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LSRAM: A Lightweight Autoscaling and SLO Resource Allocation Framework for Microservices Based on Gradient Descent Journal article
Hu, Kan, Xu, Minxian, Ye, Kejiang, Xu, Chengzhong. LSRAM: A Lightweight Autoscaling and SLO Resource Allocation Framework for Microservices Based on Gradient Descent[J]. Software - Practice and Experience, 2024.
Authors:  Hu, Kan;  Xu, Minxian;  Ye, Kejiang;  Xu, Chengzhong
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:2.6/2.5 | Submit date：2024/12/26
Gradient Descent  Lightweight  Microservices  Resource Autoscaling  Slo Allocation  
Optimizing Resource Management for Shared Microservices: A Scalable System Design Journal article
Luo, Shutian, Lin, Chenyu, Ye, Kejiang, Xu, Guoyao, Zhang, Liping, Yang, Guodong, Xu, Huanle, Xu, Chengzhong. Optimizing Resource Management for Shared Microservices: A Scalable System Design[J]. ACM Transactions on Computer Systems, 2024, 42(1-2).
Authors:  Luo, Shutian;  Lin, Chenyu;  Ye, Kejiang;  Xu, Guoyao;  Zhang, Liping; et al.
Favorite | TC[WOS]:3 TC[Scopus]:5  IF:2.0/2.6 | Submit date：2024/06/05
Additional Key Words And Phrasesshared Microservices  Resource Management  Sla Guarantees  
PERT-GNN: Latency Prediction for Microservice-based Cloud-Native Applications via Graph Neural Networks Conference paper
Da Sun Handason Tam, Yang Liu, Huanle Xu, Siyue Xie, Wing Cheong Lau. PERT-GNN: Latency Prediction for Microservice-based Cloud-Native Applications via Graph Neural Networks[C], 2023, 2155 - 2165.
Authors:  Da Sun Handason Tam;  Yang Liu;  Huanle Xu;  Siyue Xie;  Wing Cheong Lau
Favorite | TC[WOS]:3 TC[Scopus]:7 | Submit date：2023/07/30
Delay Prediction  Microservices  Cloud Computing  Graph Neural Networks  Graph Transformers  Machine Learning  
Erms: Efficient Resource Management for Shared Microservices with SLA Guarantees Conference paper
Shutian Luo, Huanle Xu, Kejiang Ye, Guoyao Xu, Liping Zhang, Jian He, Guodong Yang, Chengzhong Xu. Erms: Efficient Resource Management for Shared Microservices with SLA Guarantees[C]. Aamodt T.M., Jerger N.E., Swift M., New York:Association for Computing Machinery, 2022, 62-77.
Authors:  Shutian Luo;  Huanle Xu;  Kejiang Ye;  Guoyao Xu;  Liping Zhang; et al.
Favorite | TC[WOS]:27 TC[Scopus]:29 | Submit date：2022/08/26
Resource Management  Shared Microservices  Sla Guarantees  
CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning Journal article
Minxian, Xu, Chenghao, Song, Shashikant, Ilager, Sukhpal Singh, Gill, Juanjuan, Zhao, Kejiang, Ye, Chengzhong, Xu. CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning[J]. IEEE Transactions on Network and Service Management, 2022, 19(4), 3995-4009.
Authors:  Minxian, Xu;  Chenghao, Song;  Shashikant, Ilager;  Sukhpal Singh, Gill;  Juanjuan, Zhao; et al.
Favorite | TC[WOS]:29 TC[Scopus]:39  IF:4.7/4.6 | Submit date：2023/08/07
Cloud Computing  Workload Prediction  Microservices  Reinforcement Learning  Brownout  Scalability  
The Power of Prediction: Microservice Auto Scaling via Workload Learning Conference paper
Luo, Shutian, Xu, Huanle, Ye, Kejiang, Xu, Guoyao, Zhang, Liping, Yang, Guodong, Xu, Chengzhong. The Power of Prediction: Microservice Auto Scaling via Workload Learning[C]:Association for Computing Machinery, Inc, 2022, 355-369.
Authors:  Luo, Shutian;  Xu, Huanle;  Ye, Kejiang;  Xu, Guoyao;  Zhang, Liping; et al.
Favorite | TC[WOS]:28 TC[Scopus]:47 | Submit date：2023/01/31
Microservices  Proactive Auto-scaler  Workload Uncertainty Learning  
CoScal: Multi-faceted Scaling of Microservices with Reinforcement Learning Journal article
Xu, Minxian, Song, Chenghao, Ilager, Shashikant, Gill, Sukhpal Singh, Zhao, Juanjuan, Ye, Kejiang, Xu, Chengzhong. CoScal: Multi-faceted Scaling of Microservices with Reinforcement Learning[J]. IEEE Transactions on Network and Service Management, 2022, 19(4), 3995 - 4009.
Authors:  Xu, Minxian;  Song, Chenghao;  Ilager, Shashikant;  Gill, Sukhpal Singh;  Zhao, Juanjuan; et al.
Favorite | TC[WOS]:29 TC[Scopus]:39  IF:4.7/4.6 | Submit date：2023/01/30
Cloud Computing  Workload Prediction  Microservices  Reinforcement Learning  Brownout  Scalability