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ElasticBatch: A Learning-Augmented Elastic Scheduling System for Batch Inference on MIG 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 10, 页码: 1708-1720
作者:  Qi, Jiaxing;  Xiao, Wencong;  Li, Mingzhen;  Yang, Chaojie;  Li, Yong;  Lin, Wei;  Yang, Hailong;  Luan, Zhongzhi;  Qian, Depei
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Graphics processing units  Dynamic scheduling  Throughput  Processor scheduling  Pipelines  Costs  Quality of service  MIG  batch inference  scheduling system  machine learning  
CPU-GPU Cooperative QoS Optimization of Personalized Digital Healthcare Using Machine Learning and Swarm Intelligence 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2024, 卷号: 21, 期号: 4, 页码: 521-533
作者:  Cao, Kun;  Cui, Yangguang;  Li, Liying;  Zhou, Junlong;  Hu, Shiyan
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Electronic healthcare  Quality of service  Graphics processing units  Central Processing Unit  Reliability  Machine learning  Estimation  CPU-GPU MPSoCs  machine learning  lifetime reliability  personalized digital healthcare  swarm intelligence  
HSA-EDI: An Efficient One-Round Integrity Verification for Mobile Edge Caching Using Hierarchical Signature Aggregation 期刊论文
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2024, 卷号: 21, 期号: 3, 页码: 3358-3371
作者:  Li, Jian;  Zhao, Qinglin;  Teng, Shaohua;  Wu, Naiqi;  Li, Guanghui;  Sun, Yi
收藏  |  浏览/下载:2/0  |  提交时间:2024/12/06
Servers  Data integrity  Image edge detection  Computational efficiency  Heuristic algorithms  Maintenance engineering  Quality of service  Edge data integrity  mobile edge computing  peredge one-round  signature aggregation  
A Deep Reinforcement Learning-Based Preemptive Approach for Cost-Aware Cloud Job Scheduling 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 3, 页码: 422-432
作者:  Cheng, Long;  Wang, Yue;  Cheng, Feng;  Liu, Cheng;  Zhao, Zhiming;  Wang, Ying
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Cloud computing  Processor scheduling  Real-time systems  Costs  Quality of service  Time factors  Dynamic scheduling  DRL  job scheduling  preemptive mechanism  optimization  
Suppressing the Interference Within a Datacenter: Theorems, Metric and Strategy 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 5, 页码: 732-750
作者:  Liu, Yuhang;  Deng, Xin;  Zhou, Jiapeng;  Chen, Mingyu;  Bao, Yungang
收藏  |  浏览/下载:11/0  |  提交时间:2024/05/20
Interference  Tail  Quality of service  Entropy  Throughput  Cloud computing  Resource management  Datacenter  high-throughput  performance uncertainty  quality of services (QoS)  resource contention  
Learning-Based Cloud Server Configuration for Energy Minimization Under Reliability Constraint 期刊论文
IEEE TRANSACTIONS ON RELIABILITY, 2024, 卷号: 73, 期号: 1, 页码: 203-215
作者:  Cong, Peijin;  Zhou, Junlong;  Wang, Jiali;  Wu, Zebin;  Hu, Shiyan
收藏  |  浏览/下载:1/0  |  提交时间:2024/12/06
Servers  Cloud computing  Reliability  Energy consumption  Quality of service  Transient analysis  Task analysis  Cloud service  energy efficiency  multiserver  reinforcement learning  reliability  
AD(2)S: Adaptive anomaly detection on sporadic data streams 期刊论文
COMPUTER COMMUNICATIONS, 2023, 卷号: 209, 页码: 151-162
作者:  Liu, Fengrui;  Wang, Yang;  Li, Zhenyu;  Guan, Hongtao;  Xie, Gaogang
收藏  |  浏览/下载:16/0  |  提交时间:2023/12/04
Anomaly detection  Sporadic data  Data streams  Quality of service  
QoE Assessment Model Based on Continuous Deep Learning for Video in Wireless Networks 期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 卷号: 22, 期号: 6, 页码: 3619-3633
作者:  Liu, Xuewen;  Chuai, Gang;  Wang, Xin;  Xu, Zhiwei;  Gao, Weidong
收藏  |  浏览/下载:17/0  |  提交时间:2023/12/04
Quality of experience  Quality of service  Training  Data models  Wireless networks  Computational modeling  Mobile computing  Data-driven QoE assessment  continual deep learning  QoE  QoS mapping  wireless network  cascaded DNNs  
Estimating the Resource Demand in Power-Aware Clusters by Regressing a Linearly Dependent Relation 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2021, 卷号: 6, 期号: 3, 页码: 385-397
作者:  Hu, Cheng;  Deng, Yuhui;  Yang, Laurence T.;  Zhao, Yufan
收藏  |  浏览/下载:44/0  |  提交时间:2021/12/01
Estimation  Servers  Linear regression  Quality of service  Computational modeling  Analytical models  Task analysis  Resource demand estimation  linear regression  power-aware cluster  QoS  SLA  
Supporting Predictable Performance Guarantees for SMT Processors 期刊论文
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2020, 卷号: E103A, 期号: 6, 页码: 806-820
作者:  Jin, Xin;  Yu, Ningmei;  Zhou, Yaoyang;  Huang, Bowen;  Yu, Zihao;  Zhan, Xusheng;  Wang, Huizhe;  Wang, Sa;  Bao, Yungang
收藏  |  浏览/下载:54/0  |  提交时间:2020/12/10
SMT interference  data center  performance predictability  quality of service (QoS)