Multi-objective workflow scheduling based on genetic algorithm in cloud environment

X Xia, H Qiu, X Xu, Y Zhang - Information Sciences, 2022 - Elsevier
In recent years, cloud computing plays a crucial role in many real applications. Thus, how to
solve workflow scheduling problems, ie, allocating and scheduling different resources …

Cost-aware scheduling systems for real-time workflows in cloud: An approach based on Genetic Algorithm and Deep Reinforcement Learning

J Zhang, L Cheng, C Liu, Z Zhao, Y Mao - Expert Systems with Applications, 2023 - Elsevier
With the development of cloud computing, a growing number of applications are migrating to
a cloud environment. In the process, the real-time scheduling of workflows has gradually …

Multi-swarm co-evolution based hybrid intelligent optimization for bi-objective multi-workflow scheduling in the cloud

H Li, D Wang, MC Zhou, Y Fan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Many scientific applications can be well modelled as large-scale workflows. Cloud
computing has become a suitable platform for hosting and executing them. Workflow …

[HTML][HTML] Nature-inspired metaheuristic scheduling algorithms in cloud: A systematic review

SK Bothra, S Singhal - Научно-технический вестник …, 2021 - cyberleninka.ru
Complex huge-scale scientific applications are simplified by workflow to execute in the cloud
environment. The cloud is an emerging concept that effectively executes workflows, but it …

[PDF][PDF] Hybrid scheduling algorithms in cloud computing: a review.

N Arora, RK Banyal - International Journal of Electrical & Computer …, 2022 - core.ac.uk
Cloud computing is one of the emerging fields in computer science due to its several
advancements like on-demand processing, resource sharing, and pay per use. There are …

A hybrid multi-objective metaheuristic optimization algorithm for scientific workflow scheduling

A Mohammadzadeh, M Masdari, FS Gharehchopogh… - Cluster …, 2021 - Springer
Workflow is composed of some interdependent tasks and workflow scheduling in the cloud
environment that refers to sorting the workflow tasks on virtual machines on the cloud …

A two-stage preference driven multi-objective evolutionary algorithm for workflow scheduling in the Cloud

H Xie, D Ding, L Zhao, K Kang, Q Liu - Expert Systems with Applications, 2024 - Elsevier
The workflow scheduling problem considered difficult in the Cloud becomes even more
challenging when multiple scheduling criteria are used for optimization. It is much harder to …

A dynamic multipopulation genetic algorithm for multiobjective workflow scheduling based on the longest common sequence

H Qiu, X Xia, Y Li, X Deng - Swarm and Evolutionary Computation, 2023 - Elsevier
A cloud workflow scheduling problem is extremely challenging for its large scale and the
elasticity and heterogeneity of cloud resources. In this paper, we model a cloud workflow …

Cost and makespan aware workflow scheduling in IaaS clouds using hybrid spider monkey optimization

N Rizvi, R Dharavath, DR Edla - Simulation Modelling Practice and Theory, 2021 - Elsevier
The researcher's predilection towards the concerned infinite resources and the dynamic
provisioning on rental premises encourages the scheduling of complex scientific …

A multi-objective clustering evolutionary algorithm for multi-workflow computation offloading in mobile edge computing

L Pan, X Liu, Z Jia, J Xu, X Li - IEEE Transactions on Cloud …, 2021 - ieeexplore.ieee.org
To cope with the rapid development of the Internet of Things (IoT) and the increasing
demand for real-time services, mobile edge computing (MEC) has become a promising …