arXiv - CS - Networking and Internet Architecture最新文献_第8页

Two-Timescale Synchronization and Migration for Digital Twin Networks: A Multi-Agent Deep Reinforcement Learning Approach 数字孪生网络的双时标同步和迁移：多代理深度强化学习方法

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.01092

Wenshuai Liu, Yaru Fu, Yongna Guo, Fu Lee Wang, Wen Sun, Yan Zhang

{"title":"Two-Timescale Synchronization and Migration for Digital Twin Networks: A Multi-Agent Deep Reinforcement Learning Approach","authors":"Wenshuai Liu, Yaru Fu, Yongna Guo, Fu Lee Wang, Wen Sun, Yan Zhang","doi":"arxiv-2409.01092","DOIUrl":"https://doi.org/arxiv-2409.01092","url":null,"abstract":"Digital twins (DTs) have emerged as a promising enabler for representing the\u0000real-time states of physical worlds and realizing self-sustaining systems. In\u0000practice, DTs of physical devices, such as mobile users (MUs), are commonly\u0000deployed in multi-access edge computing (MEC) networks for the sake of reducing\u0000latency. To ensure the accuracy and fidelity of DTs, it is essential for MUs to\u0000regularly synchronize their status with their DTs. However, MU mobility\u0000introduces significant challenges to DT synchronization. Firstly, MU mobility\u0000triggers DT migration which could cause synchronization failures. Secondly, MUs\u0000require frequent synchronization with their DTs to ensure DT fidelity.\u0000Nonetheless, DT migration among MEC servers, caused by MU mobility, may occur\u0000infrequently. Accordingly, we propose a two-timescale DT synchronization and\u0000migration framework with reliability consideration by establishing a non-convex\u0000stochastic problem to minimize the long-term average energy consumption of MUs.\u0000We use Lyapunov theory to convert the reliability constraints and reformulate\u0000the new problem as a partially observable Markov decision-making process\u0000(POMDP). Furthermore, we develop a heterogeneous agent proximal policy\u0000optimization with Beta distribution (Beta-HAPPO) method to solve it. Numerical\u0000results show that our proposed Beta-HAPPO method achieves significant\u0000improvements in energy savings when compared with other benchmarks.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"70 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Poster: Developing an O-RAN Security Test Lab 海报：开发 O-RAN 安全测试实验室

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.01107

Sotiris Michaelides, David Rupprecht, Katharina Kohls

引用次数: 0

Online Convex Optimization for On-Board Routing in High-Throughput Satellites 高吞吐量卫星机载路由的在线凸优化

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.01488

Olivier Bélanger, Jean-Luc Lupien, Olfa Ben Yahia, Stéphane Martel, Antoine Lesage-Landry, Gunes Karabulut Kurt

{"title":"Online Convex Optimization for On-Board Routing in High-Throughput Satellites","authors":"Olivier Bélanger, Jean-Luc Lupien, Olfa Ben Yahia, Stéphane Martel, Antoine Lesage-Landry, Gunes Karabulut Kurt","doi":"arxiv-2409.01488","DOIUrl":"https://doi.org/arxiv-2409.01488","url":null,"abstract":"The rise in low Earth orbit (LEO) satellite Internet services has led to\u0000increasing demand, often exceeding available data rates and compromising the\u0000quality of service. While deploying more satellites offers a short-term fix,\u0000designing higher-performance satellites with enhanced transmission capabilities\u0000provides a more sustainable solution. Achieving the necessary high capacity\u0000requires interconnecting multiple modem banks within a satellite payload.\u0000However, there is a notable gap in research on internal packet routing within\u0000extremely high-throughput satellites. To address this, we propose a real-time\u0000optimal flow allocation and priority queue scheduling method using online\u0000convex optimization-based model predictive control. We model the problem as a\u0000multi-commodity flow instance and employ an online interior-point method to\u0000solve the routing and scheduling optimization iteratively. This approach\u0000minimizes packet loss and supports real-time rerouting with low computational\u0000overhead. Our method is tested in simulation on a next-generation extremely\u0000high-throughput satellite model, demonstrating its effectiveness compared to a\u0000reference batch optimization and to traditional methods.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183741","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Non-local redundancy: Erasure coding and dispersed replicas for robust retrieval in the Swarm peer-to-peer network 非本地冗余：在 Swarm 点对点网络中进行擦除编码和分散复制以实现稳健检索

