IEEE Transactions on Network and Service Management最新文献

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A Survey on Replica Transfer Optimization Schemes in Geographically Distributed Data Centers 地理分布式数据中心中的副本传输优化方案概览
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-08-01 DOI: 10.1109/TNSM.2024.3437165
Bita Fatemipour;Zhe Zhang;Marc St-Hilaire
{"title":"A Survey on Replica Transfer Optimization Schemes in Geographically Distributed Data Centers","authors":"Bita Fatemipour;Zhe Zhang;Marc St-Hilaire","doi":"10.1109/TNSM.2024.3437165","DOIUrl":"10.1109/TNSM.2024.3437165","url":null,"abstract":"Data centers have undergone significant expansions in recent years, as cloud service providers seek to improve the quality of service and reduce operational costs. Cloud providers are investing heavily in inter-data center wide-area networks, which help to transport traffic between geographically distributed data centers. However, efficient workload management in complex large-scale networks with a dynamic environment is challenging. In this regard, researchers have developed various solutions to address different challenges for data transfer in inter-data center networks. In this paper, we present a comprehensive review of recent strategies and optimization schemes proposed in the literature to optimize data transfer in geographically distributed data centers. This review paper examines the challenges of data delivery and classifies recent existing solutions for addressing the issues based on communication patterns, objectives, proposed communication frameworks, and evaluation methods. In this study, we provide valuable insights into the current challenges and identify several promising research directions that require significant research endeavors in the future. The findings of this study are useful for researchers and practitioners interested in optimizing data transfer in inter-data center networks.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 6","pages":"6301-6317"},"PeriodicalIF":4.7,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141880636","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
Detection of Malicious Domains With Concept Drift Using Ensemble Learning 利用集合学习检测概念漂移的恶意域
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-08-01 DOI: 10.1109/TNSM.2024.3435516
Pin-Hsuan Chiang;Shi-Chun Tsai
{"title":"Detection of Malicious Domains With Concept Drift Using Ensemble Learning","authors":"Pin-Hsuan Chiang;Shi-Chun Tsai","doi":"10.1109/TNSM.2024.3435516","DOIUrl":"10.1109/TNSM.2024.3435516","url":null,"abstract":"In the current landscape of network technology, it is indisputable that the Domain Name System (DNS) plays a vital role but also encounters significant security challenges. Despite the potential of recent advancements in deep learning and machine learning, concept drift is often not addressed. In this work, we designed a DNS anomaly detection system leveraging client-domain associations. We propose the Modified Deterministic Sampling Classifier with weighted Bagging (MDSCB) method, a chunk-based ensemble learning approach addressing concept drift and data imbalance. It integrates weighted bagging, resampling, random feature selection, and a retention strategy for classifier updates, enhancing adaptability and efficiency. We conducted experiments using multiple real-world and synthetic datasets for evaluation. Empirical studies show that our detection system can help identify malicious domains that are difficult for firewalls to detect timely. Moreover, MDSCB outperforms other methods in terms of performance and efficiency.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 6","pages":"6796-6809"},"PeriodicalIF":4.7,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141880637","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
Resilient and Fast Block Transmission System for Scalable Hyperledger Fabric Blockchain in Multi-Cloud Environments 多云环境中可扩展 Hyperledger Fabric 区块链的弹性快速区块传输系统
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-31 DOI: 10.1109/TNSM.2024.3436049
Hyunmin Noh;Seunggyu Ji;Yunmin Go;Gi Seok Park;Hwangjun Song
{"title":"Resilient and Fast Block Transmission System for Scalable Hyperledger Fabric Blockchain in Multi-Cloud Environments","authors":"Hyunmin Noh;Seunggyu Ji;Yunmin Go;Gi Seok Park;Hwangjun Song","doi":"10.1109/TNSM.2024.3436049","DOIUrl":"10.1109/TNSM.2024.3436049","url":null,"abstract":"In this paper, we propose a resilient and fast block transmission system for Hyperledger Fabric in multi-cloud environments. The goal of the proposed system is to improve the scalability, transaction throughput, and resilience of Hyperledger Fabric by minimizing the block synchronization time among nodes. To achieve this goal, the proposed system is designed to deliver blocks quickly and reliably to all the participating nodes in time-varying multi-cloud environments. The proposed system includes the delay estimating process with O(N) control message overhead over the P2P network, the effective bandwidth estimating process for block transmission, the Gaussian Mixture Model-based clustering and cluster leader selecting process, and hybrid P2P multicast tree constructing process. In addition, a control message format and delivery process are proposed to efficiently provide hybrid P2P multicast tree and neighbor nodes information to all the participating nodes. And we propose a pull-based local block loss recovery process that can receive lost blocks from multi-node without complicated scheduling using a rateless code. The proposed system is fully implemented by using well-known open sources (e.g., Hyperledger Fabric, Docker, Containernet, and Mininet) and Go/C/Python. Experiment results show that the proposed system can reduce the maximum block arriving time among all the participating nodes by approximately 50%~95% compared to the existing algorithms. This improves not only blockchain transaction per second, but also resilience to various network-layer vulnerabilities and attacks that may occur when the block propagation delay increases.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5118-5134"},"PeriodicalIF":4.7,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141873178","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
