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Distributed Dynamic Routing for LEO Satellite Networks with Temporal Graph Convolutions and Imitation Acceleration
期刊论文
IEEE COMMUNICATIONS LETTERS, 2025
作者:
Xiang JY(向俊彦)
;
He XH(贺晓赫)
;
Zhao Y(赵宇)
;
Xie ZC(谢卓成)
;
Liang XW(梁旭文)
Adobe PDF(19144Kb)
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浏览/下载:62/6
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提交时间:2025/04/25
LEO satellite constellations
dynamic routing
multi-agent reinforcement learning
imitation learning.
A Multi-Agent Reinforcement Learning Based Cooperative Beam Hopping Scheme for LEO Mega Constellation Networks
会议论文
2025 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), Milan, Italy, 24-27 March 2025
作者:
Chaoyu Ren
;
Feng Tian
;
Yanchun Zhao
;
Wenqian Wang
;
Ziheng Yang
Adobe PDF(1924Kb)
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浏览/下载:268/6
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提交时间:2024/12/04
Beam-hopping
Constellation networks
Cooperative beam scheduling
Earth orbits
Global communication
Low earth orbit satellites
Low-earth orbit constellations
Multi-agent reinforcement learning
Scheduling/allocation
Scheme design
Dynamic Communication in Multi-Agent Reinforcement Learning via Information Bottleneck
会议论文
GLOBECOM 2024 - 2024 IEEE GLOBAL COMMUNICATIONS CONFERENCE, Cape Town, South Africa, 8-12 Dec. 2024
作者:
Jiawei You
;
Youlong Wu
;
Dingzhu Wen
;
Yong Zhou
;
Yuning Jiang
Adobe PDF(411Kb)
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浏览/下载:362/5
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提交时间:2024/09/14
Adversarial machine learning
Information dissemination
Reinforcement learning
Communication overheads
Communication range
Cooperative tasks
Dynamic communication
Information bottleneck
Information sharing
Multi-agent reinforcement learning
Multiagent systems (MASs)
Reinforcement learning algorithms
Task performance
Adaptive rescheduling of rail transit services with short-turnings under disruptions via a multi-agent deep reinforcement learning approach
期刊论文
TRANSPORTATION RESEARCH PART B: METHODOLOGICAL, 2024, 卷号: 188
作者:
Ying, Chengshuo
;
Chow, Andy H.F.
;
Yan, Yimo
;
Kuo, Yong-Hong
;
Wang, Shouyang
Adobe PDF(8136Kb)
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浏览/下载:308/2
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提交时间:2024/09/20
Light rail transit
Multilayer neural networks
Railroad transportation
Reinforcement learning
Markov Decision Processes
Multi agent
Multi-agent deep reinforcement learning
Policy optimization
Proximal policy optimization
Rail transit
Reinforcement learnings
Short-turning
Train rescheduling
Transit services
An Empirical Study on Google Research Football Multi-agent Scenarios
期刊论文
MACHINE INTELLIGENCE RESEARCH, 2024, 卷号: 21, 期号: 3, 页码: 549-570
作者:
Song, Yan
;
Jiang, He
;
Tian, Zheng
;
Zhang, Haifeng
;
Zhang, Yingping
Adobe PDF(4254Kb)
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浏览/下载:383/77
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提交时间:2024/02/23
Fertilizers
HTTP
Learning algorithms
Learning systems
Multi agent systems
Reinforcement learning
Distributed reinforcement learning system
Empirical studies
Google+
Multi agent
Multi-agent reinforcement learning
Population-based training
Reinforcement learning systems
Reward shaping
Training framework
Boosting Studies of Multi-Agent Reinforcement Learning on Google Research Football Environment: the Past, Present, and Future
会议论文
PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS, AAMAS, Auckland, New zealand, May 6, 2024 - May 10, 2024
作者:
Song, Yan
;
Jiang, He
;
Zhang, Haifeng
;
Tian, Zheng
;
Zhang, Weinan
Adobe PDF(19782Kb)
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浏览/下载:212/0
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提交时间:2024/07/05
Autonomous agents
Fertilizers
Learning systems
Reinforcement learning
Sports
Agents coordination
Cooperative learning
Cooperative scenarios
Evaluation metrics
Game scenario
Google+
Multi agent
Multi-agent reinforcement learning
Single-agent
Training complexity
MARLens: Understanding Multi-Agent Reinforcement Learning for Traffic Signal Control Via Visual Analytics
期刊论文
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2024, 卷号: PP, 期号: 99, 页码: 1-16
作者:
Zhang, Yutian
;
Zheng, Guohong
;
Liu, Zhiyuan
;
Li, Quan
;
Zeng, Haipeng
Adobe PDF(9865Kb)
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浏览/下载:244/0
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提交时间:2024/05/11
Fertilizers
Multi agent systems
Reinforcement learning
Traffic congestion
Traffic signals
Visualization
Adaptation models
Decision-making process
Decisions makings
Multi agent
Multi-agent reinforcement learning
Reinforcement learnings
Traffic signal control
Visual analytics
Decomposing Temporal Equilibrium Strategy for Coordinated Distributed Multi-Agent Reinforcement Learning
会议论文
THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 16, null,Vancouver,CANADA, FEB 20-27, 2024
作者:
Zhu, Chenyang
;
Si, Wen
Adobe PDF(1174Kb)
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浏览/下载:374/2
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提交时间:2024/03/26
Fertilizers
Game theory
Multi agent systems
Reinforcement learning
Decision-making process
Equilibria strategies
Historical data
Multi-agent environment
Multi-agent reinforcement learning
Non-Markovian property
Parity games
State-space
System robustness
Systems complexity
Toward multi-target self-organizing pursuit in a partially observable Markov game
期刊论文
INFORMATION SCIENCES, 2023, 卷号: 648
作者:
Sun, Lijun
;
Chang, Yu-Cheng
;
Lyu, Chao
;
Shi, Ye
;
Shi, Yuhui
Adobe PDF(3098Kb)
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浏览/下载:474/120
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提交时间:2023/09/08
Behavioral research
Decision making
Deep learning
Fertilizers
Multi agent systems
Reinforcement learning
Interaction uncertainty
Markov games
Multi-target pursuits
Multi-targets
Noncommunication
Observation uncertainties
Pursuit problems
Self organizations
Self-organising
Uncertainty
Fast-Convergence Reinforcement Learning for Routing in LEO Satellite Networks
期刊论文
SENSORS, 2023, 卷号: 23, 期号: 11
作者:
Ding, Zhaolong
;
Liu, Huijie
;
Tian, Feng
;
Yang, Zijian
;
Wang, Nan
Adobe PDF(754Kb)
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收藏
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浏览/下载:327/81
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提交时间:2023/06/26
LEO satellite networks
satellite routing
multi-agent reinforcement learning
distributed routing
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