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Jeffrey X.L. Chan's Projects

auto-driving-tsinghua icon auto-driving-tsinghua

Bai Liu's bachelor thesis project, on optimizing control strategies of auto-driving vehicles at crossroads

awesome-rlhf icon awesome-rlhf

A curated list of reinforcement learning with human feedback resources (continually updated)

car_intersection icon car_intersection

compatible with OpenAI gym environment which model car movements in road intersection.

clap icon clap

Cloud-and-Learning compatible Automated vehicle Platform (Mirrored from Gitlab, please post issues to the Gitlab link)

cleanrl icon cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC)

coop_sim_framework icon coop_sim_framework

This repository has additional materials to the paper entitled "Safe Optimization of Highway Traffic with Robust Model Predictive Control-based Cooperative Adaptive Cruise Control"

drl icon drl

Deep Reinforcement Learning

dynamicpathfollowingrobot icon dynamicpathfollowingrobot

This project explores making a wireless automatic guided robot which does not require any kind of intrusive modifications to be made to the environment, apart from installing an overhead camera. Generally environments that make use of automatic guided vehicles (AGVs) have to plan the path(s) where the robots should go before installing the tracks, like magnetic strips or metal tracks; this is an investment even before using the robots. If any change to the path(s) is required to be made, then more cost is incurred. In this paper a four wheeled differential drive robot has been controlled wirelessly to follow paths drawn on a graphical user interface within a workspace of 1.8m by 1.4m. The robot is controlled by correcting its orientation through visual feedback from a camera. Error analysis was performed to investigate how well the robot followed the path drawn. The estimated error of the robot is within a few centimeters of the path and can be reduced by modifying various thresholds.

flow icon flow

Computational framework for reinforcement learning in traffic control

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

light_mappo icon light_mappo

Lightweight version of MAPPO to help you quickly migrate to your local environment.

llama-x icon llama-x

Open Academic Research on Improving LLaMA to SOTA LLM

path_planner icon path_planner

Hybrid A* Path Planner for the KTH Research Concept Vehicle

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