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Python implementation of DDQN multi-UAV data harvesting

Python 148 37 Updated Jan 13, 2022

Energy-aware Multi-UAV Coverage Mission Planning with Optimal Speed of Flight

C++ 19 3 Updated Jun 21, 2024

Library to solve Traveling Salesperson Problems with pure Python code

Python 169 28 Updated Jul 13, 2024
Python 9 Updated Jul 11, 2024

In this repository you can find the resuls of the simulated evaluation of an innovative, optimized for real-life use, STC-based, multi-robot Coverage Path Planning algorithm

12 1 Updated Jan 20, 2022

Turn-minimizing Multi-robot Spanning Tree Coverage Path Planning

C++ 44 17 Updated May 26, 2024

The repository contains code for Non-additive reward functions in Reinforcement Learning.

Python 10 Updated Jul 25, 2023
Python 8 3 Updated Mar 2, 2022

An Efficient Framework for Fast UAV Exploration

C++ 921 193 Updated Jul 11, 2024
Python 1 Updated Jul 12, 2024

Multi-UAV Adaptive Path Planning Using Deep Reinforcement Learning

Python 68 4 Updated Apr 17, 2023
Python 104 23 Updated Sep 4, 2024

Informative Path Planning for Active Learning in Aerial Semantic Mapping

Python 30 3 Updated Feb 17, 2023

Classic Reinforcement Learning Methods for Coverage Path Planning. Results presented at ICARSC 2023

Python 4 2 Updated Feb 15, 2023

Coverage path planning with Reinforcement Learning

Python 9 2 Updated Mar 29, 2022

A Reinforcement Learning (RL) agent for Coverage Path Planning.

Python 51 9 Updated Jun 12, 2021

The Python implementation of the proposed framework in the paper Evolutionary Multi-Objective Deep Reinforcement Learning for Autonomous UAV Navigation in Large-Scale Complex Environments

Python 14 3 Updated Aug 31, 2023

Official implementation of the paper "Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning"

Python 9 Updated May 29, 2024

obstacle detection and avoidance for UAV via gazebo

Python 33 3 Updated Jan 1, 2024

This is a work on using meta-reinforcement learning to achieve autonomous target tracking and obstacle avoidance for UAVs

Python 23 2 Updated Sep 2, 2024

Reinforcement Learning-based exploration algorithm to drive a fleet of UAVs in an unknown environment.

Python 46 12 Updated Nov 21, 2023

A multi UAV test platform for area coverage path planning algorithms

C++ 15 1 Updated Oct 5, 2022

Adaptive Informative Path Planning Using Deep Reinforcement Learning for UAV-based Active Sensing

Python 80 10 Updated Jul 14, 2022

采用DDQN算法进行二维网格无人机的数据收集DH(多智能体)和区域覆盖CPP(单智能体)的算法,深度学习框架采用pytorch

Python 14 3 Updated Apr 18, 2023

GUI - Divide Areas Algorithm for Optimal Multi-Robot Coverage Path Planning

Java 139 47 Updated Sep 29, 2024

The objectives is to maximize the coverage rate in a specific area.

Python 13 1 Updated Jun 30, 2021

An OpenaAIGym-based framework allowing to test hybrid approaches (RL + path planning) for multi-UAV systems that are supposed to provide smart services.

Python 54 13 Updated Dec 19, 2023

This is a new repo used for training UAV navigation (local path planning) policy using DRL methods.

Python 190 29 Updated Mar 28, 2024

An OpenAIGym-based framework allowing to test Delay-Aware Deep Reinforcement Learning algorithms for cooperative multi-UAV systems in fully customizable scenarios (e.g., coverage maximization, trac…

Python 24 2 Updated Aug 22, 2024
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