2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)最新文献_第2页

User Mobility Dataset for 5G Networks Based on GPS Geolocation 基于GPS地理定位的5G网络用户移动性数据集

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966906

Siham Bouchelaghem, Hakim Boudjelaba, Mawloud Omar, M. Amad

{"title":"User Mobility Dataset for 5G Networks Based on GPS Geolocation","authors":"Siham Bouchelaghem, Hakim Boudjelaba, Mawloud Omar, M. Amad","doi":"10.1109/CAMAD55695.2022.9966906","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966906","url":null,"abstract":"Geolocation technology is the most exciting area of advancement in 5G, leveraging massive sources of accurate location data to provide users with effective location-positioning services and applications. As research on user mobility prediction is steadily growing in the context of 5G networks, the need for available mobility-related data is of utmost importance to support the development and evaluation of new individual mobility patterns. This paper presents a novel mobility dataset generation method for 5G networks based on users' GPS trajectory data. First, we propose aggregating the user's GPS trajectories and modeling his location history by a mobility graph representing the set of cell base stations he passed through. Second, we implement the proposed modeling approach to build a custom mobility dataset and provide a detailed description of our methodology. The generated dataset relies on mobility traces from the real-world Geolife dataset and contains the mobility graph records of 128 users. Finally, we discuss selected use cases for which we believe our dataset would be valuable.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116029856","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

Towards an IoT Framework for Wellness Assessment 迈向健康评估的物联网框架

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966893

Katherine McLeod, P. Spachos

{"title":"Towards an IoT Framework for Wellness Assessment","authors":"Katherine McLeod, P. Spachos","doi":"10.1109/CAMAD55695.2022.9966893","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966893","url":null,"abstract":"Wellness assessment can provide important data to improve the health of an individual. However, constantly monitoring individual wellness has challenges due to the different and several activities people participate in throughout the day. The availability and popularity of low-cost and inexpensive Internet of Things (IoT) devices can alleviate this issue. In this work, an IoT framework is presented to examine the relationship between an individual's wellness and their surrounding environment. It uses an IoT device to collect data and forwards them using WiFi and Bluetooth Low Energy (BLE). The participants in this study are two groups of ten undergraduate students at the University of Guelph. Each group took the experiment at different times of the year. Each participant is given an Android smartphone equipped with an application, in order to complete a brief psychological survey three times per day. During the periods of completion, an IoT device in their possession is reading environmental data. The five environmental variables collected are temperature, humidity, air pressure, luminosity, and noise level. Upon submission of the survey, the results of the survey and the environmental data are sent to a server via WiFi. According to experimental results, the first group to complete the experiment indicated a correlation between stress and noise, while the second group indicated a correlation between distress and light.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126073197","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 Federated DRL Approach for Smart Micro-Grid Energy Control with Distributed Energy Resources 分布式智能微电网能量控制的联邦DRL方法

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966919

Farhad Rezazadeh, N. Bartzoudis

{"title":"A Federated DRL Approach for Smart Micro-Grid Energy Control with Distributed Energy Resources","authors":"Farhad Rezazadeh, N. Bartzoudis","doi":"10.1109/CAMAD55695.2022.9966919","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966919","url":null,"abstract":"The prevalence of the Internet of things (IoT) and smart meters devices in smart grids is providing key support for measuring and analyzing the power consumption patterns. This approach enables end-user to play the role of prosumers in the market and subsequently contributes to diminish the carbon footprint and the burden on utility grids. The coordination of trading surpluses of energy that is generated by house renewable energy resources (RERs) and the supply of shortages by external networks (main grid) is a necessity. This paper proposes a hierarchical architecture to manage energy in multiple smart buildings leveraging federated deep reinforcement learning (FDRL) with dynamic load in a distributed manner. Within the context of the developed FDRL-based framework, each agent that is hosted in local building energy management systems (BEMS) trains a local deep reinforcement learning (DRL) model and shares its experience in the form of model hyperparameters to the federation layer in the energy management system (EMS). Simulation studies are conducted using one EMS and up to twenty smart houses that are equipped with photovoltaic (PV) systems and batteries. This iterative training approach enables the proposed discretized soft actor-critic (SAC) agents to aggregate the collected knowledge to expedite the overall learning procedure and reduce costs and CO2 emissions, while the federation approach can mitigate privacy breaches. The numerical results confirm the performance of the proposed framework under different daytime periods, loads, and temperatures.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125824525","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: 3

