Guopeng Li

About Me

Guopeng LI has an international and multi-disciplinary educational background. -I received the B.S. degree in physics from Nanjing University (China) in 2015. Then I came to ENSTA-Paris (France) and received the Engineering Diploma and Master’s degree in applied mathematics in 2018. Now I am currently pursuing the Ph.D. degree in transport and planning at Delft University of Technology (Netherlands) under the supervision of Prof.dr.ir.J.W.C(Hans) van Lint. If you want to contact me, welcome to send an email to (G.Li-5@tudelft.nl)

Research Interests

• Intelligent Transportation Systems
• Driving behaviour modelling and autonomous driving
• Knowledge-driven AI models
• Robust and exaplainable AI models
• Causality discovery and causal inference

News

• [Sep. 2022] I will give a talk with title Uncertainty in data-driven human driver’s intention prediction at TRAIL Congress 2022
• [Sep. 2022] I will start to assist teaching a new course Modelling, Uncertainty, and Data
• [May. 2022] I am looking for a master student for a graduation study: Intra-driver heterogeneity in car-following behaviours

Publications

• UQnet: Quantifying Uncertainty in Trajectory Prediction by a Non-Parametric and Generalizable Approach
  Guopeng LI, Zirui LI, Victor L. Knoop, J.W.C. van Lint
  Pre-printed and under review SSRN
  [PDF] [Code]

• Estimate the limit of predictability in short-term traffic forecasting: An entropy-based approach
  Guopeng LI, Victor L. Knoop, J.W.C. van Lint
  Transportation Research Part C: Emerging Technology.
  [PDF]

• Multistep traffic forecasting by dynamic graph convolution: Interpretations of real-time spatial correlations
  Guopeng LI, Victor L. Knoop, J.W.C. van Lint
  Transportation Research Part C: Emerging Technology.
  [PDF] [Code]

• Dynamic Graph Filters Networks: A Gray-box Model for Multistep Traffic Forecasting
  Guopeng LI, Victor L. Knoop, J.W.C. van Lint
  IEEE International Conference on Intelligent Transportation ITSC(2020).
  [PDF]

• Analysis of Stochasticity and Heterogeneity of Car-following Behavior Based on Data-driven Modeling
  Yasuhiro Shiomi, Guopeng LI, Victor L. Knoop
  Transportation Research Record TRB(2022).

Services

• Conference Reviewers: ITSC, TRB
• Journal Reviewers: IEEE T-ITS, Transportation research Part B: Methodology, Transportation science

Hobbies

• Running and Marathon
• Movies
• Reading

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