2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)最新文献_第5页

Playing with and against Hedge in interdiction games 在拦截游戏中与Hedge一起或对抗

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928774

M. Anagnostou, M. Lambrou

引用次数: 0

Neural Network Based Digital Pre-Distorter Design for DCO-OFDM Visible Light Communications 基于神经网络的DCO-OFDM可见光通信数字预失真器设计

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928724

Omer Narmanlioglu, B. Turan, S. Coleri, M. Uysal

引用次数: 1

5GASP's approach to the onboarding, deployment and validation of 5G NetApps 5GASP对5G NetApps的入门、部署和验证方法

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928718

Rafael Direito, Diogo Gomes, Kostis Trantzas, C. Tranoris

引用次数: 1

Capacity and Energy Efficiency Trade-off in Multi-Packet Reception Wireless Systems 多分组接收无线系统的容量和能效权衡

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928652

Ayman T. Abusabah, Rodolfo Oliveira

引用次数: 0

A Low-cost Home Monitoring Architecture for Human Activity Recognition Using Smartwatches 基于智能手表的低成本人体活动识别家庭监控架构

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928697

José-Borja Castillo-Sánchez, E. Casilari-Pérez, J. Cano-García, E. González-Parada, F. J. González-Cañete

引用次数: 1

Performances evaluation and Congestion Analysis in IoT Network: Simulation and Emulation approach 物联网网络的性能评估与拥塞分析:仿真与仿真方法

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928607

Hanane Benadji, Lynda Zitoune, V. Vèque

{"title":"Performances evaluation and Congestion Analysis in IoT Network: Simulation and Emulation approach","authors":"Hanane Benadji, Lynda Zitoune, V. Vèque","doi":"10.1109/MeditCom55741.2022.9928607","DOIUrl":"https://doi.org/10.1109/MeditCom55741.2022.9928607","url":null,"abstract":"The age of the massive Internet of Things (IoT) is forthcoming, transforming real-world objects into intelligent virtual objects and offering practical and high-quality innovative services. The Constrained Application Protocol (CoAP) was adopted as an efficient candidate to transmit collected data over-constrained environments. However, the congestion control scheme of CoAP and its advanced versions still do not cope with the massive deployment of heterogeneous devices and simultaneous transmission, which increases congestion implying the unsatisfactory of many applications with various requirements and the energy-efficiency reduction. As the first step in our study to improve the CoAP congestion control, we deeply analyzed in this work the network performance when CoAP congestion control operates in an IoT network. We varied several parameters at different levels: the network, the CoAP protocol itself, and the node processing capacity. This performance analysis is performed by simulation under Cooja/Contiki. Obtained results show the limitations of CoAP and the need to adjust the parameters of CoAP, whether the network state is congested or not.","PeriodicalId":206258,"journal":{"name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132438834","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

Online Learning for Industrial IoT: The Online Convex Optimization Perspective 工业物联网的在线学习:在线凸优化视角

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928703

L. Chatzieleftheriou, Chen-Feng Liu, I. Koutsopoulos, M. Bennis, M. Debbah

{"title":"Online Learning for Industrial IoT: The Online Convex Optimization Perspective","authors":"L. Chatzieleftheriou, Chen-Feng Liu, I. Koutsopoulos, M. Bennis, M. Debbah","doi":"10.1109/MeditCom55741.2022.9928703","DOIUrl":"https://doi.org/10.1109/MeditCom55741.2022.9928703","url":null,"abstract":"Industrial Internet of things (IIoT), one enabler for Industry 4.0 Smart Factories, is a mission-critical and latency-sensitive application of 5G networks. Due to the stringent latency requirements in IIoT, coordinating the simultaneous transmissions of massive entities and knowing the interference they create to each other is not feasible. Additionally, due to the mobility feature of mobile robots and automated guided vehicles, the experienced channel fading may differ from the estimated one. Therefore, some uncertainties exist in IIoT networks while we decide the communication and control mechanisms. Within the context of IIoT, this paper discusses some resource allocation solutions from the perspective of Online Convex Optimization (OCO). OCO is a computationally lightweight and memory-efficient mathematical tool which tackles the optimization problems, given that the network environment is arbitrary and unknown. We first introduce the key performance indicators in IIoT networks and highlight the uncertain factors, which we may encounter while allocating the communication resources in IIoT. Then we provide an overview of main principles of OCO and present the comparison benchmarks and related metrics for performance evaluation. Moreover, we discuss the kind of resource allocation problems in IIoT that can be tackled by OCO. Finally, we summarize the advantages of applying OCO to IIoT networks.","PeriodicalId":206258,"journal":{"name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128948834","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

