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A Performance Fluctuation-Aware Stochastic Scheduling Mechanism for Workflow Applications in Cloud Environment

Fang DONG, Junzhou LUO, Bo LIU
2014 IEICE transactions on information and systems  
An elastic performance fluctuations-aware stochastic scheduling algorithm is introduced in this paper.  ...  However, in the current stage, there is relatively few research for workflow scheduling in cloud environment, where they usually just bring the traditional methods directly into cloud.  ...  machine, in order to make an effective workflow scheduling for cloud environment, a Performance-Fluctuation-based online Stochastic workflow scheduling algorithm, called PFS , is proposed.  ... 
doi:10.1587/transinf.2013thp0016 fatcat:lz4prxhwrnhjtb6ahy5sfegzvy

A Survey on Resource Scheduling in Cloud Computing: Issues and Challenges

Sukhpal Singh, Inderveer Chana
2016 Journal of Grid Computing  
Resource scheduling in cloud is a challenging job and the scheduling of appropriate resources to cloud workloads depends on the QoS requirements of cloud applications.  ...  This research depicts a broad methodical literature analysis of resource management in the area of cloud in general and cloud resource scheduling in specific.  ...  mechanisms in cloud environment Thus, there is a need to make cloud services and cloud-oriented applications efficient by taking care of these properties of the cloud environment.  ... 
doi:10.1007/s10723-015-9359-2 fatcat:cyhh4lnslfb6lhfcdif2pydkba

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.  ...  Deadline guarantee is an important QoS requirement for some critical scientific workflow applications.  ...  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

Current trends in cloud computing

Siraj Munir, Computer Science Department, Muhammad Ali Jinnah University
2020 Indian Journal of Science and Technology  
In this work we have limited ourselves to only technical aspects of cloud computing while excluding areas of security, privacy and economics (for example CapEx).  ...  Findings: Our findings show that researchers are working in the area of Job Scheduling while low attention has been given in Resource Scheduling.  ...  providing such workflow mechanism that can entertain them in a scheduled and balanced manner.  ... 
doi:10.17485/ijst/v13i24.358 fatcat:mzlwkmkjw5c3lahyvvvdiaqy6i

RESOURCE SCHEDULING IN CLOUD ENVIRONMET: A SURVEY

Neeraj Mangla, Manpreet Singh, Sanjeev Rana
2016 Advances in Science and Technology Research Journal  
Cloud Computing offers the avant-garde services at a stretch that are too attractive for any cloud user to ignore.  ...  In this paper, a comprehensive survey of research related to various aspects of cloud resource scheduling is provided.  ...  Sahara environment Revenue of cloud providers in proposed mechanism can be increased by 40% as compared to a fixed, per-node-period pricing method [18] PSO based model for task- -resource mapping  ... 
doi:10.12913/22998624/62746 fatcat:dyky2j5kxbaulllhmtcidt6cjm

A Comparative Analysis of Scheduling Policies in Cloud Computing Environment

Silpa CS, M. S. Saleem Basha
2013 International Journal of Computer Applications  
This paper gives an overview of the existing scheduling policies in cloud computing systems. Also gives an analysis and comparison among different scheduling algorithms. General Terms Cloud Computing  ...  Since it uses virtualized resources, scheduling and resource allocation are the important research topics in the cloud computing.  ...  Also they have proposed energy aware local mapping mechanism which can reduce the energy consumption in federated cloud system.  ... 
doi:10.5120/11510-7228 fatcat:sesi6varejekppkglytpiuw7ee

A Robust Algorithm for Deadline Constrained Scheduling in IaaS Cloud Environment

Bilkisu Larai MUHAMMAD-BELLO, Masayoshi ARITSUGI
2018 IEICE transactions on information and systems  
In this paper, we propose a novel robust deadline constrained workflow scheduling algorithm which handles the uncertainties in scheduling workflows in the IaaS Cloud environment.  ...  The Infrastructure as a Service (IaaS) Clouds are emerging as a promising platform for the execution of resource demanding and computation intensive workflow applications.  ...  Reactive mechanisms includes; dynamic schedul-ing, self-adaptation and rescheduling which are most suitable when the resource in the target environment fluctuates considerably.  ... 
doi:10.1587/transinf.2018pap0016 fatcat:wjmgoshe5bc5hkeize4buerdpy

Multi-objective optimization of deadline and budget-aware workflow scheduling in uncertain clouds

Maria Carla Calzarossa, Marco L. Vedova, Luisa Massari, Giuseppe Nebbione, Daniele Tessera
2021 IEEE Access  
In this paper we address these issues by formulating a multi-objective constrained optimization problem aimed at identifying the optimal scheduling plans for scientific workflows to be deployed in uncertain  ...  cloud environments.  ...  A different approach for scheduling workflows under runtime VM performance fluctuations is proposed by Li et al. [27] .  ... 
doi:10.1109/access.2021.3091310 fatcat:2bvygiwtd5cphhssnypxd3hsmi

Reinforcement Learning-based Application Autoscaling in the Cloud: A Survey [article]

