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Enhanced Hybrid Hierarchical Federated Edge Learning Over Heterogeneous Networks
期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 卷号: PP, 期号: 99, 页码: 1-15
作者:
Qimei Chen
;
Zehua You
;
Dingzhu Wen
;
Zhaoyang Zhang
Adobe PDF(5185Kb)
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收藏
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浏览/下载:252/1
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提交时间:2023/07/14
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Computer architecture
Edge computing
Hierarchical systems
Information management
Learning systems
Markov processes
Network architecture
Network layers
Resource allocation
Cloud layers
Computational modelling
Device layers
Device resources
Device selection
Edge computing
Federated edge learning
Local model
Resource management
Semi-asynchronoi
Latency Minimization for Wireless Federated Learning with Heterogeneous Local Model Updates
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2023, 卷号: 11, 期号: 1, 页码: 444 - 461
作者:
Jingyang Zhu
;
Yuanming Shi
;
Min Fu
;
Yong Zhou
;
Youlong Wu
Adobe PDF(18041Kb)
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浏览/下载:503/1
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提交时间:2023/07/14
Learning systems
Computational modelling
Convergence
Convergence analysis
Federated learning
Minimisation
Performances evaluation
Resource management
Resources allocation
System heterogeneity
Wireless communications
Trustworthy Federated Learning via Blockchain
期刊论文
IEEE INTERNET OF THINGS JOURNAL, 2023, 卷号: 10, 期号: 1, 页码: 1-1
作者:
Yang, Zhanpeng
;
Shi, Yuanming
;
Zhou, Yong
;
Wang, Zixin
;
Yang, Kai
Adobe PDF(1581Kb)
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浏览/下载:895/167
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提交时间:2022/09/23
Blockchain
Deep learning
Energy utilization
Fault tolerance
Internet protocols
Learning algorithms
Markov processes
Network architecture
Network security
Reinforcement learning
Resource allocation
Safety engineering
Block-chain
Computational modelling
Consensus protocols
Federated learning
Long-term latency minimization
Minimisation
Resource management
Resources allocation
Trustworthy artificial intelligence
Wireless communications
Enhancing Intellectual Property Protection in Deep Neural Network with Confidential Computing
会议论文
PROCEEDINGS - 2022 IEEE SMARTWORLD, UBIQUITOUS INTELLIGENCE AND COMPUTING, AUTONOMOUS AND TRUSTED VEHICLES, SCALABLE COMPUTING AND COMMUNICATIONS, DIGITAL TWIN, PRIVACY COMPUTING, METAVERSE, SMARTWORLD/UIC/ATC/SCALCOM/DIGITALTWIN/PRICOMP/METAVERSE 2022, Haikou, China, December 15, 2022 - December 18, 2022
作者:
Wensheng Tian
;
Ruiyan Xia
;
Zhichao Yan
;
Panpan Tang
;
Yonggang Tu
Adobe PDF(284Kb)
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浏览/下载:239/0
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提交时间:2023/09/08
Deep neural networks
Digital watermarking
Distillation
Distributed computer systems
Computational resources
Confidential computing
Data preprocessing
Inference models
Intellectual property protection
Learning models
Neural network model
Protection techniques
Public clouds
Training process
Iterative greedy user clustering algorithm for D2D-relay in vehicular communication systems
期刊论文
IET MICROWAVES ANTENNAS & PROPAGATION, 2019, 卷号: 13, 期号: 8, 页码: 1087-1095
作者:
Wang, Zhenyu
;
Zhou, Ting
;
Xu, Tianheng
;
Hu, Honglin
Adobe PDF(2004Kb)
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浏览/下载:527/1
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提交时间:2019/07/10
cooperative communication
iterative methods
resource allocation
greedy algorithms
computational complexity
cellular radio
wireless channels
relay networks (telecommunication)
vehicular ad hoc networks
nonlinear programming
vehicular wireless channels
greedy user clustering algorithm
vehicular communication systems
wireless services
cellular networks
mobile users
traditional pairwise cooperation
cluster-wise cooperation
intelligent transportation
vehicular scenario
clustering scheme
system resources
nonlinear binary programming problem
device-to-device communications
spectral power efficiency
iterative greedy user clustering
suboptimal algorithm IGUC
D2D-relay clustering network
noncooperative uplink system
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