2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)最新文献

Twin Delayed DDPG based Dynamic Power Allocation for Internet of Robotic Things 基于双延迟DDPG的物联网机器人动态功率分配

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911277

Homayun Kabir, Mau-Luen Tham, Yoong Choon Chang

{"title":"Twin Delayed DDPG based Dynamic Power Allocation for Internet of Robotic Things","authors":"Homayun Kabir, Mau-Luen Tham, Yoong Choon Chang","doi":"10.23919/softcom55329.2022.9911277","DOIUrl":"https://doi.org/10.23919/softcom55329.2022.9911277","url":null,"abstract":"The internet of robotic things (IoRT) is an emerging technology that combines user equipment (UE) by allowing communications among each other and data transmission with existing communications and network protocols. However, current IoRT network topologies and resources are insufficient to handle this massive data flow and meet the quality of service (QoS) requirements due to the rapid increment of connected UEs. Hence, the most crucial challenge is radio resource management by controlling the emitting power of the antenna called power allocation (PA), considering the interfering multiple access channel (IMAC). In this paper, we propose a data-driven and model-free twin delayed deep deterministic policy gradient (TD3) algorithm which controls the continuous power level of the PA. TD3 is a modified algorithm of deep deterministic policy gradient (DDPG) that consists of six networks: two actors (one for model and the other for target) and four critics (two for models and two for targets) networks. Results show that the proposed TD3 algorithm outperforms the model-based methods such as fractional programming (FP) and weighted MMSE (WMMSE) as well as model-free algorithms, for example, deep Q network (DQN) and DDPG on sum-rate performance with good generalization power.","PeriodicalId":261625,"journal":{"name":"2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","volume":"69 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115165077","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

Analysis of SAR in a Simplified Body Model due to a Short Dipole Antenna Radiation 短偶极子天线辐射下SAR的简化体模型分析

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911323

A. Šušnjara, D. Poljak, Ivan Matić

引用次数: 0

Behavior Exploration of Humanoid Robot NAO and Comparative Interaction Study of Autistic Children with the Robot and Human 仿人机器人NAO的行为探索及自闭症儿童与机器人和人的比较互动研究

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911443

Mirajul Mohin, Sourav Deb, S. M. Tareeq

引用次数: 0

Performance Comparison of Technological Solutions for Spark Applications in AWS AWS中Spark应用技术解决方案的性能比较

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911508

R. Lancellotti, Stefano Rossi, Giuseppe Calogero Miano, Fabio Miselli

引用次数: 0

QoS Resource Reservation Mechanisms for Switched Optical Networks 交换光网络的QoS资源预留机制

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911345

S. Kaczmarek, M. Młynarczuk, Arkadiusz Dumin

引用次数: 1

An Assessment Platform of Cybersecurity Attacks against the MQTT Protocol using SIEM 基于SIEM的MQTT协议网络安全攻击评估平台

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911428

Mohamed Hadded, Gaspard Lauras, Jérôme Letailleur, Yohann Petiot, Anouk Dubois

{"title":"An Assessment Platform of Cybersecurity Attacks against the MQTT Protocol using SIEM","authors":"Mohamed Hadded, Gaspard Lauras, Jérôme Letailleur, Yohann Petiot, Anouk Dubois","doi":"10.23919/softcom55329.2022.9911428","DOIUrl":"https://doi.org/10.23919/softcom55329.2022.9911428","url":null,"abstract":"The industry of shared self-driving is increasingly interested in the Message Queuing Telemetry Transport (MQTT) solution to develop and evaluate their autonomous and shared mobility services. This solution would have the advantage of making data exchange easier between autonomous vehicles themselves and between vehicles and infrastructure. Nevertheless, there are a number of security threats due to the design and the use of the MQTT protocol. Some of these threats are denial of service (DoS), spoofing, information disclosure and data corruption. These security issues can be caused by external attackers as well as internal entities that are successfully authenticated. This paper analyzes the impact of these attacks on the performance of MQTT protocol with TLS in terms of CPU/RAM usage and latency. For that, we provide in this paper an in-depth overview of cybersecurity attacks that can disrupt the MQTT protocol and we also present an evaluation platform using Security Information and Event Management (SIEM) architecture that automatically collects and aggregates system events from the server to assess the impact of the cyber attacks. The results indicate that these attacks have highly negative influence on the performance of broker. These results will contribute in the future to implement new countermeasures to improve cybersecurity of MQTT protocol.","PeriodicalId":261625,"journal":{"name":"2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115079066","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

Employing a Seq2Seq Model for Spelling Correction in Albanian Language 基于Seq2Seq模型的阿尔巴尼亚语拼写校正

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911495

Evis Trandafili, Alba Haveriku, Antea Bendo

{"title":"Employing a Seq2Seq Model for Spelling Correction in Albanian Language","authors":"Evis Trandafili, Alba Haveriku, Antea Bendo","doi":"10.23919/softcom55329.2022.9911495","DOIUrl":"https://doi.org/10.23919/softcom55329.2022.9911495","url":null,"abstract":"In this paper we present a model which detects and corrects spelling mistakes in Albanian language. Most of the available literature and published papers discuss the implementation and optimization of spell checkers for the English language. Until now, unfortunately, there is a lack of published works for the processing of Albanian language. We are going to explain the process of implementing a spelling corrector for Albanian, from the dataset creation until the provision of the results. The proposed model is based in the Sequence to Sequence (Seq2Seq) model with Bahdanau Attention. Since there is a lack of public datasets in Albanian, we created a dataset with 958,116 sentences collected from electronic books, Wikipedia articles and various legal documents in Albanian language. We experimented with the hyperparameters values in our neural network to find the optimal parameters which provided the best results. We propose that by enriching the initial dataset, not only in dimension but also by linking it with other tools such as POS (Part of Speech) tagging, a higher level of accuracy can be achieved.","PeriodicalId":261625,"journal":{"name":"2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-09-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115248569","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

Radio Environment Map and Deep Q-Learning for 5G Dynamic Point Blanking 5G动态点消隐的无线电环境图和深度q -学习

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/SoftCOM55329.2022.9911517

Marcin Hoffmann, P. Kryszkiewicz

引用次数: 1

Determining the ABEP under the Influence of K -µ Fading and CCI with SC combining at L-branch Receiver Using Moment Generating Function 利用矩源函数确定l支路接收端K -µ衰落和SC联合CCI影响下的ABEP

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911453

D. Krstić, S. Suljovic, N. Petrovic, Sinisa Minic, Z. Popovic

引用次数: 0

On 5G Radiated Field Measurement/Calculation Procedures and Exposure Compliance Limits 关于5G辐射场测量/计算程序和暴露合规限值

2022 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) Pub Date : 2022-09-22 DOI: 10.23919/softcom55329.2022.9911435

Marin Galic, Miroslav Crnolatec, D. Poljak

引用次数: 0