Education
|
|
Ph.D in Computer Science
Department of Computer Science, University of Toronto
Sep 2022 - Aug 2027 | Toronto, ON, Canada
Supervisor: Prof. Jessica Burgner-Kahrs
|
|
B.A.Sc in Engineering Science, Robotics
Faculty of Applied Science and Engineering, University of Toronto
Sep 2017 - Apr 2022 | Toronto, ON, Canada
The Engineering Science Research Opportunities Program Scholarship, 2019
Dean's Honour List - 2017-2021
|
Research
I am interested in bridging concepts from robotics, machine learning, and control theory to build robotic systems
capable of safe and efficient interactions with humans and the environment. I also do some mechanical designs occasionally for fun.
|
|
Universal-jointed Tendon-driven Continuum Robot: Design, Kinematic Modeling, and Locomotion in Narrow Tubes (Extended Abstract)
Chengnan Shentu,
Jessica Burgner-Kahrs
ICRA@40, 2024
website /
PDF /
arXiv /
We propose a novel synovial universal-jointed TDCR design which restricts robot motion to achieve torsional
rigidity and efficient state representation (through a set of discrete joint angels). The modules' geometry
is parametrically determined by tube dimensions and joint angle limits.
|
|
A Non-Linear Model Predictive Task-Space Controller Satisfying Shape Constraints for Tendon-Driven Continuum Robots
Maximillian Hachen,
Chengnan Shentu,
Sven Lilge,
Jessica Burgner-Kahrs
Under Review
website /
PDF /
arXiv /
We propose a MPC to enable tendon-driven continuum robots (TDCRs) to navigate between target end-effector
positions while avoiding collision with a user-defined safe zone, which is crucial for safe teleoperation.
|
|
MoSS: Monocular Shape Sensing for Continuum Robots
Chengnan Shentu*,
Enxu Li*,
Chaojun Chen,
Puspita Triana Dewi,
David B. Lindell,
Jessica Burgner-Kahrs
IEEE Robotics and Automation Letters (RA-L), 2023
*Equal contribution
PDF /
arXiv /
IEEE Xplore /
GitHub
We propose a novel monocular shape sensing method for continuum robots, called MoSSNet.
It comprises an encoder and three parallel decoders to uncover spatial, length, and contour information
from a single RGB image, and then obtains the 3D shape through curve fitting.
MoSSNet outperforms existing stereo-vision-based shape sensing methods in terms of real-time capability and has much
lower hardware complexity compared to embedded sensing methods.
|
|
Open Continuum Robotics - One Actuation Module to Create them All
Reinhard M. Grassmann,
Chengnan Shentu,
Taqieldin Hamoda,
Puspita Triana Dewi,
Jessica Burgner-Kahrs
Frontiers in Robotics and AI, 2024
PDF /
arXiv(html) /
Frontiers /
Youtube /
OpenCR Project
To democratize continuum robots research, we propose an actuation module to build torque controlled
continuum robots and provide open-source software and hardware with our initiative called the Open Continuum Robotics Project.
|
|
Proprioceptive Impedance Control of a Planar Tendon-Driven Continuum Robot
Undergraduate Thesis, supervised by
Jessica Burgner-Kahrs
Sep 2021 - Apr 2022
In this work, I investigated and implemented an impedance controller for a planar continuum robot in simulation,
to achieve variable dynamic behavior for safe interactions with the environment.
|
|
Risk of Side Channel Attack on Head Mounted Devices
Supervised by
Prof. Xin Yi, Tsinghua University
May - Sep, 2021
This work seeks to investigate the risk of side channel attack on head mounted consumer devices, such as VR headsets and smart-glasses,
through inertial measurement unit (IMU) by recovering speech or motion information. I identified several machine learning models that
could eavesdrop on device userswithout microphone access and discussed how to defend such attacks effectively.
|
|
Mixed Parameter Estimationto of Full Stall Aircraft Model
Supervised by Prof. Peter Grant, University of Toronto Institute for Aerospace Studies
May - Aug, 2019
This project is motivatedby aircraft stall being one of the leading causes of commercial aircraft accidents.
The outcome is an improved aircraft flight model suitable for professional simulation training.
|
|