CV

Last update: 2026-03-16
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Yafei Ou’s CV#

Education#

Ph.D. in Control Systems#

University of Alberta, Edmonton, Canada

2021.09 – 2025.08

  • Thesis: Enhancing Surgical Task Autonomy Through Simulations and Robot Learning

  • Supervisor: Prof. Mahdi Tavakoli

  • China Scholarship Council (CSC) Scholarship (PhD) recipient

  • Alberta Innovates Graduate Student Scholarship (AI GSS) recipient

B.Eng. in Mechanical Design, Manufacturing and Automation#

University of Electronic Science and Technology of China (UESTC), Chengdu, China

2017.09 – 2021.06

  • GPA: 3.98/4.00

  • China National Scholarship recipient

Work Experience#

Postdoctoral Scholar, University of Alberta — Edmonton, Canada#

2025.10 – present

  • Leading development of GPU-accelerated surgical simulators supporting real-time deformable object interaction and ultrasound simulation for robot learning

  • Designing and training reinforcement learning (RL) and vision-language-action (VLA) agents for autonomous surgical tasks

  • Contributing to open-source surgical simulation frameworks used by multiple research projects

Selected Projects#

Most of my projects are part of the CRESSim research initiative (project website)

GPU-Accelerated Parallel Robot Learning Simulation Environment for Surgical Suturing Using Position-Based Dynamics (PBD) and Material Point Method (MPM)#

2025.10 – present

  • Designing and implementing a parallel PBD-MPM suturing simulator enabling GPU-accelerated parallel RL training

  • Training autonomous suturing policies in simulation and transferring them to real surgical robotic systems (sim2real)

CRESSim-Ultrasound: Simulating Ultrasound Images in Real-Time with Tissue Deformation for Robot Learning#

2025.04 – present

  • Developing a CUDA-based library for real-time ultrasound image synthesis (60+ FPS) coupled with MPM-based soft tissue deformation

  • Training end-to-end ultrasound scanning policies directly from image observations in simulation and transferring them to real robotic ultrasound systems

CRESSim-MPM: An Open-Source Library for GPU-Accelerated MPM Simulation with Soft Tissue Cutting and Suturing#

2024.09 – 2025.03

  • Developed a real-time, GPU-accelerated Material Point Method (MPM) library for deformable soft tissue simulation with high performance and extensibility

  • Implemented robust surgical cutting and suturing algorithms supporting topological changes in soft bodies

Learning Autonomous Surgical Irrigation and Suction from High-Fidelity Simulators#

2023.06 – 2024.09

  • Developed CRESSim, an open-source surgical robot learning simulator based on Unity and PhysX 5 for the da Vinci Research Kit (dVRK)

  • Implemented screen-space fluid rendering for simulating irrigation and suction with fluid mixing, achieving 250+ FPS

  • Trained RGB image-based end-to-end RL policies for autonomous surgical irrigation and suction in simulation and transferred them to real surgical robot hardware

Real-World Surgical Robot Reinforcement Learning with Human Intervention#

2022.10 – 2023.06

  • Applied human-in-the-loop RL methods to real-world surgical robot tasks on the dVRK to reduce failures during training

  • Achieved autonomous endoscopic camera control through direct real-world robot learning

Publications#

Please refer to my Google Scholar page.

Honors & Awards#

Stephen and Olga Anhill Graduate Scholarship in Electrical and Computer Engineering#

2024.09 – 2025.08

University of Alberta. CAD $12,000

Alberta Innovates Graduate Student Scholarship (AI GSS)#

2023.09 – 2025.08

Alberta Innovates. CAD 31,000/yearfor2years(receivedCAD31,000/year for 2 years (received CAD 12,000/year as a supplementary top-up due to holding another major award)

China Scholarship Council (CSC) Ph.D. Scholarship#

2021.09 – 2025.08

China Scholarship Council (CSC). CAD $26,400/year for 4 years

Floyd Derkat Graduate Award in Artificial Intelligence and Machine Learning#

2024

University of Alberta. CAD $5,000

China National Scholarship#

2018

Ministry of Education (China). CNY ¥8,000

Selected Talks, Workshops & Service#

Conference Organization: Exhibitions Co-Chair, IEEE RAS/EMBS 11th International Conference on Biomedical Robotics and Biomechatronics (BioRob), 2026.

Workshop Organization: Organizer, AI-Driven Surgical Autonomy: From Realistic Simulation to Real World, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2025.

Workshop Organization: Organizer & Speaker, Practical Applications of Robotics and AI in Modern Healthcare, Robotics & Intelligent Systems Expo (RISEx), 2025.

Workshop Organization: Organizer & Speaker, Bridging Surgical Robotics and AI, Alberta Robotics & Intelligent Systems Expo (RISE), 2024.

Teaching: Teaching Assistant, Robotics: Modelling, Planning and Control, University of Alberta, 2023.

Reviewing Service: Ad hoc reviewer for IEEE Robotics and Automation Letters (RA-L), International Journal of Robotics Research (IJRR), IEEE Transactions on Medical Robotics and Bionics (T-MRB), IEEE International Conference on Robotics & Automation (ICRA), IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS).

Skills#

General-Purpose Programming: C++, C#, Python, MATLAB, C

Graphics, Simulation & GPU Programming: Unity, CUDA, PhysX, HLSL, OpenGL

Robotics: ROS, Robotics Toolbox for MATLAB/Python, OpenCV

Control System Design and Simulation: MATLAB, Simulink

Machine Learning: PyTorch, scikit-learn, ONNX