ZIXIN YE
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Reinforcement Learning Approach to Robot Navigation and Obstacle Avoidance
Reinforcement Learning Approach to Robot Navigation and Obstacle Avoidance

Designed a curriculum learning strategy, built a training pipeline to implement multiple reinforcement learning algorithms and trained a model to achieve robot navigation and obstacle avoidance.

PythonROS 2GazeboStable Baselines 3Gymnasium

3D SLAM and Point Cloud Colourisation
3D SLAM and Point Cloud Colourisation

Developed a calibration ROS package to compute the extrinsic parameters between a LiDar and an RGB-D camera. Performed 3D SLAM using RTAB-Map on a Jackal UGV and aligned the color pixel to the point cloud.

C++ROS3D SLAMCalibrationPCL

Marker Assembling Robot
Marker Assembling Robot

Assembled markers and caps through pick, place, press, and sort operations sequences.

ROSPythonOpenCVMoveitSmach

Youbot Mobile Manipulation
Youbot Mobile Manipulation

Controlled a Youbot to pick and place a block with user-specified positions and then simulated it in Coppeliasim.

PythonCoppliasimTrajectory Generation

Stereo Visual Odometry
Stereo Visual Odometry

Built visual odometry with a stereo camera setup that estimates the position and motion of the vehicle.

OpenCVPythonSIFTMotion Estimation

2D Physics Engine From Scratch
2D Physics Engine From Scratch

Simulated a planer multi-body dynamics of a jack in the box with external forces and impacts.

PythonLagrangian DynamicsRigid Body TransformImpact Update

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