Performance Evaluation of Contention-based Channel Access for mmWave Sidelink Communications 毫米波副链路通信中基于竞争的信道接入性能评价

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966910

Alessandro Brighenti, Matteo Drago, Tommaso Zugno, M. Zorzi, P. Casari

{"title":"Performance Evaluation of Contention-based Channel Access for mmWave Sidelink Communications","authors":"Alessandro Brighenti, Matteo Drago, Tommaso Zugno, M. Zorzi, P. Casari","doi":"10.1109/CAMAD55695.2022.9966910","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966910","url":null,"abstract":"One of the main challenges of future automotive networks is the need to make vehicles aware of their surroundings. Each car will be required to collect data about the environment through dedicated sensors, and share it with its neighbors. Communicating in the millimeter wave spectrum could provide a solution for addressing such requirements. The huge amount of bandwidth available at millimeter wave frequencies, along with an optimized use of the physical resources, could provide massive data rates and low latency capabilities and enable the dissemination of real-time information. In this paper, we focus on platoons of vehicles that share LiDAR pointclouds with their platoon leader, and we use MilliCar, the ns-3 module based on the 3GPP NR V2X specifications, to provide an end-to-end performance evaluation. In particular, we study the trade-offs between using a semi-persistent resource allocation of time slots, with respect to a contention-based approach. By comparing different scheduling alternatives and different clear channel assessment thresholds, we show that coordination among different platoons can mitigate the inter-platoon interference and increase the reliability, whereas a contention-based approach achieves lower transmission delay.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"521 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123441113","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 Pragmatic and Realistic Approach for Providing Adapted Transport Services for All Applications 为所有应用提供适合的运输服务的务实和现实的方法

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966889

Ezechiel Tape, Samir Medjiah, C. Chassot

{"title":"A Pragmatic and Realistic Approach for Providing Adapted Transport Services for All Applications","authors":"Ezechiel Tape, Samir Medjiah, C. Chassot","doi":"10.1109/CAMAD55695.2022.9966889","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966889","url":null,"abstract":"Transmission Control Protocol (TCP) services are not suitable for all Internet applications. Also, the performance provided by TCP is suboptimal for many networks. Given this situation, several alternative protocols and new transport layer architectures have been proposed to provide efficient end-to-end communication services for QoS-constrained applications. Yet, these solutions are not deployed or adopted because they only target new applications or force the rewriting of classic socket-based (aka “legacy”) applications. At the same time, new communication paradigms (SDN/NFV, etc.) and technologies (eBPF, DPDK, RDMA, etc.) have recently emerged. These evolutions can break the ossification of the Transport layer. However, they are unequally distributed on the Internet, posing a heterogeneity problem. This article proposes a software framework (named VTL for Virtual Transport Layer) that aims to take advantage of these new technologies according to their availability, with the goal of offering the most appropriate Transport services according to the application and network context. Relying on existing protocols or Transport layer frameworks, the VTL makes it possible to deploy the best protocol solution on the end hosts or the data paths in response to the QoS needs of the applications, whether or not they are aware of the existence of the VTL.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128207555","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

Device Onboarding in Eclipse Arrowhead Using Power of Attorney Based Authorization 在Eclipse箭头中使用基于授权书的授权进行设备登录

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966899

Sreelakshmi Vattaparambil Sudarsan, O. Schelén, Ulf Bodin, Nicklas Nyström

引用次数: 0

Uberization of NOMA Wireless Network Resource Sharing: A Driver-Passenger Game-Theoretic Approach NOMA无线网络资源共享的优步化:一种驾驶员-乘客博弈方法

