Search Results - Task computing

DDQ‐FKAN Assisted Dynamic Software Cache for Computing Task Offloading in Mobile Edge Computing by Li, Wei, Nan, Jiahao, Liu, Yazhi

“…In Mobile Edge Computing (MEC), task offloading and software caching face the challenges of high computational complexity and limited storage capacity…”
Get full text

Vehicle Edge Computing Task Offloading Strategy Based on Multi-Agent Deep Reinforcement Learning: Vehicle Edge Computing Task Offloading Strategy Based by Bo, Jianxiong, Zhao, Xu

“… Due to spatial limitations within vehicles, high-performance computing equipment cannot be accommodated, resulting in limited vehicle resources being unable to meet the real-time and low-energy…”
Get full text

Machine Learning-Based Offloading Strategy for Lightweight User Mobile Edge Computing Tasks by Zhou, Shuchen, Jadoon, Waqas, Shuja, Junaid

“…This paper presents an in-depth study and analysis of offloading strategies for lightweight user mobile edge computing tasks using a machine learning approach…”
Get full text

Cache‐Assisted Offloading Optimization for Edge Computing Tasks by Liu, Hao, Zhen, Yan, Zheng, Libin, Huo, Chao, Zhang, Yu

“… However, most research on task offloading (TO) overlooks the scenario of repetitive requests for the same computing tasks during long time slots, and the spatiotemporal disparities in user demands…”
Get full text

SeeMe: An intelligent edge server selection method for location‐aware business task computing over IIoT by Dou, Wanchun, Liu, Bowen, Duan, Jirun, Dai, Fei, Qi, Lianyong, Xu, Xiaolong

“…In the past few years, latency‐sensitive task computing over the industrial internet of things (IIoT…”
Get full text

Computing Tasks Saving Schemes Through Early Exit in Edge Intelligence-Assisted Systems by Niu, Xin, Lv, Xianwei, Chen, Wang, Yu, Chen, Jin, Hai

“… Moreover, a surge in computing tasks offloaded to edge servers significantly prolongs queuing latency…”
Get full text

Research on computing task scheduling method for distributed heterogeneous parallel systems: Research on computing task scheduling method for distributed by Cao, Xianzhi, Chen, Chong, Li, Shiwei, Lv, Chang, Li, Jiali, Wang, Jian

“… to realize green computing. This paper investigates the heterogeneous parallel task flow scheduling problem to minimize system energy consumption under response time constraints…”
Get full text

A joint privacy protection algorithm for edge computing task offloading based on Dempster–Shafer evidence theory by Chen, Tian, Hao, Wanming, Yang, Wencong, Yang, Shouyi, Sun, Xuandi, Tang, Zhiqing

“…Edge computing reduces system latency by offloading tasks from cloud servers to Internet of Things (IoT) devices…”
Get full text

Intelligent Delay-Aware Partial Computing Task Offloading for Multiuser Industrial Internet of Things Through Edge Computing by Deng, Xiaoheng, Yin, Jian, Guan, Peiyuan, Xiong, Neal N., Zhang, Lan, Mumtaz, Shahid

“… Intelligent IIoT technology usually involves a large number of intensive computing tasks. Resource-constrained IIoT devices often cannot meet the real-time requirements of these tasks…”
Get full text

Recent Advances in Collaborative Scheduling of Computing Tasks in an Edge Computing Paradigm by Chen, Shichao, Li, Qijie, Zhou, Mengchu, Abusorrah, Abdullah

“…In edge computing, edge devices can offload their overloaded computing tasks to an edge server…”
Get full text

Edge computing task scheduling method based on user’s social relations: a construction and solution for Smart City Library by Teng, Yun, Liu, Zijia

“… The research suggests a novel task-scheduling model for edge computing, leveraging user’s social relationships…”
Get full text

Retracted: The Construction of a Smart Education System in Colleges and Universities Based on Cloud-Side Collaborative Computing Task Scheduling Algorithm by Sensors, Journal of

Get full text

Asynchronous Deep Reinforcement Learning for Collaborative Task Computing and On-Demand Resource Allocation in Vehicular Edge Computing by Liu, Lei, Feng, Jie, Mu, Xuanyu, Pei, Qingqi, Lan, Dapeng, Xiao, Ming

“… from numerous vehicular users remains haunting. Toward this end, we investigate collaborative task computing and on-demand resource allocation…”
Get full text

Offloading in Mobile Edge Computing: Task Allocation and Computational Frequency Scaling by Thinh Quang Dinh, Jianhua Tang, Quang Duy La, Quek, Tony Q. S.

“…) to multiple edge devices. We aim to minimize both total tasks' execution latency and the MD's energy consumption by jointly optimizing the task allocation decision and the MD's central process unit (CPU) frequency…”
Get full text

The Construction of a Smart Education System in Colleges and Universities Based on Cloud-Side Collaborative Computing Task Scheduling Algorithm by Yu, Lingyun

“… combines cloud-side collaborative computing technology to improve the cloud computing task scheduling algorithm and uses the improved algorithm for task scheduling…”
Get full text

Deep reinforcement learning‐based multitask hybrid computing offloading for multiaccess edge computing by Cai, Jun, Fu, Hongtian, Liu, Yan

“…By deploying computing units in edge servers, the device‐generated computation‐intensive tasks can be offloaded from the cloud, lessening the core network's traffic and reducing the tasks' completion latency…”
Get full text

Research on Decomposition and Offloading Strategies for Complex Divisible Computing Tasks in Computing Power Networks by He, Ping, Cang, Jiayue, Qi, Huaying, Li, Hui

“…With the continuous emergence of intelligent network applications and complex tasks for mobile terminals, the traditional single computing model often fails to meet the greater requirements…”
Get full text

Edge Computing Task Offloading Optimization for a UAV-Assisted Internet of Vehicles via Deep Reinforcement Learning by Yan, Ming, Xiong, Rui, Wang, Yan, Li, Chunguo

“… A large volume of delay-sensitive and computationally demanding tasks necessitate offloading to UAVs or roadside units for processing…”
Get full text

On the role of message broker middleware for many-task computing on a big-data platform by Nguyen, Cao Ngoc, Lee, Jaehwan, Hwang, Soonwook, Kim, Jik-Soo

“…We have designed and implemented a new data processing framework called “Many-task computing On HAdoop” (MOHA…”
Get full text

Revenue and Energy Efficiency-Driven Delay-Constrained Computing Task Offloading and Resource Allocation in a Vehicular Edge Computing Network: A Deep Reinforcement Learning Approach by Huang, Xinyu, He, Lijun, Chen, Xing, Wang, Liejun, Li, Fan

“…For in-vehicle application, task type and vehicle state information, i.e., vehicle speed, bear a significant impact on the task delay requirement…”
Get full text