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Decentralized Multi-Agent Bandit Learning for Intelligent Internet of Things Systems
会议论文
IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE
Authors:
Qiuyu Leng
;
Shangshang Wang
;
Xi Huang
;
Ziyu Shao
;
Yang Yang
Adobe PDF(1942Kb)
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View/Download：58/1
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Submit date：2021/12/15
Energy-Constrained Online Scheduling for Satellite-Terrestrial Integrated Networks
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2021
Authors:
Gao, Xin
;
Wang, Jingye
;
Huang, Xi
;
Leng, Qiuyu
;
Shao, Ziyu
Adobe PDF(2903Kb)
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View/Download：50/0
|
Submit date：2021/12/14
Satellite-terrestrial integrated networks
Task scheduling
Resource allocation
Data-driven bandit learning
Learning-aided online control
An integration of online learning and online control for green offloading in fog-assisted IoT systems
会议论文
IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING
Authors:
Gao, Xin
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(1427Kb)
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View/Download：44/1
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Submit date：2021/12/17
Decision making
Energy efficiency
Energy utilization
Fog
Internet of things
Learning systems
Online systems
System theory-Decision making process
Energy efficient
Extensive simulations
Finite time horizon
Multi armed bandit
Processing capacities
Time-averaged energy
Transmission rates
Energy-Constrained Online Matching for Satellite-Terrestrial Integrated Networks
会议论文
IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Virtual, Online, Canada, June 14, 2021 - June 23, 2021
Authors:
Wang, Jingye
;
Gao, Xin
;
Huang, Xi
;
Leng, Qiuyu
;
Shao, Ziyu
Adobe PDF(3254Kb)
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View/Download：36/0
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Submit date：2021/12/03
Satellite-terrestrial integrated networks
Task scheduling
Resource allocation
Data-driven bandit learning
Learning-aided online control
Green Edge Intelligence Scheme for Mobile Keyboard Emoji Prediction
会议论文
IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Virtual, Online, Canada, June 14, 2021 - June 23, 2021
Authors:
Hou, Jianfeng
;
Tang, Yinxu
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(2965Kb)
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View/Download：44/0
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Submit date：2021/12/03
Energy efficiency
Forecasting
Green computing
Connection capacity
Edge intelligence
Edge server
Energy limitations
High
accuracy
Model selection problem
On
line fashion
Prediction modelling
Smart phones
Users' experiences
An Integration of Online Learning and Online Control for Green Offloading in Fog-Assisted IoT Systems
期刊论文
IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2021, 卷号: 5, 期号: 3, 页码: 1632-1646
Authors:
Gao, Xin
;
Huang, Xi
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(1427Kb)
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View/Download：34/0
|
Submit date：2021/11/24
Task analysis
Energy consumption
Uncertainty
System dynamics
Learning systems
Decision making
Optimization
Internet of Things
task offloading
energy consumption
fog computing
bandit learning
learning-aided control
Energy efficiency
Energy utilization
Fog
Internet of things
Online systems
System theory
Decision making process
Energy efficient
Extensive simulations
Finite time horizon
Multi armed bandit
Processing capacities
Time
averaged energy
Transmission rates
Online VNF Chaining and Predictive Scheduling: Optimality and Trade-Offs
期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2021, 卷号: 29, 期号: 4, 页码: 1867 - 1880
Authors:
Huang, Xi
;
Bian, Simeng
;
Gao, Xin
;
Wu, Weijie
;
Shao, Ziyu
View
|
Adobe PDF(1236Kb)
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View/Download：138/32
|
Submit date：2021/09/03
Servers
Dynamic scheduling
Processor scheduling
Optimization
Time factors
Resource management
Decision making
NFV
service chaining
resource allocation
predictive scheduling
History-Aware Online Cache Placement in Fog-Assisted IoT Systems: An Integration of Learning and Control
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2021, 卷号: 8, 期号: 19, 页码: 14683 - 14704
Authors:
Gao, Xin
;
Huang, Xi
;
Tang, Yinxu
;
Shao, Ziyu
;
Yang, Yang
View
|
Adobe PDF(1048Kb)
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View/Download：55/12
|
Submit date：2021/12/14
Internet of Things
Wireless communication
Delays
Task analysis
Uncertainty
Servers
Measurement
Fog computing
history-aware bandit learning
Internet of Things (IoT)
learning-aided online control
proactive caching
Multi-Interface Channel Allocation in Fog Computing Systems using Thompson Sampling
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2021, 卷号: 8, 期号: 17, 页码: 13542 - 13554
Authors:
Zhu, Junge
;
Huang, Xi
;
Gao, Xin
;
Shao, Ziyu
;
Yang, Yang
Adobe PDF(4161Kb)
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View/Download：137/1
|
Submit date：2021/04/26
Multi-Interface Channel Allocation, Fog Computing, Thompson Sampling, Online Decision Making
Service Chain Composition With Resource Failures in NFV Systems: A Game-Theoretic Perspective
期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 卷号: 18, 期号: 1, 页码: 224 - 239
Authors:
Bian, Simeng
;
Huang, Xi
;
Shao, Ziyu
;
Gao, Xin
;
Yang, Yang
Adobe PDF(2236Kb)
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View/Download：90/3
|
Submit date：2021/04/09
Games
Servers
Monte Carlo methods
Reinforcement learning
Telecommunications
System performance
Optimization
NFV
service chain composition
quality of service
non-cooperative game
deep reinforcement learning
Monte Carlo tree search
Behavioral research
Deep learning
Game theory
Traffic congestion
Congestion mitigation
Distributed schemes
Game
theoretic perspectives
Markov approximation
Monte Carlo tree search (MCTS)
Non
cooperative behaviors
Noncooperative game
Resource failures
