Active Queue-Management Policies for Undersea Networking via Deep Reinforcement Learning

Author:

Forero Pedro A.1,Zhang P.1,Radosevic D.1

Affiliation:

1. Naval Information Warfare Center Pacific,San Diego,CA,USA,92152

Funder

Naval Information Warfare Center Pacific

Publisher

IEEE

Reference17 articles.

1. Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

2. Asynchronous methods for deep reinforcement learning;mnih;Proc of The 33rd International Conference on Machine Learning ser Proc of Machine Learning Research,2016

3. Controlling Queue Delay

4. Stable baselines3;hill,2019

5. Proximal policy optimization algorithms;schulman,2017

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1. Learning Hierarchical Management Policies for Data Queues with Applications to Maritime Networking;OCEANS 2023 - MTS/IEEE U.S. Gulf Coast;2023-09-25

2. The investigation and the development of a swarm-enabled distributed sensing (SDS) array using compact UUVs;OCEANS 2023 - Limerick;2023-06-05

3. Reinforcement Learning based Scheduling Optimization Mechanism on Switches;2022 IEEE 28th International Conference on Parallel and Distributed Systems (ICPADS);2023-01

4. Toward Congestion Control in Lossy Networks via Local Queue-Management Policies;MILCOM 2022 - 2022 IEEE Military Communications Conference (MILCOM);2022-11-28

5. Evaluation of Reinforcement-Learning Queue Management Algorithm for Undersea Acoustic Networks Using ns-3;Proceedings of the WNS3 2022;2022-06-22

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