activity
20172021
most citedCooperative and Distributed Reinforcement Learning of Drones for Field Coverage

69 citations · 103 across the 15 of their papers we have counts for

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Showing 2018Show all

6 papers · 1 filter

cs.RO2018★ 1 cited

A Multi-Robotic System for Environmental Cleaning

Chuong Le, Huy Xuan Pham, Hung Manh La

There is a lot of waste in an industrial environment that could cause harmful effects to both the products and the workers resulting in product defects, itchy eyes or chronic obstr…

cs.RO2018★ 1 cited

A Comparison of Various Approaches to Reinforcement Learning Algorithms for Multi-robot Box Pushing

Mehdi Rahimi, Spencer Gibb, Yantao Shen +1

In this paper, a comparison of reinforcement learning algorithms and their performance on a robot box pushing task is provided. The robot box pushing problem is structured as both…

cs.RO2018★ 4 cited

Deep Learning with Experience Ranking Convolutional Neural Network for Robot Manipulator

Hai Nguyen, Hung Manh La, Matthew Deans

Supervised learning, more specifically Convolutional Neural Networks (CNN), has surpassed human ability in some visual recognition tasks such as detection of traffic signs, faces a…

cs.RO2018★ 1 cited

A Distributed Control Framework of Multiple Unmanned Aerial Vehicles for Dynamic Wildfire Tracking

Huy Xuan Pham, Hung Manh La, David Feil-Seifer +1

Wild-land fire fighting is a hazardous job. A key task for firefighters is to observe the "fire front" to chart the progress of the fire and areas that will likely spread next. Lac…

cs.RO2018

Development of a Steel Bridge Climbing Robot

Son Thanh Nguyen, Hung Manh La

Motivated by a high demand for automated inspection of civil infrastructure, this work presents a new design and development of a tank-like robot for structural health monitoring.…

cs.RO2018★ 69 cited

Cooperative and Distributed Reinforcement Learning of Drones for Field Coverage

Huy Xuan Pham, Hung Manh La, David Feil-Seifer +1

This paper proposes a distributed Multi-Agent Reinforcement Learning (MARL) algorithm for a team of Unmanned Aerial Vehicles (UAVs). The proposed MARL algorithm allows UAVs to lear…