Results 31 to 40 of about 4,396,199 (295)

Edge Computing with Artificial Intelligence: A Machine Learning Perspective

ACM Computing Surveys, 2022
Recent years have witnessed the widespread popularity of Internet of things (IoT). By providing sufficient data for model training and inference, IoT has promoted the development of artificial intelligence (AI) to a great extent.
H. Hua, Yutong Li, Tonghe Wang, Nanqing Dong, Wei Li, Junwei Cao   +5 more
semanticscholar   +1 more source

Federated Learning in Edge Computing: A Systematic Survey

Italian National Conference on Sensors, 2022
Edge Computing (EC) is a new architecture that extends Cloud Computing (CC) services closer to data sources. EC combined with Deep Learning (DL) is a promising technology and is widely used in several applications.
Haftay Gebreslasie Abreha, M. Hayajneh, M. Serhani   +2 more
semanticscholar   +1 more source

Multi-Objective Optimization for Multi-UAV-Assisted Mobile Edge Computing [PDF]

IEEE Transactions on Mobile Computing
Recent developments in unmanned aerial vehicles (UAVs) and mobile edge computing (MEC) have provided users with flexible and resilient computing services. However, meeting the computation-intensive and delay-sensitive demands of users poses a significant
Geng Sun, Yixian Wang, Zemin Sun, Qingqing Wu, Jiawen Kang, Dusist Niyato, Victor C. M. Leung   +6 more
semanticscholar   +1 more source

Convergence of Edge Computing and Deep Learning: A Comprehensive Survey [PDF]

IEEE Communications Surveys and Tutorials, 2019
Ubiquitous sensors and smart devices from factories and communities are generating massive amounts of data, and ever-increasing computing power is driving the core of computation and services from the cloud to the edge of the network.
Yiwen Han, Xiaofei Wang, Victor C. M. Leung, D. Niyato, Xueqiang Yan, Xu Chen   +5 more
semanticscholar   +1 more source

Asynchronous Deep Reinforcement Learning for Collaborative Task Computing and On-Demand Resource Allocation in Vehicular Edge Computing

IEEE transactions on intelligent transportation systems (Print), 2023
Vehicular Edge Computing (VEC) is enjoying a surge in research interest due to the remarkable potential to reduce response delay and alleviate bandwidth pressure.
Lei Liu, Jie Feng, Xuanyu Mu, Qingqi Pei, Dapeng Lan, Ming Xiao   +5 more
semanticscholar   +1 more source

Computing as a service pattern based on edge computing

Dianzi Jishu Yingyong, 2019
Edge computing is a computational model for all terminal devices from cloud to edge path, which emerges in the era of interconnection of all things. The existing server pattern under cloud computing model cannot satisfy the application requirements of ...
Wang Tengfei, Zhang Ruiquan, Li Jianhong, Wang Long, Hou Linqing, Wang Zhongyang   +5 more
doaj   +1 more source

EdgeShard: Efficient LLM Inference via Collaborative Edge Computing

IEEE Internet of Things Journal
Large language models (LLMs) have shown great success in content generation and intelligent intelligent decision making for IoT systems. Traditionally, LLMs are deployed on the cloud, incurring prolonged latency, high bandwidth costs, and privacy ...
Mingjin Zhang, Xiaoming Shen, Jiannong Cao, Zeyang Cui, Shan Jiang   +4 more
semanticscholar   +1 more source

LSFL: A Lightweight and Secure Federated Learning Scheme for Edge Computing

IEEE Transactions on Information Forensics and Security, 2023
Nowadays, many edge computing service providers expect to leverage the computational power and data of edge nodes to improve their models without transmitting data.
Zhuangzhuang Zhang, Libing Wu, Chuang Ma, Jianxin Li, Jing Wang, Qian Wang, Shui Yu   +6 more
semanticscholar   +1 more source

Urgent Edge Computing

Proceedings of the 4th Workshop on Flexible Resource and Application Management on the Edge
This position paper introduces Urgent Edge Computing (UEC) as a paradigm shift addressing the evolving demands of time-sensitive applications in distributed edge environments, in time-critical scenarios. With a focus on ultra-low latency, availability, resource management, decentralization, self-organization, and robust security, UEC aims to facilitate
Patrizio Dazzi, Luca Ferrucci, Marco Danelutto, Konstantinos Tserpes, Antonios Makris, Theodoros Theodoropoulos, Jacopo Massa, Emanuele Carlini 0001, Matteo Mordacchini   +8 more
openaire   +2 more sources

Certificateless Batch Authentication Scheme and Intrusion Detection Model Based on the Mobile Edge Computing Technology NDN-IoT Environment

Journal of Function Spaces, 2022
With the rapid development of mobile communication technology, the data transmission rate of mobile communication has been significantly improved and emerging Internet of things applications need a lot of computing resources to meet their own computing ...
Jianzhao Sun
doaj   +1 more source