Multi-Criteria Decision Approach for Lightpath Restoration After Resource Crunch 资源紧张后恢复光路的多标准决策方法
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/TNSM.2024.3435544
Alex S. Santos;Eonassis Oliveira Santos;Sabidur Rahman;Lena Wosinska;Juliana de Santi;Gustavo B. Figueiredo
{"title":"Multi-Criteria Decision Approach for Lightpath Restoration After Resource Crunch","authors":"Alex S. Santos;Eonassis Oliveira Santos;Sabidur Rahman;Lena Wosinska;Juliana de Santi;Gustavo B. Figueiredo","doi":"10.1109/TNSM.2024.3435544","DOIUrl":"10.1109/TNSM.2024.3435544","url":null,"abstract":"Network operators must deal with Classes of Service (CoS), which have several quality requirements, such as latency, bandwidth/capacity, priority, etc. Besides, it is observed an increase in the volume of traffic that is offered to the transport network. This traffic can be affected by network natural disasters or human-made attacks. In this case, network operators must decide which services to restore, considering their different requirements. In this work, we present a Lightpath Selection Algorithm (LSA) that aims to select lightpaths to be restored after a resource crunch. This algorithm has a multicriteria decision approach considering CoS, Bandwidth, number of Hops, and Holding time. Moreover, service degradation is also considered for those lightpaths that can not be restored with full bandwidth. Results show that our proposed algorithm can improve network restorability and availability without penalizing low-level CoSs.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5521-5531"},"PeriodicalIF":4.7,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141873445","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
SIM: Achieving High Profit through Integration of Selfish Strategy into Innocent Mining SIM:通过将 "自私战略 "融入 "无辜采矿 "实现高利润
IF 5.3 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/tnsm.2024.3435869
Jiaze Shang, Tianbo Lu, Pengfei Zhao
{"title":"SIM: Achieving High Profit through Integration of Selfish Strategy into Innocent Mining","authors":"Jiaze Shang, Tianbo Lu, Pengfei Zhao","doi":"10.1109/tnsm.2024.3435869","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3435869","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"52 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870315","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
PHaul: A PPO-Based Forwarding Agent for Sub6 Enhanced Integrated Acess and Backhaul Networks PHaul:基于 PPO 的转发代理,用于 Sub6 增强型综合接入和回程网络
IF 5.3 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/tnsm.2024.3435505
Jorge Pueyo, Daniel Camps-Mur, Miguel Catalan-Cid
{"title":"PHaul: A PPO-Based Forwarding Agent for Sub6 Enhanced Integrated Acess and Backhaul Networks","authors":"Jorge Pueyo, Daniel Camps-Mur, Miguel Catalan-Cid","doi":"10.1109/tnsm.2024.3435505","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3435505","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"28 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870557","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
DPU-Enhanced Multi-Agent Actor-Critic Algorithm for Cross-Domain Resource Scheduling in Computing Power Network 用于计算能力网络中跨域资源调度的 DPU 增强型多代理行动者批判算法
IF 5.3 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/tnsm.2024.3434997
Shuaichao Wang, Shaoyong Guo, Jiakai Hao, Yinlin Ren, Feng Qi
{"title":"DPU-Enhanced Multi-Agent Actor-Critic Algorithm for Cross-Domain Resource Scheduling in Computing Power Network","authors":"Shuaichao Wang, Shaoyong Guo, Jiakai Hao, Yinlin Ren, Feng Qi","doi":"10.1109/tnsm.2024.3434997","DOIUrl":"https://doi.org/10.1109/tnsm.2024.3434997","url":null,"abstract":"","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"45 1","pages":""},"PeriodicalIF":5.3,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870559","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
Deadlock Prevention in Payment Channel Networks 支付渠道网络中的僵局预防
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/TNSM.2024.3435484
Neeraj Sharma;Kalpesh Kapoor
{"title":"Deadlock Prevention in Payment Channel Networks","authors":"Neeraj Sharma;Kalpesh Kapoor","doi":"10.1109/TNSM.2024.3435484","DOIUrl":"10.1109/TNSM.2024.3435484","url":null,"abstract":"The use of blockchain-based cryptocurrencies has significantly increased over the last ten years; nevertheless, the broader acceptance of these currencies is hindered by scaling challenges. Payment Channel Networks (PCN), which operates as a layer two solution, presents itself as a viable option for augmenting the scalability of a blockchain network. In order to reduce the time and cost associated with the on-chain settlement, users have the option to conduct off-chain transactions through payment channels within their network. The growth of the PCN is expected to be accompanied by a corresponding increase in the number of transactions. However, the current distributed routing algorithms are unable to manage several simultaneous transactions due to deadlocks efficiently. We illustrate the possibility of deadlock in distributed routing algorithms. We prove that routing two transactions in PCN is NP-complete by reducing it from a two-commodity flow problem. In contrast to earlier work that avoided deadlock by exploiting locking or priority queues, our work emphasizes routing algorithms to avoid conditions for deadlock. We enhance the routing choices to minimize the number of saturated links that can cause deadlock. Resource allocation graphs are used to illustrate the necessary and sufficient conditions required for transactions to be in a deadlock. We also show how the dynamic behavior of resources can affect the deadlock situation in future timestamps. The deadlock trilemma and the relation between concurrency, resources, and deadlocks have also been discussed. The experimental evaluation shows that the proposed methodology yields an improvement in transaction count in the Speedy and the Webflow algorithms by 41% and 27%, respectively.