I am Mengwei Zhang, a second-year Master's student in Robotics at the University of Pennsylvania.
I acquired my Bachelor's degree in Mechanical Engineering at Xi'an Jiaotong University with the ranking 1/234.
My research area includes Robotics, Machine Learning, Deep Learning, Computer Vision and Computer Graphics.
October 2019 - Present
Researched on robot navigation using reinforcement learning method, object(trash) detection using single-shot detector(SSD), semantic segmentation using Mask-RCNN, object gripping based on reinforcement learning and robotic arm control under ROS and MoveIt.
March 2019 - September 2019
Researched on the application of computer vision and deep learning. Based on OpenCV, Finished the algorithm of human face tracking based on KCF Filter, emotion detection by TensorFlow. Completed the algorithm of spcacial transformation from 2D image plane to 3D shperical screen and the code of rendering different images according to the location and emotion of the person using OpenGL.
October 2017 - June 2018
Researched on the working principle of the brain and collecting and processing EEG signals. It would help the disabled or the patient complete the rehabilitation process with mechanical aids.
Set up the experimental platform and carried out experiments with 20 suitable volunteers.
Established Asynchronous Hybrid Brain-Computer Interface Based on SSVEP and SSAEP. Optimized the algorithm of feature extraction using FFT and CCA. Wrote an application to control the mouse cursor through the EEG signal.
2018 - 2020
University of Pennsylvania
I acquired my Master's Degree of Robotics at University of Pennsylvania.
2014 - 2018
Xi'an Jiaotong University
I acquired my Bachelor's Degree of Mechanical Engineering at Xi'an Jiaotong Unviversity with the ranking of 1/234
Address
3810 Hamilton St., Philadelphia, PA-19104
Phone
+1 215-578-0220
jackzh@seas.upenn.edu