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IEEE Transactions on Services Computing最新文献

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Trident: A Provider-Oriented Resource Management Framework for Serverless Computing Platforms Trident：面向提供者的无服务器计算平台资源管理框架
IF 5.8 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-28 DOI: 10.1109/TSC.2025.3603867
Botao Zhu;Yifei Zhu;Chen Chen;Linghe Kong
{"title":"Trident: A Provider-Oriented Resource Management Framework for Serverless Computing Platforms","authors":"Botao Zhu;Yifei Zhu;Chen Chen;Linghe Kong","doi":"10.1109/TSC.2025.3603867","DOIUrl":"10.1109/TSC.2025.3603867","url":null,"abstract":"Serverless computing has become increasingly popular due to its flexible and hassle-free service, relieving users from traditional resource management burdens. However, the shift in responsibility has led to unprecedented challenges for serverless providers in managing virtual machines (VMs) and serving heterogeneous function instances. Serverless providers need to purchase, provision and manage VM instances from IaaS providers, aiming to minimize VM provisioning costs while ensuring compliance with Service Level Objectives (SLOs). In this paper, we propose Trident, a provider-oriented resource management framework for serverless computing platforms. Trident optimizes three major serverless computing provisioning problems for serverless providers: workload prediction, VM provisioning, and function placement. Specifically, Trident introduces a novel dynamic model selection algorithm for more accurate workload prediction. With the prediction results, Trident then carefully designs a hierarchical reinforcement learning (HRL)-based approach for VM provisioning with a mix of types and configurations. To further improve resource utilization, Trident employs an effective collocation placement strategy for efficient function container scheduling. Evaluations on the Azure Function dataset demonstrate that Trident maintains the lowest probability of violating SLOs while simultaneously achieving substantial cost savings of up to 71.8% in provisioning expense compared to state-of-the-art methods from industry and academia.","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"18 5","pages":"3334-3347"},"PeriodicalIF":5.8,"publicationDate":"2025-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144915645","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Serving LLM in Distributed GPU Cluster with Fine-Grain Pipeline Constraints 基于细粒度管道约束的分布式GPU集群LLM服务
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-28 DOI: 10.1109/tsc.2025.3603576
Yanying Lin, Shijie Peng, Shuaipeng Wu, Yanbo Li, Chengzhi Lu, Kejiang Ye, Chengzhong Xu
{"title":"Serving LLM in Distributed GPU Cluster with Fine-Grain Pipeline Constraints","authors":"Yanying Lin, Shijie Peng, Shuaipeng Wu, Yanbo Li, Chengzhi Lu, Kejiang Ye, Chengzhong Xu","doi":"10.1109/tsc.2025.3603576","DOIUrl":"https://doi.org/10.1109/tsc.2025.3603576","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"23 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144915644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Two-stage Learning-driven Many-objective Memetic Algorithm for Solving the Workflow Scheduling Problem in Cloud Environment 求解云环境下工作流调度问题的两阶段学习驱动多目标模因算法
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-27 DOI: 10.1109/tsc.2025.3596977
Shuo Qin, Dechang Pi, Zhongshi Shao
{"title":"A Two-stage Learning-driven Many-objective Memetic Algorithm for Solving the Workflow Scheduling Problem in Cloud Environment","authors":"Shuo Qin, Dechang Pi, Zhongshi Shao","doi":"10.1109/tsc.2025.3596977","DOIUrl":"https://doi.org/10.1109/tsc.2025.3596977","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"35 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144911059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
HG-PAD: Heterogeneous Graph Structure Learning Aided Performance Anomaly Diagnosis in Microservice Systems 微服务系统中异构图结构学习辅助性能异常诊断
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-27 DOI: 10.1109/tsc.2025.3603218
Jian Yang, Zian Wang, Shuangwu Chen, Huasen He, Yunpeng Hou, Xiaofeng Jiang
{"title":"HG-PAD: Heterogeneous Graph Structure Learning Aided Performance Anomaly Diagnosis in Microservice Systems","authors":"Jian Yang, Zian Wang, Shuangwu Chen, Huasen He, Yunpeng Hou, Xiaofeng Jiang","doi":"10.1109/tsc.2025.3603218","DOIUrl":"https://doi.org/10.1109/tsc.2025.3603218","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"106 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144911061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Blockchain-Based Cross-Domain Data Transmission Scheme for Industrial Internet of Things with Edge-Cloud Computing 基于区块链的边缘云计算工业物联网跨域数据传输方案