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5164-5177"},"PeriodicalIF":4.7,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870556","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
Optimized FlexEthernet for Inter-Domain Traffic Restoration 优化的 FlexEthernet 用于域间流量恢复
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/TNSM.2024.3434955
Dahina Koulougli;Kim Khoa Nguyen;Mohamed Cheriet
{"title":"Optimized FlexEthernet for Inter-Domain Traffic Restoration","authors":"Dahina Koulougli;Kim Khoa Nguyen;Mohamed Cheriet","doi":"10.1109/TNSM.2024.3434955","DOIUrl":"10.1109/TNSM.2024.3434955","url":null,"abstract":"Restoring traffic in multi-layer multi-domain networks (MLMD) can be inefficient and expensive due to the reconfiguration of both intra-domain and inter-domain paths under limited resources and information sharing. This often results in traffic loss and resource over-provisioning within the MLMD, leading to sub-optimal restoration throughput and high costs. In this study, we harness FlexEthernet (FlexE) on inter-domain links to maximize the restoration throughput at minimum cost. FlexE link aggregation is an effective technique to deal with the costly impact of alternative domain rerouting that allows diverting traffic over aggregated links parallel to the failed ones, without disrupting the intra-domain connections. Additionally, FlexE helps increase network reutilization by leveraging time division multiplexing (TDM) to flexibly shift affected traffic to underutilized aggregated links. However, scheduling traffic migration in FlexE is a challenging issue that has not been fully investigated in the literature. In this paper, we initially formulate the FlexE-based traffic restoration problem as a mixed integer non-linear program (MINLP) and then introduce an approximation algorithm to efficiently solve this problem in polynomial time. Furthermore, we propose a supervised learning approach to predict the optimal restoration policy for large-size instances. Experimental results show that our solution restores up to 14% more traffic than a state-of-the-art approach.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5001-5017"},"PeriodicalIF":4.7,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141870558","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
Exploiting Queue Information for Scalable Delay-Constrained Routing in Deterministic Networks 利用队列信息实现确定性网络中可扩展的延迟受限路由选择
IF 4.7 2区 计算机科学
IEEE Transactions on Network and Service Management Pub Date : 2024-07-29 DOI: 10.1109/TNSM.2024.3435769
Jakob Miserez;Didier Colle;Mario Pickavet;Wouter Tavernier
{"title":"Exploiting Queue Information for Scalable Delay-Constrained Routing in Deterministic Networks","authors":"Jakob Miserez;Didier Colle;Mario Pickavet;Wouter Tavernier","doi":"10.1109/TNSM.2024.3435769","DOIUrl":"10.1109/TNSM.2024.3435769","url":null,"abstract":"Next-generation Internet will require strict end-to-end delay guarantees to support upcoming latency-sensitive applications. The IEEE 802.1 Time-Sensitive Networking (TSN) standard has become the de-facto solution for Ethernet-based L2 networks to support applications with strict latency, jitter and packet loss requirements. The IETF DetNet Working Group tries to expand on TSN to support real-time applications over larger-scale L3 networks. This paper proposes control and routing strategies that provide latency guarantees in L3 networks without requiring time synchronization among nodes. The proposed strategies include a link-state routing protocol and several exploration-based protocols that exploit queue-level information and network calculus to provide latency guarantees. Additionally, the use of queueing delay budgets enables independence among flows, while enabling fine-grained routing. This allows to make better routing decisions and to support applications with diverse latency requirements. Moreover, traffic shaping is only required at the network ingress. The strategies are evaluated extensively and compared in a simulation environment in multiple large-scale scenarios, considering acceptance rate, network utilization, path dissemination time, control overhead, and memory consumption, as well as how these metrics evolve w.r.t. different network scales. Experimental results demonstrate that representative delay-constrained traffic demands can be accommodated adequately by queue-level link-state routing protocols only in smaller-scale networks. In larger-scale network scenarios, breadth-first exploration-based protocols are required to provide stable performance w.r.t. acceptance rate and path dissemination times at the cost of only linearly increasing control overhead and memory footprint.","PeriodicalId":13423,"journal":{"name":"IEEE Transactions on Network and Service Management","volume":"21 5","pages":"5260-5272"},"PeriodicalIF":4.7,"publicationDate":"2024-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10614378","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141873177","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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