Full CV
Click here to download my full CV (08/2024).
Education

Ph.D. in Civil and Environmental Engineering - Transportation Engineering

University of Wisconsin-Madison, Aug 2019 - June 2024

  • Advisor: Professor Bin Ran
  • Thesis Topic: A Learning-based Integrated Framework of Motion Prediction and Planning for Connected and Automated Vehicles: Towards Interaction, Multi-Modality, and Relational Reasoning.

MS in Computer Sciences

University of Wisconsin-Madison, Jan 2020 - May 2022

MS in Civil and Environmental Engineering - Advanced Infrastructure Systems

Carnegie Mellon University, Aug 2017 - Dec 2018

B.Eng in Civil Engineering

Southeast University, Aug 2013 - Jun 2017

Academic Experience

Postdoctoral Research Associate

Department of Landscape Architecture and Urban Planning, Department of Civil and Environmental Engineering. Aug 2024 - Present

  • Designed campus digital twin systems for human activities and vehicle mobility.
  • Designed digital twin systems for vehicle safety analysis and environment interaction analysis.
  • Developed hypergraph-based group-wise dynamic interaction-aware with relational reasoning for motion generation and planning of multi-agent systems.
  • Developed explainable and generalizable relational reasoning for multi-agent interaction.
  • Developed spatial-temporal multi-modal data fusion and imputation frameworks.

Research Assistant

CAVH Research Group & Traffic Operations and Safety Laboratory. Sept 2019 - Aug 2024

  • Developed graph-based interaction-aware and multi-modal vehicle motion prediction.
  • Developed deep learning based decision-making and motion planning for CAV considering interaction and relational reasoning.
  • Developed a deep learning based data reconstruction framework based on sparsely located sensors.
  • Designed and developed CARLA simulation and digital twin modeling for automated driving.
  • Develop deep reinforcement learning based control methods for the CAV platoons.
  • Developed Connected Reference Marker (CRM) system circuit demonstration for vehicle positioning.
  • Contributed to architecture design and patent writing of Collaborate Automated Driving System (CADS).

Project Assistant

Traffic Operations and Safety Laboratory. Sept 2019 - Aug 2024

  • Manager: Dr. Steven T. Parker.
  • Developed the data pipe of the City of Madison Connected Vehicle Corridor Project.
  • Evaluated the performance of C-V2X in urban environments.
  • Designed a digital twin for the connected vehicle corridor.
  • Enhanced algorithms and data processing of WisTransPortal V-SPOC Traffic Detector Database.
  • Upgraded web-based tools for efficient V-SPOC traffic data analysis and extraction.

Academic Services

Project Leader

CAVH Research Group, Fall 2021, Spring 2022, Fall 2022

CARLA Research Project: Simulation of the Collaborative Automated Driving Systems

Teaching Assistant

Civil and Environmental Engineering, University of Wisconsin-Madison, Spring 2020 - Spring 2022

  • CEE 678 Advanced Traffic Modeling and Computer Simulation
  • CEE 579 Seminar-Transportation Engineering

Course Grader

Civil and Environmental Engineering, Carnegie Mellon University, Spring 2018 - Fall 2018

  • CEE 12-741 Data Management
  • CEE 12-638 Behavior of Structural Systems

Journal and Conference Review
Academic Society Affiliations
Honors and Awards
Coursework
  • Machine Learning
  • Mathematical Foundations of Machine Learning
  • Theoretical Foundations of Machine Learning
  • Theoretical Foundations of Deep Learning
  • Computer Vision
  • Introduction to Artificial Neural Networks
  • Matrix Methods in Machine Learning
  • Introduction to Optimization
  • Introduction to Algorithms
  • Sensing and Data Mining for Smart Structures and Systems
  • Advanced Python Prototyping for Infrastructure Systems
  • Urban Systems Modeling
  • Design Computation II: Algorithms
  • Geographic Information Systems
Skills
  • Python
  • Java
  • MATLAB
  • SQL
  • Julia
  • C#
  • html
  • JavaScript
  • C
  • Pytorch
  • TensorFlow
  • Keras
  • scikit-learn
  • numpy
  • pandas
  • opencv-python
  • Django
  • Pytorch Geometric
  • CARLA
  • SUMO
  • PostgreSQL
  • Oracle SQL Developer
  • AutoCAD
  • Revit
  • ArcGIS
  • Rhino
  • Grasshopper
© Keshu Wu (08/2024)