Search Results - Multi-Task Computing

Multi-task scheduling in vehicular edge computing: a multi-agent reinforcement learning approach: Multi-task scheduling in vehicular edge computing by Zhao, Yiming, Mo, Lei, Liu, Ji

“…). Furthermore, we define the multitask scheduling problem as an NP…”
Get full text

A trade-off task-offloading scheme in multi-user multi-task mobile edge computing by Li, Ruixia, Lim, Chia Sien, Rana, Muhammad Ehsan, Zhou, Xiancun

“…Mobile edge computing is a novel technique that can reduce computational burden of local terminal devices by tasks offloading, which emerges as a promising paradigm to provide computing capabilities near mobile users…”
Get full text

NOMA Assisted Multi-Task Multi-Access Mobile Edge Computing via Deep Reinforcement Learning for Industrial Internet of Things by Qian, Liping, Wu, Yuan, Jiang, Fuli, Yu, Ningning, Lu, Weidang, Lin, Bin

“…). In this article, we exploit nonorthogonal multiple access (NOMA) for computation offloading in MA-MEC and propose a joint optimization of the multiaccess multitask computation…”
Get full text

Multi-Server Multi-User Multi-Task Computation Offloading for Mobile Edge Computing Networks by Huang, Liang, Feng, Xu, Zhang, Luxin, Qian, Liping, Wu, Yuan

“…This paper studies mobile edge computing (MEC) networks where multiple wireless devices (WDs…”
Get full text

FedICT: Federated Multi-Task Distillation for Multi-Access Edge Computing by Wu, Zhiyuan, Sun, Sheng, Wang, Yuwei, Liu, Min, Pan, Quyang, Jiang, Xuefeng, Gao, Bo

“…) models on different devices. Federated Multi-task Learning (FMTL) is proposed to train related but personalized ML models for different devices, whereas previous…”
Get full text

Multi task dynamic edge–end computing collaboration for urban Internet of Vehicles by Shao, Sujie, Su, Lili, Zhang, Qinghang, Wu, Shuang, Guo, Shaoyong, Qi, Feng

“… Edge computing makes the tasks executed on the edge nodes near the terminal, but some vehicle terminals are at a relatively idle state and these additional computing resources are not utilized…”
Get full text

Configured quantum reservoir computing for multi-task machine learning by Xia, Wei, Zou, Jie, Qiu, Xingze, Chen, Feng, Zhu, Bing, Li, Chunhe, Deng, Dong-Ling, Li, Xiaopeng

“… Here we explore the intricate dynamics of programmable NISQ devices for quantum reservoir computing…”
Get full text

Task Data Offloading and Resource Allocation in Fog Computing With Multi-Task Delay Guarantee by Mukherjee, Mithun, Kumar, Suman, Zhang, Qi, Matam, Rakesh, Mavromoustakis, Constandinos X., Lv, Yunrong, Mastorakis, George

“… Interestingly, fog computing enables computational offloading for the end-users towards delay-sensitive task provisioning…”
Get full text

Joint Computation Offloading and User Association in Multi-Task Mobile Edge Computing by Dai, Yueyue, Xu, Du, Maharjan, Sabita, Zhang, Yan

“… Then, we formulate joint computation offloading and user association problem for multi-task mobile edge computing system to minimize…”
Get full text

Multi-Hop Multi-Task Partial Computation Offloading in Collaborative Edge Computing by Sahni, Yuvraj, Cao, Jiannong, Yang, Lei, Ji, Yusheng

“… This article formulates the joint multi-task partial computation offloading and network…”
Get full text

Optimal sequential computation offloading and migration in mobile edge computing with multi-task priority by Wang, Jing, Zhang, Wenjie, Lin, Ziqiong, Zheng, Yifeng

“…Mobile edge computing (MEC) solves the problem of limited resources by offloading computation-intensive tasks to edge servers…”
Get full text

A Multiple Gradient Descent Design for Multi-Task Learning on Edge Computing: Multi-Objective Machine Learning Approach by Zhou, Xiaojun, Gao, Yuan, Li, Chaojie, Huang, Zhaoke

“…Multi-task learning technique is widely utilized in machine learning modeling where commonalities and differences across multiple tasks are exploited…”
Get full text

Optimal sequential computation offloading and migration in mobile edge computing with multi-task priority: Optimal sequential computation by Wang, Jing, Zhang, Wenjie, Lin, Ziqiong, Zheng, Yifeng

“…Mobile edge computing (MEC) solves the problem of limited resources by offloading computation-intensive tasks to edge servers…”
Get full text

An OptiAssign-PSO based optimisation for multi-objective multi-level multi-task scheduling in cloud computing environment by Goddanti, N. S. S. L. Venkata Jwala, Ponakampalli, Pooja, Neela, Shiny Sharon, Shaik, Reashma Sulthana, Chintalapudi, V. Suresh

“…Cloud computing is a prominent and evolving distributed computing paradigm that provides users with on-demand services through a network of diverse autonomous systems with flexible computational structures…”
Get full text

Latency-optimized multi-task collaborative computing mechanism based on NOMA-D2D for AIoT by Shao, Sujie, Su, Lili, Guo, Shaoyong, Xu, Siya, Qiu, Xuesong

“… This study proposes a latency-optimized multi-task collaborative computing mechanism, focusing on task offloading and resource optimization…”
Get full text

Digital twin assisted multi‐task offloading for vehicular edge computing under SAGIN with blockchain by Chen, Qiyong, Li, Chunhai, Chen, Mingfeng, Wu, Maoqiang, Zhang, Gen

“…To better provide fast computing services, vehicular edge computing can improve the quality of service and quality of experience for intelligent transportation in 6G by reducing task transmission delay…”
Get full text

Energy-Efficient Online Resource Management and Allocation Optimization in Multi-User Multi-Task Mobile-Edge Computing Systems with Hybrid Energy Harvesting by Zhang, Heng, Chen, Zhigang, Wu, Jia, Deng, Yiqing, Xiao, Yutong, Liu, Kanghuai, Li, Mingxuan

“…) policy to reduce time-averaged energy consumption in a multi-user multi-task MEC system with hybrid energy harvested WDs…”
Get full text

A truthful mechanism for multi-access multi-server multi-task resource allocation in mobile edge computing by Liu, Xi, Liu, Jun

“…This paper addresses multi-access multi-server multi-task resource allocation in mobile edge computing (MEC…”
Get full text

PbS Quantum Dot-Based Optoelectronic Memristors toward Multi-Task Reservoir Computing by Lin, Jiasong, Wang, Zhen, Lin, Qinghong, Sun, Jiayu, Guo, Xuan, Wang, Yue, Lin, Liangxu, Zhao, Yi, Liu, Yang, Li, Deli, Li, Fushan

“…) regions, enabling multitask processing of dynamic signals. The OM-RC system accurately performs health monitoring through dynamic electroencephalogram…”
Get more information

Communication-Efficient Coded Computing for Distributed Multi-Task Learning by Hu, Haoyang, Wu, Youlong, Shi, Yuanming, Li, Songze, Jiang, Chunxiao, Zhang, Wei

“…Distributed multi-task learning (MTL) can jointly learn multiple models and achieve better generalization performance by exploiting relevant information between the tasks…”
Get full text