An effective cloud workflow scheduling approach combining PSO and idle time slot-aware rules

Y Wang, X Zuo - IEEE/CAA journal of automatica sinica, 2021 - ieeexplore.ieee.org
Workflow scheduling is a key issue and remains a challenging problem in cloud computing.
Faced with the large number of virtual machine (VM) types offered by cloud providers, cloud …

Makespan-driven workflow scheduling in clouds using immune-based PSO algorithm

P Wang, Y Lei, PR Agbedanu, Z Zhang - IEEE access, 2020 - ieeexplore.ieee.org
Cloud Computing is becoming more and more popular for solving problems that need high
concurrency and a lot of resources. Many traditional areas of research choose to solve their …

A market-oriented hierarchical scheduling strategy in cloud workflow systems

Z Wu, X Liu, Z Ni, D Yuan, Y Yang - The Journal of Supercomputing, 2013 - Springer
A cloud workflow system is a type of platform service which facilitates the automation of
distributed applications based on the novel cloud infrastructure. One of the most important …

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 …

CCA: a deadline-constrained workflow scheduling algorithm for multicore resources on the cloud

A Deldari, M Naghibzadeh, S Abrishami - The journal of Supercomputing, 2017 - Springer
Workflows are adopted as a powerful modeling technique to represent diverse applications
in different scientific fields as a number of loosely coupled tasks. Given the unique features …

Deadline constrained cloud computing resources scheduling for cost optimization based on dynamic objective genetic algorithm

ZG Chen, KJ Du, ZH Zhan… - 2015 IEEE Congress on …, 2015 - ieeexplore.ieee.org
Cloud computing resources scheduling is significant for executing the workflows in cloud
platform because it relates to both the execution time and execution cost. In order to take …

HSGA: a hybrid heuristic algorithm for workflow scheduling in cloud systems

A Ghorbannia Delavar, Y Aryan - Cluster computing, 2014 - Springer
In heterogeneous distributed computing systems like cloud computing, the problem of
mapping tasks to resources is a major issue which can have much impact on system …

Deadline-constrained cost optimization approaches for workflow scheduling in clouds

Q Wu, F Ishikawa, Q Zhu, Y Xia… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Nowadays it is becoming more and more attractive to execute workflow applications in the
cloud because it enables workflow applications to use computing resources on demand …

Task duplication-based scheduling algorithm for budget-constrained workflows in cloud computing

F Yao, C Pu, Z Zhang - IEEE Access, 2021 - ieeexplore.ieee.org
Workflow scheduling is crucial to the efficient operation of cloud platforms, and has attracted
a lot of attention. Up to now, many algorithms have been reported to schedule workflows …

Multi-objective workflow optimization strategy (MOWOS) for cloud computing

JK Konjaang, L Xu - Journal of Cloud Computing, 2021 - Springer
Workflow scheduling involves mapping large tasks onto cloud resources to improve
scheduling efficiency. This has attracted the interest of many researchers, who devoted their …