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Evaluation Index of School Sports Resources Based on Artificial Intelligence and Edge Computing

Long Hao, Li-Min Zhou, Sang-Bing Tsai
2022 Mobile Information Systems  
During the live broadcast of the student sports league, the nearby cloud processing of video data is realized in the form of edge computing, which improves the data computing ability and reduces the performance  ...  This research mainly discusses the evaluation index system of school sports resources based on artificial intelligence and edge computing.  ...  At present, most of the task migration problems are researched in the cloud computing environment and the mobile edge computing environment.  ... 
doi:10.1155/2022/9925930 fatcat:yeckikkhljb5jekw5csgojqbpq

PDMA: Probabilistic Service Migration Approach for Delay-aware and Mobility-aware Mobile Edge Computing [article]

Minxian Xu, Qiheng Zhou, Huaming Wu, Weiwei Lin, Kejiang Ye, Chengzhong Xu
2021 arXiv   pre-print
As a key technology in the 5G era, Mobile Edge Computing (MEC) has developed rapidly in recent years.  ...  In this paper, we model service scheduling in MEC scenarios and propose a delay-aware and mobility-aware service management approach based on concise probabilistic methods.  ...  Although considering user mobility, these approaches focus on computation offloading, in mobile edge computing. Shi et al. 25 introduced a mobility-aware computation offloading decision method.  ... 
arXiv:2106.05584v1 fatcat:sc77g3fnnbb6jlwemirgunrr2q

Efficient Large-Scale Multiple Migration Planning and Scheduling in SDN-enabled Edge Computing [article]

TianZhang He, Adel N Toosi, Rajkumar Buyya
2021 arXiv   pre-print
The containerized services allocated in the mobile edge clouds bring up the opportunity for large-scale and real-time applications to have low latency responses.  ...  Therefore, in this paper, through the Software-Defined Networking (SDN) controller, the resource competitions among live migrations are modeled as a dynamic resource dependency graph.  ...  ACKNOWLEDGMENT The authors thank Shashikant Ilager and Mohammad Goudarzi for their valuable comments and suggestions.  ... 
arXiv:2111.08936v1 fatcat:oz2pwpnbxvgjxbjgbjm2bl53s4

Edge Cloud Offloading Algorithms: Issues, Methods, and Perspectives [article]

Jianyu Wang, Jianli Pan, Flavio Esposito, Prasad Calyam, Zhicheng Yang, Prasant Mohapatra
2018 arXiv   pre-print
We adopt a new characterizing model to study the whole process of offloading from mobile devices to the edge cloud.  ...  Mobile devices supporting the "Internet of Things" (IoT), often have limited capabilities in computation, battery energy, and storage space, especially to support resource-intensive applications involving  ...  The bandwidth guaranteed method described in [26] aims at solving such bandwidth competition to migrate VMs in a shortest time while maintaining the minimum bandwidth for user traffic.  ... 
arXiv:1806.06191v1 fatcat:677dtqahtraifpczna74vwssve

A Mobility-Aware and Sociality-Associate Computation Offloading Strategy for IoT

Yanfei Lu, Zengzi Chen, Qinghe Gao, Tao Jing, Jin Qian, Yan Huang
2021 Wireless Communications and Mobile Computing  
Mobile edge computing, a promising paradigm, brings services closer to a user by leveraging the available resources in an edge network.  ...  In this paper, we investigate the service migration problem of the offloading scheme in a power-constrained network consisting of multiple mobile users and fixed edge servers.  ...  In addition in most cases, users prefer to communicate with edge servers with more available resources rather than the ones that are trapped in resource competition.  ... 
doi:10.1155/2021/9919541 fatcat:lgxsejtid5fqtohwr3xcnyvqhe

Guest Editorial: UAV-Enabled Mobile Edge Computing

2020 IET Communications  
Mobile edge computing (MEC), by providing extensive computing capabilities at the network edge, has emerged as a promising solution for enabling mobile devices to execute computation-intensive and delay-sensitive  ...  and/or unexpected demands for a significant amount of computation resources.  ...  The paper entitled 'Delta compression optimisation for UAV-enabled mobile edge caching' by Hu et al., proposes a delta compression method in the UAV-enabled MEC network to save cache space and transmission  ... 
doi:10.1049/iet-com.2020.0678 fatcat:akel2ji6ojg7xf47tobgpjviau

The Influence of Wireless Network Communication and Edge Computing on the Performance of Aerobics Athletes

Xiaoshuang Qi, Shalli Rani
2022 Wireless Communications and Mobile Computing  
and use edge computing to conduct a comprehensive analysis of related data.  ...  To this end, this article proposes a method of combining wireless network communication and edge computing algorithms to obtain aerobics athletes' bodybuilding actions through wireless network communication  ...  propose a novel method to implement cloud-supported real-time data analysis in edge computing applications.  ... 
doi:10.1155/2022/1604478 fatcat:ubaz2kmavrf4pbkupevv2mbxse

SDN-Enabled 3C Resource Integration in Green Internet of Electrical Vehicles [chapter]

