Mobile Computing, Applications, and Services最新文献

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Decentralized federated learning methods for reducing communication cost and energy consumption in UAV networks 降低无人机网络通信成本和能耗的分散联邦学习方法
Mobile Computing, Applications, and Services Pub Date : 2023-04-13 DOI: 10.48550/arXiv.2304.06551
Deng Pan, M. Khoshkholghi, Toktam Mahmoodi
{"title":"Decentralized federated learning methods for reducing communication cost and energy consumption in UAV networks","authors":"Deng Pan, M. Khoshkholghi, Toktam Mahmoodi","doi":"10.48550/arXiv.2304.06551","DOIUrl":"https://doi.org/10.48550/arXiv.2304.06551","url":null,"abstract":"Unmanned aerial vehicles (UAV) or drones play many roles in a modern smart city such as the delivery of goods, mapping real-time road traffic and monitoring pollution. The ability of drones to perform these functions often requires the support of machine learning technology. However, traditional machine learning models for drones encounter data privacy problems, communication costs and energy limitations. Federated Learning, an emerging distributed machine learning approach, is an excellent solution to address these issues. Federated learning (FL) allows drones to train local models without transmitting raw data. However, existing FL requires a central server to aggregate the trained model parameters of the UAV. A failure of the central server can significantly impact the overall training. In this paper, we propose two aggregation methods: Commutative FL and Alternate FL, based on the existing architecture of decentralised Federated Learning for UAV Networks (DFL-UN) by adding a unique aggregation method of decentralised FL. Those two methods can effectively control energy consumption and communication cost by controlling the number of local training epochs, local communication, and global communication. The simulation results of the proposed training methods are also presented to verify the feasibility and efficiency of the architecture compared with two benchmark methods (e.g. standard machine learning training and standard single aggregation server training). The simulation results show that the proposed methods outperform the benchmark methods in terms of operational stability, energy consumption and communication cost.","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"86 26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131045949","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
When Neural Networks Using Different Sensors Create Similar Features 当使用不同传感器的神经网络产生相似的特征时
Mobile Computing, Applications, and Services Pub Date : 2021-11-04 DOI: 10.1007/978-3-030-99203-3_5
Hugues Moreau, A. Vassilev, Liming Chen
{"title":"When Neural Networks Using Different Sensors Create Similar Features","authors":"Hugues Moreau, A. Vassilev, Liming Chen","doi":"10.1007/978-3-030-99203-3_5","DOIUrl":"https://doi.org/10.1007/978-3-030-99203-3_5","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115681272","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
Design of a Security Service Orchestration Framework for NFV NFV安全服务编排框架的设计
Mobile Computing, Applications, and Services Pub Date : 2020-09-12 DOI: 10.1007/978-3-030-64214-3_3
Hu Song, Qianjun Wu, Yuhang Chen, Meiya Dong, Rong-Yuan Wang
{"title":"Design of a Security Service Orchestration Framework for NFV","authors":"Hu Song, Qianjun Wu, Yuhang Chen, Meiya Dong, Rong-Yuan Wang","doi":"10.1007/978-3-030-64214-3_3","DOIUrl":"https://doi.org/10.1007/978-3-030-64214-3_3","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":" 23","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133021060","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
The Feasibility of Repurposing Recycled Cell Phones as Sensors in a Smart Campus Shuttle Monitoring System 利用回收手机作为智能校园穿梭监控系统传感器的可行性
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_5
Shamar Akio Ward, Mechelle Gittens
{"title":"The Feasibility of Repurposing Recycled Cell Phones as Sensors in a Smart Campus Shuttle Monitoring System","authors":"Shamar Akio Ward, Mechelle Gittens","doi":"10.1007/978-3-030-28468-8_5","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_5","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115632008","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
Comparison of User Trajectories with the Needleman-Wunsch Algorithm 用户轨迹与Needleman-Wunsch算法的比较
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_11
M. Cavojský, M. Drozda
{"title":"Comparison of User Trajectories with the Needleman-Wunsch Algorithm","authors":"M. Cavojský, M. Drozda","doi":"10.1007/978-3-030-28468-8_11","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_11","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114666539","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: 4
Distributed Learning Automata Based Data Dissemination in Networked Robotic Systems 网络机器人系统中基于分布式学习自动机的数据传播
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_10
Gerald Henderson, Qi Han
{"title":"Distributed Learning Automata Based Data Dissemination in Networked Robotic Systems","authors":"Gerald Henderson, Qi Han","doi":"10.1007/978-3-030-28468-8_10","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_10","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116733610","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 Map-Matching Based on Hidden Markov Model 基于隐马尔可夫模型的快速映射匹配
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_7
Shenglong Yan, Juan Yu, Houpan Zhou
{"title":"Fast Map-Matching Based on Hidden Markov Model","authors":"Shenglong Yan, Juan Yu, Houpan Zhou","doi":"10.1007/978-3-030-28468-8_7","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_7","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121607981","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
Load-Aware Computation Offloading with Privacy Preservation for 5G Networks in Edge Computing 边缘计算中基于隐私保护的5G网络负载感知计算卸载
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_13
Xiaolong Xu, Xihua Liu, Xuyun Zhang, Lianyong Qi, Yuan Yuan
{"title":"Load-Aware Computation Offloading with Privacy Preservation for 5G Networks in Edge Computing","authors":"Xiaolong Xu, Xihua Liu, Xuyun Zhang, Lianyong Qi, Yuan Yuan","doi":"10.1007/978-3-030-28468-8_13","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_13","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"152 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128834306","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
An Active Defense Model in Edge Computing Based on Network Topology Mimetic Correlation 基于网络拓扑拟相关的边缘计算主动防御模型
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_15
Shuo Wang, Qianmu Li, Shunmei Meng, Bo Zhang, Cangqi Zhou
{"title":"An Active Defense Model in Edge Computing Based on Network Topology Mimetic Correlation","authors":"Shuo Wang, Qianmu Li, Shunmei Meng, Bo Zhang, Cangqi Zhou","doi":"10.1007/978-3-030-28468-8_15","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_15","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126055442","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
VDIF-M: Multi-label Classification of Vehicle Defect Information Collection Based on Seq2seq Model 基于Seq2seq模型的车辆缺陷信息收集多标签分类
Mobile Computing, Applications, and Services Pub Date : 2019-06-14 DOI: 10.1007/978-3-030-28468-8_8
Xindong You, Yuwen Zhang, Baoan Li, Xueqiang Lv, Junmei Han
{"title":"VDIF-M: Multi-label Classification of Vehicle Defect Information Collection Based on Seq2seq Model","authors":"Xindong You, Yuwen Zhang, Baoan Li, Xueqiang Lv, Junmei Han","doi":"10.1007/978-3-030-28468-8_8","DOIUrl":"https://doi.org/10.1007/978-3-030-28468-8_8","url":null,"abstract":"","PeriodicalId":186438,"journal":{"name":"Mobile Computing, Applications, and Services","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131500388","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
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