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-26 DOI: 10.1109/tsc.2025.3603155
Xingxing Chen, Qingfeng Cheng, Xiaofeng Chen, Xiangyang Luo
{"title":"A Blockchain-Based Cross-Domain Data Transmission Scheme for Industrial Internet of Things with Edge-Cloud Computing","authors":"Xingxing Chen, Qingfeng Cheng, Xiaofeng Chen, Xiangyang Luo","doi":"10.1109/tsc.2025.3603155","DOIUrl":"https://doi.org/10.1109/tsc.2025.3603155","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"104 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144905925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Game-Theoretic Approach for Microservice Request Dispatching in Mobile Edge Computing Systems 移动边缘计算系统微服务请求调度的博弈论方法
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-26 DOI: 10.1109/tsc.2025.3602905
Hongyue Wu, Bowen Shi, Qiang He, Guangming Cui, Shizhan Chen, Zhiyong Feng, Albert Y. Zomaya, Shuiguang Deng
{"title":"A Game-Theoretic Approach for Microservice Request Dispatching in Mobile Edge Computing Systems","authors":"Hongyue Wu, Bowen Shi, Qiang He, Guangming Cui, Shizhan Chen, Zhiyong Feng, Albert Y. Zomaya, Shuiguang Deng","doi":"10.1109/tsc.2025.3602905","DOIUrl":"https://doi.org/10.1109/tsc.2025.3602905","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"55 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144905923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Secure and Privacy Preserving Scalable GDPR Enforcement System 安全和隐私保护可扩展的GDPR执行系统
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-26 DOI: 10.1109/tsc.2025.3603041
Mou Dutta, Subhasish Dhal, Hema Gohain
{"title":"Secure and Privacy Preserving Scalable GDPR Enforcement System","authors":"Mou Dutta, Subhasish Dhal, Hema Gohain","doi":"10.1109/tsc.2025.3603041","DOIUrl":"https://doi.org/10.1109/tsc.2025.3603041","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"32 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144905924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comment on “RCME: A Reputation Incentive Committee Consensus-Based for Matchmaking Encryption in IoT Healthcare” 评论“RCME：基于声誉激励委员会共识的物联网医疗撮合加密”
IF 5.8 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-25 DOI: 10.1109/TSC.2025.3601977
Jiseung Kim;Hyung Tae Lee
{"title":"Comment on “RCME: A Reputation Incentive Committee Consensus-Based for Matchmaking Encryption in IoT Healthcare”","authors":"Jiseung Kim;Hyung Tae Lee","doi":"10.1109/TSC.2025.3601977","DOIUrl":"10.1109/TSC.2025.3601977","url":null,"abstract":"Recently, Yang et al. proposed a reputation incentive committee consensus-based matchmaking scheme (IEEE Transactions on Services Computing, 2024), claiming to achieve indistinguishability under adaptive chosen ciphertext attacks (IND-CCA2). In this work, we present a plaintext recovery attack against their scheme under the adaptive chosen ciphertext attack model, analyze the design and proof flaws enabling the attacks, and suggest a countermeasure to achieve the IND-CCA2 security.","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"18 5","pages":"3362-3363"},"PeriodicalIF":5.8,"publicationDate":"2025-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144900518","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
User On-demand Driven MEC Servers Deployment from Collaborative Device-Edge-Cloud Network 从协作设备边缘云网络部署用户按需驱动的MEC服务器
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-25 DOI: 10.1109/tsc.2025.3602408
Jine Tang, Jiahao Jin, Wentao Zhao, Song Yang, Yong Xiang, Zhangbing Zhou
{"title":"User On-demand Driven MEC Servers Deployment from Collaborative Device-Edge-Cloud Network","authors":"Jine Tang, Jiahao Jin, Wentao Zhao, Song Yang, Yong Xiang, Zhangbing Zhou","doi":"10.1109/tsc.2025.3602408","DOIUrl":"https://doi.org/10.1109/tsc.2025.3602408","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"20 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144900519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Answering Why-not Questions on Top-k Social Image Search Services 回答Top-k社交图片搜索服务上的“为什么不”问题
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-08-25 DOI: 10.1109/tsc.2025.3602470
Baolong Mei, Yuke Pan, Ke Wang, Yifei Li, Ji Wan, Yafei Li
{"title":"Answering Why-not Questions on Top-k Social Image Search Services","authors":"Baolong Mei, Yuke Pan, Ke Wang, Yifei Li, Ji Wan, Yafei Li","doi":"10.1109/tsc.2025.3602470","DOIUrl":"https://doi.org/10.1109/tsc.2025.3602470","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"31 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144900520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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