The project presents a drone obstacle avoidance system using Microsoft AirSim and the DDPG algorithm, training drones with LIDAR and depth sensors for improved real-time navigation. It compares the implementation of DDPG algorithm with different sensors and their combination.
☆22May 22, 2024Updated 2 years ago
Alternatives and similar repositories for Drone-navigation-and-obstacle-avoidance-using-DDPG
Users that are interested in Drone-navigation-and-obstacle-avoidance-using-DDPG are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- UAV Search And Rescue in Airsim Simulation with Yolov5 Models☆15Oct 12, 2024Updated last year
- ROS-Noetic monocular-SLAM with A* path-planner for autonomous UAVs in unknown 3D environments☆40May 28, 2025Updated last year
- Using DDPG and ConvLSTM to control a drone to avoid obstacle in AirSim☆66Nov 3, 2025Updated 10 months ago
- Navigation_DRL_UAV 是一个基于深度强化学习(DRL)的无人机导航平台,用于在复杂未知环境中训练无人机导航策略。该平台基于 AirSim 和 Stable-Baselines3,包含多旋翼和固定翼无人机的运动学模型,并提供多种 UE4 环境用于训练和测试。☆25Apr 25, 2025Updated last year
- Using deep reinforcement learning to train drones to fly autonomously.☆30Nov 28, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- A Novelty Approach to Emulate Field Data Captured by Unmanned Aerial Vehicles for Training Deep Learning Algorithms Used for Search-and-R…☆52Jan 23, 2021Updated 5 years ago
- Python scripts for path planning and obstacle detection and avoidance using LiDAR sensor in an AirSim - Unreal Engine simulation.☆24Jan 11, 2023Updated 3 years ago
- Formation Flight in Airsim Simulator☆34Aug 27, 2024Updated 2 years ago
- AIFS simulator for flight in agricultural environment. Based on code from HiPeRLab, Helios and AirSim☆26Jan 4, 2025Updated last year
- This is a new repo used for training UAV navigation (local path planning) policy using DRL methods.☆569Jul 19, 2025Updated last year
- Deep Reinforcement Learning based autonomous navigation for quadcopters using PPO algorithm.☆106Jul 13, 2024Updated 2 years ago
- ☆10Aug 21, 2020Updated 6 years ago
- ☆20Apr 5, 2024Updated 2 years ago
- Augmented AirSim plugin files to support drone and car together☆15Aug 30, 2020Updated 6 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- This repository contains a Genetic Algorithm-based approach to real-time UAV path planning in dynamic, disaster-prone environments. The p…☆13Jun 14, 2025Updated last year
- Vehicle Physics Simulation on Unreal Engine via Blueprints.☆18Nov 1, 2025Updated 10 months ago
- DQN 无人机 强化学习可视化☆34Apr 2, 2025Updated last year
- Reinforcement learning for an AirSim quadrotor implemented in Unity☆12Sep 22, 2021Updated 4 years ago
- Autonomous UAV Navigation without Collision using Visual Information in Airsim☆299Jul 10, 2022Updated 4 years ago
- Paper list for UAV navigation in unknown complex environment☆44Feb 10, 2022Updated 4 years ago
- A fork (copy) of AirSim's Unreal Engine Plugin with added functionality for VTOL aircraft.☆22May 23, 2022Updated 4 years ago
- A data-driven approach for Unmanned aerial vehicle (UAV) path planning in a hostile environment, the feedback rapidly-exploring random tr…☆12Oct 8, 2022Updated 3 years ago
- train uav in ue4 and airsim with ddpg☆14Aug 22, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Changing the code of AirSim-Drone-Racing-VAE-Imitation to make it be used to high-version UE and use your own scene☆10Aug 7, 2023Updated 3 years ago
- 基于AirSim仿真平台的复杂环境无人机自主飞行☆12Jun 10, 2022Updated 4 years ago
- A full-stack open-source autonomous drone delivery system.☆24Mar 27, 2022Updated 4 years ago
- suPER is a collaborative multi-agent RL algorithm☆14Jun 11, 2024Updated 2 years ago
- Deep Recurrent Q-Network with different exploration strategies for self-driving cars (using AirSim)☆10Sep 5, 2024Updated 2 years ago
- A generic tensorflow library for robotics: a bridge between robotics problem and modern machine learning architecture. Provides forward k…☆13Apr 12, 2024Updated 2 years ago
- This sample demonstrates how to bring AI to edge devices, by using AirSim to generate synthetic training data for a Custom Vision model a…☆79Nov 28, 2022Updated 3 years ago
- An optimized DDPG algorithm for autonomous path planning of UAV in network-unavailable environment☆44Jun 30, 2022Updated 4 years ago
- Codebase of paper "DeFIX: Detecting and Fixing Failure Scenarios with Reinforcement Learning in Imitation Learning Based Autonomous Drivi…☆14Nov 2, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Multi UAV navigation using Deep Reinforcement Learning within a Multi TSP☆11Nov 29, 2024Updated last year
- Code for Paper "Effective Multi-agent Reinforcement Learning Control with Relative Entropy Regularization".☆13Sep 27, 2023Updated 2 years ago
- [NeurIPS'25] FlySearch: Exploring how vision-language models explore☆25Mar 12, 2026Updated 5 months ago
- This project showcases modules like path planning, communication, resource management and more. Simulate efficient swarm behavior while h…☆12Oct 24, 2023Updated 2 years ago
- DRL-based path planner for real quadrotor☆63Sep 15, 2023Updated 2 years ago
- Deep-RL-based safety landing using RGB camera on rough terrains. Exam Project for the ETH course "Perception and Learning for Robotics".☆14Nov 2, 2021Updated 4 years ago
- Machine Learning Algorithms for drones to Avoid Dynamic Objects☆13Jul 28, 2020Updated 6 years ago