Handi Chen, Xiaojie Wang, Zhaolong Ning, Lei Guo
2021 Frontiers in Artificial Intelligence and Applications  
Due to the finite edge resources of the Internet of EVs, this paper integrates idle communication, caching and computational resources of EVs to enrich the available resources for vehicular task migration  ...  Considering the limited capacity and resources of EVs, a distributed lightweight imitation learning-based efficient Task cOoperative migration Policy Integrating 3C resource policy, named TOPIC, is proposed  ...  Acknowledgment This work was supported in part by the National Natural Science Foundation of China under Grants 61971084 and 62001073, and in part by the Dalian Young Science and Technology Star under  ... 
doi:10.3233/faia210443 fatcat:ujsqriteefglje3quoohl7azjq

Multimedia Edge Computing [article]

Zhi Wang, Wenwu Zhu, Lifeng Sun, Han Hu, Ge Ma, Ming Ma, Haitian Pang, Jiahui Ye, Hongshan Li
2021 arXiv   pre-print
In this paper, we investigate the recent studies on multimedia edge computing, from sensing not only traditional visual/audio data but also individuals' geographical preference and mobility behaviors,  ...  We provide both a retrospective view of recent rapid migration (resp. merge) of cloud multimedia to (resp. and) edge-aware multimedia and insights on the fundamental guidelines for designing multimedia  ...  Multimedia Edge Computing As illustrated in Fig. 1 , multimedia edge computing enables a number of multimedia service related procedures to perform at the edge network, including data sensing, synthesizing  ... 
arXiv:2105.02409v1 fatcat:26eyjzgg2na2lep2crb4cfhs7m

5G Network Data Migration Service Based on Edge Computing

Furong Li, Duan Wang
2021 Symmetry  
The paper mainly studies the energy distribution problem on the migration data link from the terminal device to the edge node in the mobile edge network.  ...  In this competitive game model, the optimal migration strategy of nodes is found out according to the terminal equipment access requirements.  ...  Acknowledgments: This work is partially supported by key scientific research projects of universities in Henan Province, which number is 21A440015.  ... 
doi:10.3390/sym13112134 fatcat:3mnbxmuez5ghjlvyzahauc6ixe

Analysis of Physical Expansion Training Based on Edge Computing and Artificial Intelligence

Zhongle Liu, Jianhui Lv
2021 Mobile Information Systems  
The proposed method in this paper can also improve the resource allocation ability of EC, ensure the uniform speed of the computing process, and improve the efficiency of EC.  ...  Traditional EC methods have problems such as high computing cost and long computing time. In this paper, deep learning technology is introduced to optimize EC methods.  ...  nodes coverage frequently, whether computing services should be with the trajectory of the mobile user migration, this is a dilemma problem, because although service migration can reduce delay and improve  ... 
doi:10.1155/2021/9145952 fatcat:7z63ijhefbapfmqx5yydydateq

Process migration-based computational offloading framework for IoT-supported mobile edge/cloud computing

Abdullah Yousafzai, Ibrar Yaqoob, Muhammad Imran, Abdullah Gani, Rafidah Md Noor
2019 IEEE Internet of Things Journal  
In this paper, we analyze the effect of platform-dependent native applications on computational offloading in edge networks and propose a lightweight process migration-based computational offloading framework  ...  Hence, the proposed framework shows profound potential for resource-intensive IoT application processing in MEC.  ...  cloud computing. b) We propose a process migration-based computational offloading (PMCO) framework that transparently migrates a running process from a resource-constrained mobile device to resource-rich  ... 
doi:10.1109/jiot.2019.2943176 fatcat:7to2d5aqnndthjvx47bzluonoe

Follow Me at the Edge: Mobility-Aware Dynamic Service Placement for Mobile Edge Computing [article]

Tao Ouyang and Zhi Zhou and Xu Chen
2018 arXiv   pre-print
Mobile edge computing is a new computing paradigm, which pushes cloud computing capabilities away from the centralized cloud to the network edge.  ...  To address this challenge in terms of the performance-cost trade-off, in this paper we study the mobile edge service performance optimization problem under long-term cost budget constraint.  ...  and communications resources in hierarchical mobile edge computing.  ... 
arXiv:1809.05239v1 fatcat:t7v3dvuq5nci5pys7en3nep4jq

Research on Resource Optimization of Music Multi-terminal Based on Edge Computing

Chao Wang
2020 IEEE Access  
In order to solve the problem of insufficient computing resource optimization of existing music terminals, this paper proposes a resource optimization scheme based on edge computing.  ...  Secondly, we propose a music multi-terminal resource optimization model based on edge computing, which can perform fast computing and storage tasks at the edge of the music wireless network.  ...  in mobile edge computing of the key technologies of mobile edge computing, computing offloading technology provides new ideas for mobile devices to utilize cloud resources.  ... 
doi:10.1109/access.2020.3033936 fatcat:uj7alubtu5hylkzykuf4nghqxu

Towards Computation Offloading in Edge Computing: A Survey

Congfeng Jiang, Xiaolan Cheng, Honghao Gao, Xin Zhou, Jian Wan
2019 IEEE Access  
In this paper a thorough literature review is conducted to reveal the state-of-the-art of computation offloading in edge computing.  ...  Computation offloading plays a crucial role in edge computing in terms of network packets transmission and system responsiveness through dynamic task partitioning between cloud data centers and edge servers  ...  mobile edge computing services.  ... 
doi:10.1109/access.2019.2938660 fatcat:qcpqojzxsnbsnmuez3x2ew4sqa
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