A Network Simulator as a Service for Demanding Performance Evaluation of Wireless and IoT Scenarios 网络模拟器即服务，用于无线和物联网场景的苛刻性能评估

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-09-05 DOI: 10.1109/MeditCom55741.2022.9928767

K. Antonopoulos, Dimitris Ringas, E. Christopoulou, G. Keramidas, Christos D. Antonopoulos, N. Voros

{"title":"A Network Simulator as a Service for Demanding Performance Evaluation of Wireless and IoT Scenarios","authors":"K. Antonopoulos, Dimitris Ringas, E. Christopoulou, G. Keramidas, Christos D. Antonopoulos, N. Voros","doi":"10.1109/MeditCom55741.2022.9928767","DOIUrl":"https://doi.org/10.1109/MeditCom55741.2022.9928767","url":null,"abstract":"This paper presents the design, development and evaluation of a novel Network Simulator as a Service infrastructure. It is based on a prominent open-source discrete-event network simulator which is extended to offer advanced batch simulation execution, results acquisition, post-processing analysis and presentation features, as well as machine learning optimisations to reduce the overall processing load. In that respect, we have developed a software system, which allows researchers to define simulation scenarios along with a set of parameters and to commission simulation executions in large scale thus delivering to the end user a service that is novel, robust, extendible and extensible. It has been thoroughly evaluated within ESDA Lab (UoP), proving its feasibility and demonstrating its ability to leverage machine learning techniques in order to automatically identify and exclude simulations that are classified as ones that will not meet defined performance requirements, thus drastically reducing simulation workload, delay and resource utilisation.","PeriodicalId":206258,"journal":{"name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116935294","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: 1

A Model Drift Detection and Adaptation Framework for 5G Core Networks 5G核心网模型漂移检测与自适应框架

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-08-08 DOI: 10.1109/MeditCom55741.2022.9928667

D. Manias, Ali Chouman, A. Shami

{"title":"A Model Drift Detection and Adaptation Framework for 5G Core Networks","authors":"D. Manias, Ali Chouman, A. Shami","doi":"10.1109/MeditCom55741.2022.9928667","DOIUrl":"https://doi.org/10.1109/MeditCom55741.2022.9928667","url":null,"abstract":"The advent of Fifth Generation (5G) and beyond 5G networks (5G+) has revolutionized the way network operators consider the management and orchestration of their networks. With an increased focus on intelligence and automation through core network functions such as the NWDAF, service providers are tasked with integrating machine learning models and artificial intelligence systems into their existing network operation practices. Due to the dynamic nature of next-generation networks and their supported use cases and applications, model drift is a serious concern, which can deteriorate the performance of intelligent models deployed throughout the network. The work presented in this paper introduces a model drift detection and adaptation module for 5G core networks. Using a functional prototype of a 5G core network, a drift in user behaviour is emulated, and the proposed framework is deployed and tested. The results of this work demonstrate the ability of the drift detection module to accurately characterize a drifted concept as well as the ability of the drift adaptation module to begin the necessary remediation efforts to restore system performance.","PeriodicalId":206258,"journal":{"name":"2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114558461","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: 2

On the Uplink Performance of Finite-Capacity Radio Stripes 有限容量射频条纹的上行性能研究

2022 IEEE International Mediterranean Conference on Communications and Networking (MeditCom) Pub Date : 2022-07-31 DOI: 10.1109/MeditCom55741.2022.9928628

Ioannis Chiotis, A. L. Moustakas

引用次数: 3