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Collaborative Service Placement, Task Scheduling, and Resource Allocation for Task Offloading With Edge-Cloud Cooperation

IEEE Transactions on Mobile Computing
In an edge-cloud cooperative computing network, the task offloading performance can be further improved by the edge-cloud and edge-edge cooperation, in which the tasks can be offloaded from an edge server to the cloud server or another edge server.
Wenhao Fan   +6 more
semanticscholar   +1 more source

Task allocation on a network of processors

IEEE Transactions on Computers, 2000
This paper studies the scheduling of tasks on a pool of identical workstations in a network where message passing is used for data transfer and communication between processors and where the precedence relations among tasks form a send-receive graph. Bur parallel computation model differs from previous models by including all of the following practical
Tsan-sheng Hsu   +3 more
openaire   +2 more sources

Energy Efficient Task Offloading and Resource Allocation in Air-Ground Integrated MEC Systems: A Distributed Online Approach

IEEE Transactions on Mobile Computing
In many remote areas lacking ground communication infrastructure support, such as wilderness, desert, ocean, etc., an integrated edge computing network in the air with edge computing nodes is an effective solution.
Ying Chen   +4 more
semanticscholar   +1 more source

Time-Slotted Task Offloading and Resource Allocation for Cloud-Edge-End Cooperative Computing Networks

IEEE Transactions on Mobile Computing
In time-slotted edge computing systems, task scheduling is conducted at the end of each time slot to make task offloading decisions and resource allocation for all the tasks pending for scheduling during the time slot. However, the existing works omitted
Wenhao Fan   +4 more
semanticscholar   +1 more source

Fair Resource Allocation in Multi-Task Learning

International Conference on Machine Learning
By jointly learning multiple tasks, multi-task learning (MTL) can leverage the shared knowledge across tasks, resulting in improved data efficiency and generalization performance.
Hao Ban, Kaiyi Ji
semanticscholar   +1 more source

DRL-Driven Dynamic Resource Allocation for Task-Oriented Semantic Communication

IEEE Transactions on Communications, 2023
Semantic communication has been regarded as a promising technology to serve upcoming intelligent applications. However, few studies have addressed the problem of resource allocation in semantic communication networks.
Haijun Zhang   +4 more
semanticscholar   +1 more source

Learning the task allocation game

Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems, 2006
The distributed task allocation problem occurs in domains like web services, the grid, and other distributed systems. In this problem, the system consists of servers and mediators. Servers execute tasks and may differ in their capabilities, e.g. one server may take more time than the other in executing the same task.
Sherief Abdallah, Victor R. Lesser
openaire   +1 more source

Cooperative UAV Resource Allocation and Task Offloading in Hierarchical Aerial Computing Systems: A MAPPO-Based Approach

IEEE Internet of Things Journal, 2023
This article investigates a hierarchical aerial computing system, where both high-altitude platforms (HAPs) and unmanned aerial vehicles (UAVs) provision computation services for ground devices (GDs).
Hongyue Kang   +5 more
semanticscholar   +1 more source

Task Allocation for Spatially and Temporally Distributed Tasks

2013
In multi robot task allocation, a set of tasks has to be allocated to a group of robots while optimizing some measure (for example, fuel or time). In order to find the optimal allocation, an exponential number of possibilities must be explored. In this work, we extend the Consensus Based Bundle Algorithm, to improve its support for tasks with time ...
Julio Godoy, Maria L. Gini
openaire   +2 more sources

Aerial Edge Computing on Orbit: A Task Offloading and Allocation Scheme

IEEE Transactions on Network Science and Engineering, 2023
As the communication mode with the greatest attention and global network coverage, the Low Earth Orbit (LEO) satellite network has the characteristics of low propagation delay, low link loss and handheld terminal.
Yuru Zhang   +5 more
semanticscholar   +1 more source

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