Edge Computing and IoT: Systems, Management and Security [electronic resource] : Third EAI International Conference, ICECI 2022, Virtual Event, December 13-14, 2022, Proceedings / edited by Zhu Xiao, Ping Zhao, Xingxia Dai, Jinmei Shu.

Colaborador(es): Xiao, Zhu [editor.] | Zhao, Ping [editor.] | Dai, Xingxia [editor.] | Shu, Jinmei [editor.] | SpringerLink (Online service)Tipo de material: TextoTextoSeries Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering ; 478Editor: Cham : Springer Nature Switzerland : Imprint: Springer, 2023Edición: 1st ed. 2023Descripción: XI, 322 p. 158 illus., 120 illus. in color. online resourceTipo de contenido: text Tipo de medio: computer Tipo de portador: online resourceISBN: 9783031289903Tema(s): Computer networks  | Artificial intelligence | Application software | Social sciences -- Data processing | Computers | Computer Communication Networks | Artificial Intelligence | Computer and Information Systems Applications | Computer Application in Social and Behavioral Sciences | Computing MilieuxFormatos físicos adicionales: Printed edition:: Sin título; Printed edition:: Sin títuloClasificación CDD: 004.6 Clasificación LoC:TK5105.5-5105.9Recursos en línea: Libro electrónicoTexto
Contenidos:
Models and methods for data management in IoT -- Forecasting the Temperature of BEV Battery Pack based on Field Testing Data -- The Data Exchange Protocol over Multi-chain BlockchainUsing Zero-knowledge Proof -- A Hybrid Task Offloading and Service Cache Scheme for Vehicular Edge Computing -- On Enhancing Transmission Performance for IoV Based on Improved Greedy Algorithm -- Precise Segmentation on Poly-Yolo, YoloV5 and FCN -- Adaptive approaches to manage energy consumption and security of systems -- Research on DAG Based Consensus Mechanism for Adjustable Load Metering Data -- A Detection and Information Processing Model based on an Automatic Mechanism for Tax Payment Control in Developing Countries -- IEC-FOF: An Industrial Electricity Consumption Forecasting and Optimization Framework -- Demons Hidden in the Light: Unrestricted Adversarial Illumination Attacks -- Edge Intelligence Based Garbage Classification Detection Method -- Mobile computing in wireless networks -- Evaluation of Higher Education System -- Defense Mechanisms against Audio Adversarial Attacks: Recent Advances and Future Directions -- An Empirical Study of Worldwide Plastic Waste Mitigation -- Prediction for Surface Subsidence of Shield Construction in Water-Rich Sand Egg Stratum Based on Edge Intelligence -- Highly Accurate Dynamic Gesture Recognition Method Based on Edge Intelligence -- Distributed computing in IOT -- Edge Intelligence Based Garbage Classification Detection Method -- Adversarial Example Attacks in Internet of Things (IoT) -- Training Node Screening in Decentralized Trusted Federated Learning -- Exploration and Practice of Course Homework Metaverse Based on Extended Reality under Edge Computing -- Federated Learning Based User Scheduling for Real-Time Multimedia Tasks in Edge Devices -- A Co-caching Strategy for Edges Based on Federated Learning and Regional Prevalence -- LSTM-DAM: Malicious Network Traffic Prediction for Cloud Manufacturing System.
En: Springer Nature eBookResumen: This book constitutes the refereed post-conference proceedings of the Third International Conference on Edge Computing and IoT, ICECI 2022, held in December 13-14, 2022 in Changsha, China. Due to COVID-19 pandemic the conference was held virtually. The explosion of the big data generated by ubiquitous edge devices motivates the emergence of applying machine learning systems for edge computing and Internet of Things (IoT) services. Machine learning techniques are delivering a promising solution to the industry for building IoT systems and to make innovation at a rapid pace. The 22 full papers of ICECI 2022 were selected from 76 submissions and present results and ideas in the area of edge computing and IoT.
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Acceso multiusuario

Models and methods for data management in IoT -- Forecasting the Temperature of BEV Battery Pack based on Field Testing Data -- The Data Exchange Protocol over Multi-chain BlockchainUsing Zero-knowledge Proof -- A Hybrid Task Offloading and Service Cache Scheme for Vehicular Edge Computing -- On Enhancing Transmission Performance for IoV Based on Improved Greedy Algorithm -- Precise Segmentation on Poly-Yolo, YoloV5 and FCN -- Adaptive approaches to manage energy consumption and security of systems -- Research on DAG Based Consensus Mechanism for Adjustable Load Metering Data -- A Detection and Information Processing Model based on an Automatic Mechanism for Tax Payment Control in Developing Countries -- IEC-FOF: An Industrial Electricity Consumption Forecasting and Optimization Framework -- Demons Hidden in the Light: Unrestricted Adversarial Illumination Attacks -- Edge Intelligence Based Garbage Classification Detection Method -- Mobile computing in wireless networks -- Evaluation of Higher Education System -- Defense Mechanisms against Audio Adversarial Attacks: Recent Advances and Future Directions -- An Empirical Study of Worldwide Plastic Waste Mitigation -- Prediction for Surface Subsidence of Shield Construction in Water-Rich Sand Egg Stratum Based on Edge Intelligence -- Highly Accurate Dynamic Gesture Recognition Method Based on Edge Intelligence -- Distributed computing in IOT -- Edge Intelligence Based Garbage Classification Detection Method -- Adversarial Example Attacks in Internet of Things (IoT) -- Training Node Screening in Decentralized Trusted Federated Learning -- Exploration and Practice of Course Homework Metaverse Based on Extended Reality under Edge Computing -- Federated Learning Based User Scheduling for Real-Time Multimedia Tasks in Edge Devices -- A Co-caching Strategy for Edges Based on Federated Learning and Regional Prevalence -- LSTM-DAM: Malicious Network Traffic Prediction for Cloud Manufacturing System.

This book constitutes the refereed post-conference proceedings of the Third International Conference on Edge Computing and IoT, ICECI 2022, held in December 13-14, 2022 in Changsha, China. Due to COVID-19 pandemic the conference was held virtually. The explosion of the big data generated by ubiquitous edge devices motivates the emergence of applying machine learning systems for edge computing and Internet of Things (IoT) services. Machine learning techniques are delivering a promising solution to the industry for building IoT systems and to make innovation at a rapid pace. The 22 full papers of ICECI 2022 were selected from 76 submissions and present results and ideas in the area of edge computing and IoT.

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