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.01259

Viktor Trón, Viktor Tóth, Callum Toner, Dan Nickless, Dániel A. Nagy, Áron Fischer, György Barabás

引用次数: 0

Infiltrating the Sky: Data Delay and Overflow Attacks in Earth Observation Constellations 渗透天空：地球观测星座中的数据延迟和溢出攻击

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.00897

Xiaojian Wang, Ruozhou Yu, Dejun Yang, Guoliang Xue

{"title":"Infiltrating the Sky: Data Delay and Overflow Attacks in Earth Observation Constellations","authors":"Xiaojian Wang, Ruozhou Yu, Dejun Yang, Guoliang Xue","doi":"arxiv-2409.00897","DOIUrl":"https://doi.org/arxiv-2409.00897","url":null,"abstract":"Low Earth Orbit (LEO) Earth Observation (EO) satellites have changed the way\u0000we monitor Earth. Acting like moving cameras, EO satellites are formed in\u0000constellations with different missions and priorities, and capture vast data\u0000that needs to be transmitted to the ground for processing. However, EO\u0000satellites have very limited downlink communication capability, limited by\u0000transmission bandwidth, number and location of ground stations, and small\u0000transmission windows due to high velocity satellite movement. To optimize\u0000resource utilization, EO constellations are expected to share communication\u0000spectrum and ground stations for maximum communication efficiency. In this paper, we investigate a new attack surface exposed by resource\u0000competition in EO constellations, targeting the delay or drop of Earth\u0000monitoring data using legitimate EO services. Specifically, an attacker can\u0000inject high-priority requests to temporarily preempt low-priority data\u0000transmission windows. Furthermore, we show that by utilizing predictable\u0000satellite dynamics, an attacker can intelligently target critical data from\u0000low-priority satellites, either delaying its delivery or irreversibly dropping\u0000the data. We formulate two attacks, the data delay attack and the data overflow\u0000attack, design algorithms to assist attackers in devising attack strategies,\u0000and analyze their feasibility or optimality in typical scenarios. We then\u0000conduct trace-driven simulations using real-world satellite images and orbit\u0000data to evaluate the success probability of launching these attacks under\u0000realistic satellite communication settings. We also discuss possible defenses\u0000against these attacks.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"19 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183742","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Generating Packet-Level Header Traces Using GNN-powered GAN 使用 GNN 驱动的 GAN 生成数据包级标头跟踪

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-02 DOI: arxiv-2409.01265

Zhen Xu

{"title":"Generating Packet-Level Header Traces Using GNN-powered GAN","authors":"Zhen Xu","doi":"arxiv-2409.01265","DOIUrl":"https://doi.org/arxiv-2409.01265","url":null,"abstract":"This study presents a novel method combining Graph Neural Networks (GNNs) and\u0000Generative Adversarial Networks (GANs) for generating packet-level header\u0000traces. By incorporating word2vec embeddings, this work significantly mitigates\u0000the dimensionality curse often associated with traditional one-hot encoding,\u0000thereby enhancing the training effectiveness of the model. Experimental results\u0000demonstrate that word2vec encoding captures semantic relationships between\u0000field values more effectively than one-hot encoding, improving the accuracy and\u0000naturalness of the generated data. Additionally, the introduction of GNNs\u0000further boosts the discriminator's ability to distinguish between real and\u0000synthetic data, leading to more realistic and diverse generated samples. The\u0000findings not only provide a new theoretical approach for network traffic data\u0000generation but also offer practical insights into improving data synthesis\u0000quality through enhanced feature representation and model architecture. Future\u0000research could focus on optimizing the integration of GNNs and GANs, reducing\u0000computational costs, and validating the model's generalizability on larger\u0000datasets. Exploring other encoding methods and model structure improvements may\u0000also yield new possibilities for network data generation. This research\u0000advances the field of data synthesis, with potential applications in network\u0000security and traffic analysis.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"45 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142223989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Fast Prototyping of Distributed Stream Processing Applications with stream2gym 利用 stream2gym 快速构建分布式流处理应用原型

