pzy22's starred repositories

Net-MPC_Collision-Avoidance

MATLAB Simulation of Networked Model Predictive Control for Vehicle Collision Avoidance

Language:MatlabLicense:GPL-3.0Stargazers:81Issues:0Issues:0

DRL-Pytorch

Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

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textBook

机器人学,规划算法,强化学习相关电子书

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GOPS

General Optimal control Problem Solver (GOPS), an easy-to-use PyTorch reinforcement learning solver package for industrial control.

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docker_practice

A docker practice for y'all :)

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autompc

Automatic Tuning for Data-driven Model Predictive Control

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reward_shaping

Reward Shaping Experiments with Temporal Logic for Hierarchical Objectives

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FlyByLogic

A Tool for multi-drone planning using Signal Temporal Logic Objectives

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ctrl-sim

Official repository for "CtRL-Sim: Reactive and Controllable Driving Agents with Offline Reinforcement Learning"

License:MITStargazers:19Issues:0Issues:0
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navigation_among_pedestrians

reinforcement learning, navigation, unitree, velodyne, slam, collision avoidance

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pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

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gcs-science-robotics

Motion Planning around Obstacles with Convex Optimization by Marcucci et al, 2023

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Context_Aware_Navigation

[CoRL 2023] Context-Aware Deep Reinforcement Learning for Autonomous Robotic Navigation in Unknown Area - - Public code and model

Language:PythonLicense:MITStargazers:26Issues:0Issues:0

ReinforcementLearningInAutoPilot

RL in AutoPilot 自动驾驶强化学习:效果展示,框架设计、算法和训练经验文档等(部分开源,update from private repo: egocar)

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hybrid-a-star-annotation

Hybrid A*路径规划器的代码注释

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AutonomousVehicleControlBeginnersGuide

Python sample codes and documents about Autonomous vehicle control algorithm. In the future, I want to release these ones as my own technical book for beginners.

Language:PythonLicense:MITStargazers:65Issues:0Issues:0

DRL-Transformer-SimtoReal-Navigation

[T-ITS] Sim-to-real goal-oriented mapless autonomous navigation (DRL navigation).

Language:PythonLicense:MITStargazers:62Issues:0Issues:0

model_predictive_control_stl

Model predictive control under STL constraints

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Books

书籍资料汇总

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lectures

Material for cuda-mode lectures

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soc-nav-training

Improving Reinforcement Learning Training Regimes for Social Robot Navigation

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mpcrl-for-ramp-metering

Highway Traffic Control with MPC-based RL

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vehicle-interaction-decision-making

The decision-making of multiple vehicles at intersection bases on level-k game and MCTS

Language:C++License:MITStargazers:46Issues:0Issues:0

Foundations-of-Robotics

Learn fundamental knowledge in robotics

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CERLAB-UAV-Autonomy

[CMU] A Versatile and Modular Framework Designed for Autonomous Unmanned Aerial Vehicles [UAVs] (C++/ROS/PX4)

Language:C++License:MITStargazers:212Issues:0Issues:0

motion-planner-reinforcement-learning

End to end motion planner using Deep Deterministic Policy Gradient (DDPG) in gazebo

Language:PythonStargazers:199Issues:0Issues:0