Mobile Information Systems最新文献_第10页

Retracted: Analysis of Chinese Image Discourse Based on Crawler Algorithms 基于爬虫算法的中文图像话语分析

4区计算机科学

Mobile Information Systems Pub Date : 2023-10-18 DOI: 10.1155/2023/9783894

Mobile Information Systems

引用次数: 0

Optimizing QoS Metrics for Software-Defined Networking in Federated Learning 联邦学习中软件定义网络的QoS指标优化

4区计算机科学

Mobile Information Systems Pub Date : 2023-10-09 DOI: 10.1155/2023/3896267

Mahdi Fallah, Parya Mohammadi, Mohammadreza NasiriFard, Pedram Salehpour

{"title":"Optimizing QoS Metrics for Software-Defined Networking in Federated Learning","authors":"Mahdi Fallah, Parya Mohammadi, Mohammadreza NasiriFard, Pedram Salehpour","doi":"10.1155/2023/3896267","DOIUrl":"https://doi.org/10.1155/2023/3896267","url":null,"abstract":"In the modern and complex realm of networking, the pursuit of ideal QoS metrics is a fundamental objective aimed at maximizing network efficiency and user experiences. Nonetheless, the accomplishment of this task is hindered by the diversity of networks, the unpredictability of network conditions, and the rapid growth of multimedia traffic. This manuscript presents an innovative method for enhancing the QoS in SDN by combining the load-balancing capabilities of FL and genetic algorithms. The proposed solution aims to improve the dispersed aggregation of multimedia traffic by prioritizing data privacy and ensuring secure network load distribution. By using federated learning, multiple clients can collectively participate in the training process of a global model without compromising the privacy of their sensitive information. This method safeguards user privacy while facilitating the aggregation of distributed multimedia traffic. In addition, genetic algorithms are used to optimize network load balancing, thereby ensuring the efficient use of network resources and mitigating the risk of individual node overload. As a result of extensive testing, this research has demonstrated significant improvements in QoS measurements compared to traditional methods. Our proposed technique outperforms existing techniques such as RR, weighted RR, server load, LBBSRT, and dynamic server approaches in terms of CPU and memory utilization, as well as server requests across three testing servers. This novel methodology has applications in multiple industries, including telecommunications, multimedia streaming, and cloud computing. The proposed method presents an innovative strategy for addressing the optimization of QoS metrics in SDN environments, while preserving data privacy and optimizing network resource usage.","PeriodicalId":49802,"journal":{"name":"Mobile Information Systems","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135092770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

The Effect of Consumer Resistance and Trust on the Intention to Accept Fully Autonomous Vehicles 消费者抵制和信任对接受全自动驾驶汽车意愿的影响

4区计算机科学

Mobile Information Systems Pub Date : 2023-10-06 DOI: 10.1155/2023/3620148

Dawoon Wang, Hyekyong Choi

{"title":"The Effect of Consumer Resistance and Trust on the Intention to Accept Fully Autonomous Vehicles","authors":"Dawoon Wang, Hyekyong Choi","doi":"10.1155/2023/3620148","DOIUrl":"https://doi.org/10.1155/2023/3620148","url":null,"abstract":"Fully autonomous vehicles are a new technology that is expected to be widely accepted by consumers because of their various advantages. This study examined consumers’ intention to accept fully autonomous vehicles based on trust and resistance. To this end, consumer data were analyzed by integrating the innovation resistance model and the technology trust model. The subjects of the survey were 400 drivers between the ages of twenty and sixty-nine. As a result of the study, variables related to the “technical characteristics” of fully autonomous vehicles affected the resistance. On the other hand, “experiential characteristics” were confirmed to affect trust. Second, consumers with a high innovation propensity are more likely to accept fully autonomous vehicles when they are commercialized in the future. Third, it was found that resistance had a negative effect and trust had a positive effect on consumers’ intention to accept fully autonomous vehicles. Therefore, for consumers to accept these, technology should be developed in the direction of removing factors affecting resistance and providing factors increasing trust. As such, consumers have anxiety and concerns as well as expectations, even though they have not yet experienced a fully autonomous vehicle. In particular, since fully autonomous vehicles completely change the existing driving paradigm, more careful consideration is required in the diffusion of this technology.","PeriodicalId":49802,"journal":{"name":"Mobile Information Systems","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135346291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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

Retracted: Construction of Online Shopping Legal Protection Mechanism Based on Artificial Intelligence Technology 撤下:基于人工智能技术的网络购物法律保护机制构建

4区计算机科学

Mobile Information Systems Pub Date : 2023-10-04 DOI: 10.1155/2023/9891645

Mobile Information Systems

引用次数: 0

Retracted: Construction and Coping Strategies of Ideological and Political Education Evaluation System under the Background of Intelligent Internet of Things 撤下:智能物联网背景下思想政治教育评价体系构建及应对策略

4区计算机科学

Mobile Information Systems Pub Date : 2023-10-04 DOI: 10.1155/2023/9816940

Mobile Information Systems

引用次数: 0

Retracted: Analysis of the Role of Decision Tree Algorithm in Art Education Based on the Background of the Internet of Things 撤下:物联网背景下决策树算法在美术教育中的作用分析