Yisel Garí, David A. Monge, Elina Pacini, Cristian Mateos, Carlos García Garino
2020 arXiv   pre-print
Reinforcement Learning (RL) has demonstrated a great potential for automatically solving decision-making problems in complex uncertain environments.  ...  RL proposes a computational approach that allows learning through interaction in an environment with stochastic behavior, where agents take actions to maximize some cumulative short-term and long-term  ...  stochastic environments.  ... 
arXiv:2001.09957v3 fatcat:gtylvmt4wraqvhfxjfao4zdr3y

Self-awareness of Cloud Applications [chapter]

Alex Iosup, Xiaoyun Zhu, Arif Merchant, Eva Kalyvianaki, Martina Maggio, Simon Spinner, Tarek Abdelzaher, Ole Mengshoel, Sara Bouchenak
2017 Self-Aware Computing Systems  
Last, we propose a roadmap for addressing open challenges in self-aware cloud and datacenter applications.  ...  In this chapter, we propose a conceptual framework for analyzing state-of-the-art self-awareness approaches used in the context of cloud applications.  ...  generous ERO gift from Oracle, by the European FP7 research project AMADEOS Grant Agreement 610535 on Systems of Systems, by the Swedish Research Council (VR) for the projects "Cloud Control" and "Power  ... 
doi:10.1007/978-3-319-47474-8_20 fatcat:ckcxfmjmvvas5bhg7wp5qfmehy

Minimizing the Cost for Resource Allocation from Multiple Cloud Providers

Manasa Jonnagadla
2021 International Journal for Research in Applied Science and Engineering Technology  
That article suggests a hybrid approach to allocating cloud services to complex customer orders. The strategy was built in two stages: accommodation stages and a flexible structure.  ...  Due to the uncertain nature of cloud requests, we set up a stochastic Optimization-based approach. Our technique is used to assign individual cloud resources and the results show its effectiveness.  ...  This presents five major topics in cloud computing, namely locality-aware task scheduling; reliability-aware scheduling; energyaware RAS; Software as a Service (SaaS) layer RAS; and workflow scheduling  ... 
doi:10.22214/ijraset.2021.39058 fatcat:o22cgh2vdna4zc2k2gpk7um5xi

An Approach to Modeling and Analyzing Reliability for Microservice-Oriented Cloud Applications

Zheng Liu, Guisheng Fan, Huiqun Yu, Liqiong Chen, Xiaoxian Yang
2021 Wireless Communications and Mobile Computing  
This paper studies the modeling and analysis of service reliability in the cloud environment.  ...  However, due to the complexity of cloud-based platforms, the design of fault-tolerant strategies for microservice-oriented cloud applications becomes challenging.  ...  [26] propose a novel workflow scheduling algorithm for a cloud application, which combines resubmission and replication. In Ref.  ... 
doi:10.1155/2021/5750646 fatcat:wig33qvdaneebdlfvzrpumcuiu

Reducing Complexity in Management of eScience Computations

Per-Olov Östberg, Andreas Hellander, Brian Drawert, Erik Elmroth, Sverker Holmgren, Linda Petzold
2012 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012)  
In this paper we address reduction of complexity in management of scientific computations in distributed computing environments.  ...  As a result we present StratUm, a toolkit for management of eScience computations.  ...  This work is done in collaboration with the High Performance Computing Center North (HPC2N) and is funded by the Swedish National Infrastructure for Computing (SNIC), the Swedish Government's strategic  ... 
doi:10.1109/ccgrid.2012.72 dblp:conf/ccgrid/OstbergHDEHP12 fatcat:ofeeyjizkzhevfodvx4ofx6z7i

Workflow Scheduling Techniques and Algorithms in IaaS Cloud: A Survey

K. Kalyana Chakravarthi, Vaidhehi Vijayakumar
2018 International Journal of Electrical and Computer Engineering (IJECE)  
In the modern era, workflows are adopted as a powerful and attractive paradigm for expressing/solving a variety of applications like scientific, data intensive computing, and big data applications such  ...  This work focuses on the complete study of the resource provisioning and scheduling algorithms in cloud environment focusing on Infrastructure as a service(IaaS).  ...  [29] have investigated performances of SA algorithms for scheduling workflow applications in a Grid environment.  ... 
doi:10.11591/ijece.v8i2.pp853-866 fatcat:6mgzwqax4jhirbylkvbelkggaq

Simulating Resource Management across the Cloud-to-Thing Continuum: A Survey and Future Directions

Malika Bendechache, Sergej Svorobej, Patricia Takako Endo, Theo Lynn
2020 Future Internet  
In recent years, there has been significant advancement in resource management mechanisms for cloud computing infrastructure performance in terms of cost, quality of service (QoS) and energy consumption  ...  Simulation is a widely used technique in the development and evaluation of resource management mechanisms for cloud computing but is a relatively nascent research area for new C2T computing paradigms such  ...  Future Generation Computer Systems (Elsevier) Q1 33 10 A delay-based dynamic scheduling algorithm for bag-of-task workflows with stochastic task execution times in clouds Cai et al. [48] Future Generation  ... 
doi:10.3390/fi12060095 fatcat:3fus7a5arncc3p4xgljm5lxium
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