Sheng Zhong (Johnson)
Robotics PhD
- johnsonzhong.me |
- github.com/lemonpi |
- Google Scholar |
- zhsh@umich.edu
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
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
2022-06
PyTorch Volumetric Data Structures
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
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
Batched and GPU accelerated Model Predictive Path Integral (MPPI) controller.
Novel kernel interpolation smoothing
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
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
2018-05 to 2018-08
Kepler Communications Software Engineering Intern
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
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
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
- Experience [> thousands of lines of code]
- Python
- 100
- C++
- 60
- Javascript
- 15
- C
- 5
- 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