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A Journey towards Workflow Scheduling of Cloud Computing

Anil Kumar, Shashank Shukla, Sandeep Saxena, Sanjay Khakhil
2015 International Journal of Computer Applications  
This paper is the survey of some workflow scheduling algorithms that have been proposed for cloud computing.  ...  Workflow scheduling and appropriate allocation of resources is one of among problems that will decrease the Quality of Service (QoS) of cloud computing.  ...  Algorithm for Scientific Workflows on Clouds [23] .  ... 
doi:10.5120/ijca2015905219 fatcat:vwskgjbhyncxlgzfpkz724u66q

An Evolutionary Study of Multi-Objective Workflow Scheduling in Cloud Computing

Shashank Shukla, Anil Kumar, Sandeep Saxena, Santosh Kumar
2016 International Journal of Computer Applications  
In this paper, we characterize a comparative review of multiobjective workflow scheduling algorithms that are listed below.  ...  Quality of services can be improved by considering the several factors, scheduling of workload for suitable cloud computing resources one of them.  ...  Workflow scheduling, bigger task is divided into different-different small co-tasks these co-task or sub-tasks are allocated to resources in such a way that achieve some pre-define objective. [12] Usually  ... 
doi:10.5120/ijca2016908109 fatcat:ksbkkpe6kvds7jufy7azm6tdgq

Extended Balanced Scheduler with Clustering and Rep- lication for Data Intensive Scientific Workflow Applications in Cloud Computing

Satwinder Kaur, Mehak Aggarwal
2018 Journal of Electronic Research and Application  
Task scheduling plays a crucial role in cloud computing systems.  ...  As scientific workflow is combination of fine grain and coarse grain task. Every task scheduled to VM has system overhead.  ...  It is widely used open source simulator for scientific workflow simulation in cloud environment. The proposed algorithm and existing algorithm will be compared and analysis will be performed. A.  ... 
doi:10.26689/jera.v2i3.380 fatcat:usn3jr4sfvfjdnivefitvnnse4


Phan Thanh Toan, Nguyen The Loc
2018 Vietnam Journal of Science and Technology  
In this paper, we propose a scheduling algorithm for workflow data that is derived from the Branch and Bound Algorithm.  ...  exponentially. scientific workflow is a sequence of connected tasks with large data transfer from parent task to children tasks.  ...  Section IV represent a new scheduling algorithm for data workflow in the cloud environment based on branch and bound algorithm.  ... 
doi:10.15625/2525-2518/56/2/10672 fatcat:enytmoxd2zhwpdyhumrciyckvy


Ali Abdali, SafaMeasoomy Nia
2019 Indian Journal of Computer Science and Engineering  
Generally speaking, a workflow is determined by a Directed Acyclic Graph (DAG) in which each task is represented by a node, and each of the data or a dependency between tasks is allocated by a directed  ...  This also seems simple to state that Cloud computing attempts to share a huge set of virtual computer resources and computational equipment, storage, information and knowledge for scientific investigations  ...  An endocrine-based co-evolutionary multi-swarm for multi-objective optimization algorithm (ECMSMOO), for workflow scheduling in cloud computing system is proposed by Yao et al., [31] .  ... 
doi:10.21817/indjcse/2019/v10i1/191001002 fatcat:inxuq7hx7fferpqgyq3pcm2dke

Scientific workflows management and scheduling in cloud computing: Taxonomy, prospects, and challenges

Zulfiqar Ahmad, Ali Imran Jehangiri, Mohammed Alaa Ala'anzy, Mohamed Othman, Rohaya Latip, Sardar Khaliq uz Zaman, Arif Iqbal Umar
2021 IEEE Access  
Acknowledgement This work is supposed by Universiti Putra Malaysia and the Ministry of Education Malaysia.  ...  Cost optimization approaches for scientific workflow scheduling in cloud and grid computing           [46] Dynamic energy-aware scheduling for parallel task-based application in cloud computing  ...  In [51] , a Balanced and file Reuse-Replication Scheduling (BaRRS) algorithm was presented in order to efficiently schedule scientific workflows in cloud computing.  ... 
doi:10.1109/access.2021.3070785 fatcat:nbrkndnhzra57lpbhzpyeht3wq


Pratiksha Pratiksha, Afsarudfin Afsarudfin, Mohd Haroon, Faiyaz Ahamad
2021 International Journal of Innovative Research in Computer Science & Technology  
Cloud computing's rising demand and versatility are achieving acceptance in the research community as a means of implementing large-scale electronic systems in the format of workflows (set of tasks).  ...  Another foremost objective of this work is to satiate all the user-delineated time constraints while scheduling workflow activities.  ...  Scientific applications include workflow processing, in which tasks are performed following their mission and data dependencies.  ... 
doi:10.21276/ijircst.2021.9.3.15 fatcat:gkwox4yqn5fapgh5pqvvmu2r6a

Design of Energy Aware Scheduling Algorithm for Executing Scientific Workflows in Cloud

2019 International Journal of Engineering and Advanced Technology  
To address these issues, a new Energy Aware workflow scheduling algorithm is proposed and designed with improved makespan for the execution of different scientific applications in cloud environment.  ...  The usage of cloud computing and its resources for the execution of scientific workflow is a rapidly increasing demand.  ...  Li Liu, Miao Zhang and et al. presented a co evolutionary genetic algorithm [11] to scientific workflow scheduling in cloud.  ... 
doi:10.35940/ijeat.a2013.129219 fatcat:34gtymri2zbt5i6nkt5xnqobtu

