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Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2956558
Abstract: This paper investigates the Cucker-Smale flocking control problem of leader-follower multiagent systems in the presence of periodic intermittent communication, in which networked agents update the states by communicating with their neighbors during active periods and…
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Keywords:
smale flocking;
communication;
leader follower;
cucker smale ... See more keywords
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Published in 2020 at "IEEE Access"
DOI: 10.1109/access.2020.3016951
Abstract: In this paper, we apply deep reinforcement learning (DRL) to solve the flocking control problem of multi-robot systems in complex environments with dynamic obstacles. Starting from the traditional flocking model, we propose a DRL framework…
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Keywords:
multi robot;
control;
reinforcement learning;
deep reinforcement ... See more keywords
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Published in 2021 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2020.3009992
Abstract: This article addresses an output-feedback flocking control problem for a swarm of autonomous surface vehicles (ASVs) to follow a leading ASV guided via a parameterized path. The leading and following ASVs are subject to completely…
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Keywords:
output feedback;
control;
driven adaptive;
data driven ... See more keywords
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Published in 2023 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2023.3246985
Abstract: This article explores deep reinforcement learning (DRL) for the flocking control of unmanned aerial vehicle (UAV) swarms. The flocking control policy is trained using a centralized-learning-decentralized-execution (CTDE) paradigm, where a centralized critic network augmented with…
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Keywords:
repulsion;
control;
limited visual;
visual field ... See more keywords
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Published in 2021 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2020.2986436
Abstract: To resolve the issues of traffic fatality and congestion in modern transportation systems, this paper proposes a novel hierarchical flocking control framework for multiple connected and automated vehicles (CAVs) to integrate path planning, speed profile…
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Keywords:
flocking control;
control;
vehicle;
control framework ... See more keywords
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Published in 2022 at "Biomimetics"
DOI: 10.3390/biomimetics7040214
Abstract: For the sake of accomplishing the rapidity, safety and consistency of obstacle avoidance for a large-scale unmanned aerial vehicle (UAV) swarm in a dynamic and unknown 3D environment, this paper proposes a flocking control algorithm…
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Keywords:
swarm;
flocking control;
aerial vehicle;
fixed wing ... See more keywords