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966890

Yutong Song, Wei Wang, K. Sohraby

{"title":"Uberization of NOMA Wireless Network Resource Sharing: A Driver-Passenger Game-Theoretic Approach","authors":"Yutong Song, Wei Wang, K. Sohraby","doi":"10.1109/CAMAD55695.2022.9966890","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966890","url":null,"abstract":"Non-Orthogonal Multiple Access (NOMA), is con-sidered as a potential solution for resource sharing in wireless multimedia networks because of its high spectral efficiency. In this research, we propose a new pricing scheme to uberize the NOMA network between users in the same resource block, leveraging the ride-sharing concept for better NOMA resource allocation. The pricing scheme between different users is similar to the Uber/Lyft ride-sharing system where the driver and passenger make a deal and share the power, time frame and frequency spectrum resource provided by the base station. The NOMA passenger user pays some virtual payment for wireless riding and the NOMA driver user is rewarded for willing to sharing the resource block after paying commission to the base station. The utility functions of users are derived based on the quality of wireless multimedia. The pricing and power allocation strategy is to make both driver and passenger users achieve their maximum utilities by deriving game-theoretic Nash Equilibrium. The simulation results show that the proposed NOMA ubertization game solution has potential improvement of system utility performance comparing with the orthogonal multiple access (OMA) pricing strategy.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133507503","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

Resource Optimization of SFC Embedding for IoT Networks Using Quantum Computing 基于量子计算的物联网SFC嵌入资源优化

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966892

Mahzabeen Emu, Salimur Choudhury, K. Salomaa

引用次数: 1

Design of a Smart Metering Device with Edge Computing for Monitoring Silicon Photovoltaic Panels 基于边缘计算的硅光伏板监测智能计量装置设计

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.9966885

Gonzalo García-Valle, S. Colodrero, Victor Cuadrat, Guillermo Gutiérrez, Sirio Beneitez, Sergio Martínez-Navas

{"title":"Design of a Smart Metering Device with Edge Computing for Monitoring Silicon Photovoltaic Panels","authors":"Gonzalo García-Valle, S. Colodrero, Victor Cuadrat, Guillermo Gutiérrez, Sirio Beneitez, Sergio Martínez-Navas","doi":"10.1109/CAMAD55695.2022.9966885","DOIUrl":"https://doi.org/10.1109/CAMAD55695.2022.9966885","url":null,"abstract":"Optimizing power generation with photovoltaic panels seeks to achieve the best performance and efficiency, both of single panels and grids comprising several of them. The outcomes depend on ambient conditions, such as irradiance or temperature, but also on external causes (e.g., soiling) that may lead to critical power losses. This paper proposes a smart metering device containing sensors to monitor these panels continuously by collecting I-V curves, a Maximum Power Point Tracker (MPPT) to maintain the optimal operation, as well as security elements to prevent external accesses and protect the generated data. The objective is to create a predictive maintenance system with artificial intelligence algorithms on the edge. Developing those algorithms requires a characterization of the selected panels to get optimal results, detecting failures and troubles swiftly, both of the panel and the smart device. Moreover, periodically or in case of noteworthy events, the device reports the information to a cloud platform by using LoRa 2.4GHz communication protocol. The device must ensure the proper operation of panels, allowing to take sustainable corrective measures by preventing an unnecessary waste of resources (electricity or water, among others). The aim is to avoid irreparable failures that imply high costs and reach high efficiency of the monitoring system and the energy generation process.","PeriodicalId":166029,"journal":{"name":"2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126427654","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

Lightweight YOLOV4 algorithm for underwater whale detection 轻量级YOLOV4算法水下鲸鱼检测

2022 IEEE 27th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) Pub Date : 2022-11-02 DOI: 10.1109/CAMAD55695.2022.10128789

Lili He, Defeng Du, Hongtao Bai, Kai Wang

引用次数: 0