Multi-Dependency and Time Based Resource Scheduling Algorithm for Scientific Applications in Cloud Computing

Vijay Prakash, Seema Bawa, Lalit Garg
2021 Electronics  
A novel dependency and time-based scheduling algorithm is proposed that considers the parent to child (P2C) node dependencies, child to parent node dependencies, and the time of different tasks in the  ...  Workflow scheduling is one of the significant issues for scientific applications among virtual machine migration, database management, security, performance, fault tolerance, server consolidation, etc.  ...  Co-processors can be used for both static and dynamic scheduling.  ... 
doi:10.3390/electronics10111320 fatcat:g5z4xyvjnngwpalsun7aogfre4

Hybrid Scheduling Algorithm in Early Warning Systems

Denis Nasonov, Nikolay Butakov
2014 Procedia Computer Science  
In this paper planning of EWS scenarios execution is investigated and the efficient hybrid algorith m for urgent workflows scheduling is developed based on traditional heuristic and meta-heuristic approaches  ...  within state-of-art cloud computing principles.  ...  The key idea of the hybrid heuristic was to use a standard list scheduling approach to rank the tasks of the workflow and then use it to assign tasks to groups of tasks that can be subsequently scheduled  ... 
doi:10.1016/j.procs.2014.05.153 fatcat:x2aertrm2jci7hgpzvuhr7i64a

Meeting Deadlines of Scientific Workflows in Public Clouds with Tasks Replication

Rodrigo N. Calheiros, Rajkumar Buyya
2014 IEEE Transactions on Parallel and Distributed Systems  
The elasticity of Cloud infrastructures makes them a suitable platform for execution of deadline-constrained workflow applications, because resources available to the application can be dynamically increased  ...  Existing research in execution of scientific workflows in Clouds either try to minimize the workflow execution time ignoring deadlines and budgets or focus on the minimization of cost while trying to meet  ...  Dastjerdi and the anonymous reviewers for their insights and comments for improvements of this paper.  ... 
doi:10.1109/tpds.2013.238 fatcat:j2p6dgzhs5fd5nj2vma2i7zi5u

Deadline Guarantee Enhanced Scheduling of Scientific Workflow Applications in Grid

Chaokun Yan, Huimin Luo, Zhigang Hu, Xi Li, Yanping Zhang
2013 Journal of Computers  
In this paper, a novel workflow scheduling algorithm DGESA is proposed.  ...  of scientific workflow.  ...  We are grateful for support from the High Performance Computing Center of Central South University.  ... 
doi:10.4304/jcp.8.4.842-850 fatcat:y6vngjskefcjjjcng72mxc46lu

Assessment of Ant Colony Optimization Algorithm for DAG Task Scheduling in Cloud Computing

Nithyanandakumari .K
2020 International Journal of Advanced Trends in Computer Science and Engineering  
Optimal allocation of resource to a set of tasks follows a workflow schedule and it is an important step to improve the overall performance of the cloud.  ...  In this research work, a novel ACO algorithm and its variant Improved ACO (IACO) performs workflow scheduling through multi objective optimization process is put forwarded.  ...  Workflow tasks also have certain dependencies like parent child relationship during execution [7] . A dynamic random search workflow scheduling algorithm is needed for clouds.  ... 
doi:10.30534/ijatcse/2020/159942020 fatcat:l3d5t6htwfbt7mhgw6e43xw3my

Hybrid scheduling algorithms in cloud computing: a review

Neeraj Arora, Rohitash Kumar Banyal
2022 International Journal of Power Electronics and Drive Systems (IJPEDS)  
Several heuristics and meta-heuristics algorithms were proposed for scheduling the user's task to the resources available in cloud computing in an optimal way.  ...  Scheduling is a well-known NP-hard problem in cloud computing. This will require a suitable scheduling algorithm.  ...  [57] introduced a hybrid evolutionary algorithm (HEA) for solving task scheduling and data assignment problem (TaSDAP) of scientific workflow on clouds called HEA-TaSDAP, which includes an evolutionary  ... 
doi:10.11591/ijece.v12i1.pp880-895 fatcat:vdrhul2uefgmlomhqwrjjfr4my

Scheduling Scientific Workflow using Multi-objective Algorithm with Fuzzy Resource Utilization in Multi-cloud Environment

Mazen Farid, Rohaya Latip, Masnida Hussin, Nor Asilah Wati Abdul Hamid
2020 IEEE Access  
The provision of resources and services for scientific workflow applications using a multi-cloud architecture and a pay-per-use rule has recently gained popularity within the cloud computing research domain  ...  In this respect, this paper proposes a new multi-objective scheduling algorithm with Fuzzy resource utilization (FR-MOS) for scheduling scientific workflow based on particle swarm optimization (PSO) method  ...  The algorithm deploys the particle swarm optimization (PSO) strategy for scheduling real-life scientific workflows in a multi-cloud environment.  ... 
doi:10.1109/access.2020.2970475 fatcat:gvbk3e3gznefditsose5hb4k5m
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