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 last year
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:
- 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
- UAV Search And Rescue in Airsim Simulation with Yolov5 Models☆15Oct 12, 2024Updated last year
- Using DDPG and ConvLSTM to control a drone to avoid obstacle in AirSim☆64Nov 3, 2025Updated 6 months ago
- ROS-Noetic monocular-SLAM with A* path-planner for autonomous UAVs in unknown 3D environments☆40May 28, 2025Updated 11 months ago
- Using deep reinforcement learning to train drones to fly autonomously.☆29Nov 28, 2024Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Decentralized Control Methods were applied to multiple UAV's to form a required shape and sustain it throughout the motion☆16May 17, 2021Updated 4 years ago
- Deep Reinforcement Learning based autonomous navigation in realistic simulation environments.☆70Jul 7, 2024Updated last year
- UAV Trajectory Planning with Path Processing☆16Apr 12, 2026Updated 3 weeks ago
- Deep Reinforcement Learning based autonomous navigation for quadcopters using PPO algorithm.☆103Jul 13, 2024Updated last year
- Time-optimal path planning for UAVs in wind using trochoids and Dubins set classification. Package also includes a fast Dubins path solve…☆43Mar 4, 2025Updated last year
- Formation Flight in Airsim Simulator☆32Aug 27, 2024Updated last year
- A sample client code for capturing panorama images by a modified AirSim☆14Aug 20, 2022Updated 3 years ago
- Augmented AirSim plugin files to support drone and car together☆13Aug 30, 2020Updated 5 years ago
- [NeurIPS'25] FlySearch: Exploring how vision-language models explore☆24Mar 12, 2026Updated last month
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- AIFS simulator for flight in agricultural environment. Based on code from HiPeRLab, Helios and AirSim☆22Jan 4, 2025Updated last year
- Vehicle Physics Simulation on Unreal Engine via Blueprints.☆17Nov 1, 2025Updated 6 months ago
- train uav in ue4 and airsim with ddpg☆13Aug 22, 2022Updated 3 years ago
- Lightweight C++ header-only library for calculating the magnetic field on earth given geocentric cartesian coordinates using the World Ma…☆18Dec 23, 2024Updated last year
- Paper list for UAV navigation in unknown complex environment☆41Feb 10, 2022Updated 4 years ago
- AirSim for Surface Vehicles (ASVSim) by IDLab☆38May 1, 2026Updated last week
- Autonomous UAV Navigation without Collision using Visual Information in Airsim☆289Jul 10, 2022Updated 3 years ago
- Code for Paper "Effective Multi-agent Reinforcement Learning Control with Relative Entropy Regularization".☆13Sep 27, 2023Updated 2 years ago
- Deep Reinforcement Learning for Autonomous Drone Navigation☆38Oct 31, 2025Updated 6 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 基于AirSim仿真平台的复杂环境无人机自主飞行☆11Jun 10, 2022Updated 3 years ago
- 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 2 years ago
- An optimized DDPG algorithm for autonomous path planning of UAV in network-unavailable environment☆45Jun 30, 2022Updated 3 years ago
- Multi-UAV Cooperative Motion Planning Under Global Spatio-Temporal Path Inspiration in Constraint-Rich Dynamic Environments☆13Oct 9, 2024Updated last year
- This sample demonstrates how to bring AI to edge devices, by using AirSim to generate synthetic training data for a Custom Vision model a…☆78Nov 28, 2022Updated 3 years ago
- Approach where the repulsive potential in an MPC pipeline is estimated by a neural model.☆24Mar 5, 2026Updated 2 months ago
- Deep Recurrent Q-Network with different exploration strategies for self-driving cars (using AirSim)☆10Sep 5, 2024Updated last year
- Robot Control Library for Arduino☆10Sep 17, 2019Updated 6 years ago
- An AddOn for AirSim that includes all the tools to integrate a cinema oriented camera☆25Dec 16, 2021Updated 4 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- BCD-CAO for maximization multi-UAV situational awareness☆16Oct 22, 2021Updated 4 years ago
- [IROS 2024] "ComTraQ-MPC: Meta-Trained DQN-MPC Integration for Trajectory Tracking with Limited Active Localization Updates" by Gokul Put…☆13Apr 10, 2025Updated last year
- We demonstrate decentralized drone swarm control learned via large-scale multi-agent reinforcement learning.☆14Dec 20, 2023Updated 2 years ago
- This repository contains a Genetic Algorithm-based approach to real-time UAV path planning in dynamic, disaster-prone environments. The p…☆13Jun 14, 2025Updated 10 months ago
- DRL-based path planner for real quadrotor☆60Sep 15, 2023Updated 2 years ago
- A full-stack open-source autonomous drone delivery system.☆23Mar 27, 2022Updated 4 years ago
- ☆37Oct 8, 2025Updated 7 months ago