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-01 DOI: arxiv-2409.00577

Md. Monzurul Amin Ifath, Miguel Neves, Israat Haque

{"title":"Fast Prototyping of Distributed Stream Processing Applications with stream2gym","authors":"Md. Monzurul Amin Ifath, Miguel Neves, Israat Haque","doi":"arxiv-2409.00577","DOIUrl":"https://doi.org/arxiv-2409.00577","url":null,"abstract":"Stream processing applications have been widely adopted due to real-time data\u0000analytics demands, e.g., fraud detection, video analytics, IoT applications.\u0000Unfortunately, prototyping and testing these applications is still a cumbersome\u0000process for developers that usually requires an expensive testbed and deep\u0000multi-disciplinary expertise, including in areas such as networking,\u0000distributed systems, and data engineering. As a result, it takes a long time to\u0000deploy stream processing applications into production and yet users face\u0000several correctness and performance issues. In this paper, we present\u0000stream2gym, a tool for the fast prototyping of large-scale distributed stream\u0000processing applications. stream2gym builds on Mininet, a widely adopted network\u0000emulation platform, and provides a high-level interface to enable developers to\u0000easily test their applications under various operating conditions. We\u0000demonstrate the benefits of stream2gym by prototyping and testing several\u0000applications as well as reproducing key findings from prior research work in\u0000video analytics and network traffic monitoring. Moreover, we show stream2gym\u0000presents accurate results compared to a hardware testbed while consuming a\u0000small amount of resources (enough to be supported in a single commodity laptop\u0000even when emulating a dozen of processing nodes).","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"17 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183941","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

AirCompSim: A Discrete Event Simulator for Air Computing AirCompSim：用于空中计算的离散事件模拟器

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-01 DOI: arxiv-2409.00689

Baris Yamansavascilar, Atay Ozgovde, Cem Ersoy

{"title":"AirCompSim: A Discrete Event Simulator for Air Computing","authors":"Baris Yamansavascilar, Atay Ozgovde, Cem Ersoy","doi":"arxiv-2409.00689","DOIUrl":"https://doi.org/arxiv-2409.00689","url":null,"abstract":"Air components, including UAVs, planes, balloons, and satellites have been\u0000widely utilized since the fixed capacity of ground infrastructure cannot meet\u0000the dynamic load of the users. However, since those air components should be\u0000coordinated in order to achieve the desired quality of service, several\u0000next-generation paradigms have been defined including air computing.\u0000Nevertheless, even though many studies and open research issues exist for air\u0000computing, there are limited test environments that cannot satisfy the\u0000performance evaluation requirements of the dynamic environment. Therefore, in\u0000this study, we introduce our discrete event simulator, AirCompSim, which\u0000fulfills an air computing environment considering dynamically changing\u0000requirements, loads, and capacities through its modular structure. To show its\u0000capabilities, a dynamic capacity enhancement scenario is used for investigating\u0000the effect of the number of users, UAVs, and requirements of different\u0000application types on the average task success rate, service time, and server\u0000utilization. The results demonstrate that AirCompSim can be used for\u0000experiments in air computing.","PeriodicalId":501280,"journal":{"name":"arXiv - CS - Networking and Internet Architecture","volume":"81 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Reliability-considered Multi-platoon's Groupcasting using the Resource Sharing Method 使用资源共享方法进行可靠性考虑的多排群播

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-09-01 DOI: arxiv-2409.00719

Chung-Ming Huang, Yen-Hung Wu, Duy-Tuan Dao

引用次数: 0

UAV-Enabled Wireless Networks for Integrated Sensing and Learning-Oriented Communication 用于综合传感和学习型通信的无人机无线网络

arXiv - CS - Networking and Internet Architecture Pub Date : 2024-08-31 DOI: arxiv-2409.00405

Wenhao Zhuang, Xinyu He, Yuyi Mao, Juan Liu

引用次数: 0