Under Emergency Situations
  • Improving Air Mobility Under Emergency Situations

His recent research project is funded under USDoT Tier 1 UTC Transportation Cybersecurity Center for Advanced Research and Education (CYBER-CARE). Dr. Liu’s research thrust in CYBER-CARE is Trustworthy AI in the NextGen Transportation Systems.

Dr. Liu looks forward to working together in continuing to help shape the cybersecurity, cyber resilience and cyber safety of the global aerospace ecosystem.


Ph.D. - Doctor of Philosophy in Electrical Engineering and Computer Science, ²ÝÝ®ÊÓÆµ

Ph.D. - Doctor of Philosophy in Traffic Information Engineering and Control, South China University of Technology

M.Eng. - Master of Engineering in Agricultural Electrification Engineering and Control, South China Agricultural University

B.Eng. - Bachelor of Engineering in Communications Engineering, South China Agricultural University

IEEE Senior Member

Program Chair, the 1st IEEE SecureTrans Workshop @ IEEE Symposium on Security and Privacy 2025

Program Chair, IEEE SmartData-2022 Workshop

2021 Harry Rowe Mimno Award, IEEE Aerospace and Electronic Systems Society

Best Paper Award, IEEE GLOBECOM 2021

Best Paper Award, WASA 2020

Best Paper Award, IEEE CBDCom 2020

Best Paper Award, IEEE CPSCom-2019

Research

  • (Alisa Tiselska, Hong Liu, Dumindu Samaraweera, Yongxin Liu, Anirudh Iyengar, Hansaka Aluvihare, Linfeng Jin) AI Summit (2024)
  • (Yongxin (Jack) Liu, Yongxin Jack Liu) Math Department Colloquium Series (2024)
  • (Carla A. Hackworth Ph.D., Carla Hackworth, Yongxin (Jack) Liu Ph.D., Yongxin Jack Liu, Chien-tsung Lu Ph.D., Chien-tsung Lu) Journal of Aviation/Aerospace Education & Research (2024)
  • (Yongxin Liu, Jian Wang, Dahai Liu, Houbing Song, houbing song, Yingjie Chen, Shuteng Niu) Publications (2021)
  • (Yongxin Liu) Doctoral Dissertations and Master's Theses (2021)
  • (Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, Houbing Song, houbing song) Publications (2021)
  • (Yongxin Liu, Jian Wang, Jianqiang Li, Shuteng Niu, houbing song) Publications (2021)
  • (Houbing Song, houbing song, Yongxin Liu, Jian Wang) Publications (2020)
  • (Yongxin Liu, Houbing Song, houbing song, Thomas Yang, Tianyu Yang, Jian Wang, Jianqiang Li, Shuteng Niu, Zhong Ming) Publications (2020)
  • (Houbing Song, Ya Jiang, Mingzhe Wang, Xun Jiao, Hui Kong, Rui Wang, Yongxin Liu, Jian Wang, Jiaguang Sun) Publications (2019)