Sheng Zhong (Johnson)

Robotics PhD

Education

2018-09 to 2024-09

Ph.D. in Robotics, University of Michigan

Advisor: Dmitry Berenson, Co-advisor: Nima Fazeli

Dissertation: Contact-based Perception and Planning for Robotic Manipulation in Novel Environments

2013-09 to 2018-06

B.ASc. in Engineering Science Robotics, University of Toronto

GPA: 3.914.0, Major GPA: 4.04.0, Class standing 2161 with high honors

Publications

2024-09

S. Zhong, N. Fazeli, and D. Berenson, “RUMI: Rummaging with Mutual Information,” IEEE Transactions on Robotics (T-RO), 2024. (under review)

2023-02

S. Zhong, N. Fazeli, and D. Berenson, “CHSEL: Producing Diverse Plausible Pose Estimates from Contact and Free Space Data,” Robotics: Science and Systems (RSS), 2023. link

2022-01

S. Zhong, N. Fazeli, and D. Berenson, “Soft Tracking Using Contacts for Cluttered Objects to Perform Blind Object Retrieval,” IEEE Robotics and Automation Letters (RA-L), vol. 7, no. 2, pp. 3507-3514, April 2022. link

2021-02

S. Zhong, Z. Zhang, N. Fazeli, and D. Berenson, “TAMPC: An Online Controller for Escaping Traps in Novel Environments,” IEEE Robotics and Automation Letters (RA-L), vol. 6, no. 2, pp. 1447-1454, April 2021. link

2018-01

K. E. Murray, O. Petelin, S. Zhong, J. M. Wang et al., “Vtr 8: High-performance CAD and Customizable FPGA Architecture Modelling,” ACM Transactions on Reconfigurable Technology and Systems (TRETS), vol. 13, no. 2, pp. 1-55, 2020. Best Paper Award. link

Open-source Software

2022-06

PyTorch Volumetric Data Structures

github.com/UM-ARM-Lab/pytorch_volumetric pythonPyTorch

Signed distance functions (SDF), voxel grids, and other volumetric data structures accelerated on the GPU.

Fast parallel query across points for SDF value and gradients

2021-01

PyTorch Differentiable Robot Kinematics

github.com/UM-ARM-Lab/pytorch_kinematics pythonPyTorch

Parallel and differentiable robot forward kinematics and Jacobian calculation.

Load robot description from URDF, SDF, and MJCF formats

2020-01

PyTorch Model Predictive Path Integral Controller

github.com/UM-ARM-Lab/pytorch_mppi pythonPyTorch

Batched and GPU accelerated Model Predictive Path Integral (MPPI) controller.

Novel kernel interpolation smoothing

Academic Funding

2018-09 to 2019-09

Robotics Institute Fellowship 75000

2013-09 to 2018-05

Shaw Admission Scholarship 20000

2015-05

Undergraduate Student Research Awards (USRA) grant from Natural Sciences and Engineering Research Council of Canada (NSERC) 6000

2013-09

Walter Scott Guest Memorial Scholarship 5000

Awards

2018-04

Engineering Science Award of Excellence johnsonzhong.me/res/grad/award_of_excellence.pdf

2018-01

3rd in Ontario Engineering Competition 2018 Programming category 500

2016-03

1st in Ontario Engineering 2016 Competition Programming category 2000 johnsonzhong.me/projects/snowfun

2015-10

1st in Canada in IEEEXtreme 9.0 (286800 globally) johnsonzhong.me/res/ieee9.pdf

2015-01

Context.io API prize in PennApps Winter 2015 500 devpost.com/software/snowball

2014-10

8th in Canada in IEEEXtreme 8.0 (526500 globally) johnsonzhong.me/res/ieee8.pdf

2014-09

Google Cloud Platform prize in Hack the North 2015 1000 devpost.com/software/forenships

2013-10

6th in Canada in IEEEXtreme 7.0 (437500 globally) johnsonzhong.me/res/ieee.jpg

Work Experience

2018-05 to 2018-08

Kepler Communications Software Engineering Intern

Summer internship, Toronto keplercommunications.com pythonasyncioSQL

Kepler is a Toronto startup providing communication services with low earth orbit satellites.

Designed and developed asynchronous mission control backend for communicating with satellites

2016-05 to 2017-09

Verity Studios R&D Engineering Intern with Prof. Raffaello D'Andrea

16 months Professional Experience Year, Zurich veritystudios.com C++QTboost

Verity Studios is an ETH spinoff specializing in indoor drone show systems.

Modelled novel drone indoors localization system using physics first principles

Achieved correlation of 0.86 (95% confidence >0.80) against experimental performance

Designed and developed parameter server firmware used across different hardware platforms

Teaching Experience

2022-07 to 2023-01

Graduate Student Instructor, ROB 502 Programming for Robotics link

Designed assignments, labs, and quizzes (new course)

Set up automated grading for assignments and quizzes

Led weekly 2 hour interactive labs

Languages
  • Experience [> thousands of lines of code]
  • Python
  • 100
  • C++
  • 60
  • Javascript
  • 15
  • C
  • 5
Software Skills
  • Specialities
  • Asynchronous programming, Parallelization
  • Build tools
  • CMake, Makefile, Catkin
  • Version control
  • Git, SVN
  • Environments
  • ROS, Linux, Web, Arduino
  • Libraries
  • PyTorch, numpy, cvxpy, Boost, QT, D3
  • Simulators
  • PyBullet, MuJoCo
  • Code review
  • Gerrit
  • Integration
  • Buildbot, Jenkins
  • Database
  • PostgreSQL, MySQL