A scheduling scheme in the cloud computing environment using deep Q-learning

Z Tong, H Chen, X Deng, K Li, K Li - Information Sciences, 2020 - Elsevier
Task scheduling, which plays a vital role in cloud computing, is a critical factor that
determines the performance of cloud computing. From the booming economy of information …

[HTML][HTML] A survey of domains in workflow scheduling in computing infrastructures: Community and keyword analysis, emerging trends, and taxonomies

L Versluis, A Iosup - Future generation computer systems, 2021 - Elsevier
Workflows are prevalent in today's computing infrastructures as they support many domains.
Different Quality of Service (QoS) requirements of both users and providers makes workflow …

Algorithms for cost-and deadline-constrained provisioning for scientific workflow ensembles in IaaS clouds

M Malawski, G Juve, E Deelman, J Nabrzyski - Future Generation …, 2015 - Elsevier
Large-scale applications expressed as scientific workflows are often grouped into
ensembles of inter-related workflows. In this paper, we address a new and important …

Workflow scheduling in cloud: a survey

F Wu, Q Wu, Y Tan - The Journal of Supercomputing, 2015 - Springer
To program in distributed computing environments such as grids and clouds, workflow is
adopted as an attractive paradigm for its powerful ability in expressing a wide range of …

Workflow scheduling algorithms in cloud environment-A survey

LK Arya, A Verma - 2014 Recent Advances in Engineering and …, 2014 - ieeexplore.ieee.org
Cloud computing is an emerging IT field. In cloud, service providers managed and provided
resources to users. Software or hardware can be used on rental basis; there is no need to …

A multiple QoS constrained scheduling strategy of multiple workflows for cloud computing

M Xu, L Cui, H Wang, Y Bi - 2009 IEEE international symposium …, 2009 - ieeexplore.ieee.org
Cloud computing has gained popularity in recent times. As a cloud must provide services to
many users at the same time and different users have different QoS requirements, the …

Levelized multiple workflow allocation strategy under precedence constraints with task merging in IaaS cloud environment

F Ahmad, M Shahid, M Alam, Z Ashraf, M Sajid… - IEEE …, 2022 - ieeexplore.ieee.org
Cloud Service Providers are speedily becoming the target platform for scientific workflow
computations due to the massive possible and flexible pay-as-you-go pricing model …

Multi-objective game theoretic schedulingof bag-of-tasks workflows on hybrid clouds

R Duan, R Prodan, X Li - IEEE Transactions on Cloud …, 2014 - ieeexplore.ieee.org
Scheduling multiple large-scale parallel workflow applications on heterogeneous computing
systems like hybrid clouds is a fundamental NP-complete problem that is critical to meeting …

SABA: A security-aware and budget-aware workflow scheduling strategy in clouds

L Zeng, B Veeravalli, X Li - Journal of parallel and Distributed computing, 2015 - Elsevier
High quality of security service is increasingly critical for Cloud workflow applications.
However, existing scheduling strategies for Cloud systems disregard security requirements …

Task scheduling with precedence and placement constraints for resource utilization improvement in multi-user MEC environment

B Liu, X Xu, L Qi, Q Ni, W Dou - Journal of Systems Architecture, 2021 - Elsevier
Efficient task scheduling improves offloading performance in mobile edge computing (MEC)
environment. The jobs offloaded by different users would have different dependent tasks …