[PDF][PDF] Hyper-Heuristic Task Scheduling Algorithm Based on Reinforcement Learning in Cloud Computing.

L Yin, C Sun, M Gao, Y Fang, M Li… - Intelligent Automation & …, 2023 - cdn.techscience.cn
The solution strategy of the heuristic algorithm is pre-set and has good performance in the
conventional cloud resource scheduling process. However, for complex and dynamic cloud …

An improved genetic algorithm using greedy strategy toward task scheduling optimization in cloud environments

Z Zhou, F Li, H Zhu, H Xie, JH Abawajy… - Neural Computing and …, 2020 - Springer
Cloud computing is an emerging distributed system that provides flexible and dynamically
scalable computing resources for use at low cost. Task scheduling in cloud computing …

Learning-based task scheduling using big bang big crunch for cloud computing environment

PS Rawat, P Dimri, P Gupta - Recent Advances in Computer …, 2020 - ingentaconnect.com
Cloud Computing is a growing industry for secure and low cost pay per use resources.
Efficient resource allocation is the challenging issue in cloud computing environment. Many …

Cloud scheduling using improved hyper heuristic framework

A Jain, A Upadhyay - … Computing Networking and Informatics: ICANI-2018, 2019 - Springer
Effective scheduling is a main anxiety for the execution of performance motivated
applications. Cloud Computing has to work with the large number of tasks. The question …

Improved task scheduling strategy using reinforcement learning in cloud environment

S Sharma, NK Pandey - 2022 2nd International Conference on …, 2022 - ieeexplore.ieee.org
Scheduling has recently been incredibly helpful in cloud computing due to the shift in
resource consumption. Cloud provides many services (based on dynamism, elasticity, and …

Probability-Based Crossover Genetic Algorithm for Task Scheduling in Cloud Computing

S Al Shamaa, W Shi… - 2023 6th Conference on …, 2023 - ieeexplore.ieee.org
In order to meet the rising demand for cloud services and remain in compliance with Service
Level Agreements (SLA), service providers require effective task scheduling solutions …

A hyper-heuristic scheduling algorithm for cloud

CW Tsai, WC Huang, MH Chiang… - … on Cloud Computing, 2014 - ieeexplore.ieee.org
Rule-based scheduling algorithms have been widely used on many cloud computing
systems because they are simple and easy to implement. However, there is plenty of room to …

An intelligent scheduling algorithm for resource management of cloud platform

H Jin, Y Fu, G Yang, X Zhu - Multimedia Tools and Applications, 2020 - Springer
Cloud-computing technologies and their application are becoming increasingly popular,
which improves both enterprises' and individuals' working efficiency while at the same time …

Multi-objective cloud task scheduling optimization based on evolutionary multi-factor algorithm

Z Cui, T Zhao, L Wu, AK Qin, J Li - IEEE Transactions on Cloud …, 2023 - ieeexplore.ieee.org
Cloud platforms scheduling resources based on the demand of the tasks submitted by the
users, is critical to the cloud provider's interest and customer satisfaction. In this paper, we …

A hybrid meta-heuristic task scheduling algorithm based on genetic and thermodynamic simulated annealing algorithms in cloud computing environments

M Tanha, M Hosseini Shirvani, AM Rahmani - Neural Computing and …, 2021 - Springer
Cloud providers deliver heterogeneous virtual machines to run complicated jobs submitted
by users. The task scheduling issue is formulated to a discrete optimization problem which is …