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Stochastic models of load balancing and scheduling in cloud computing clusters

Siva Theja Maguluri, R. Srikant, Lei Ying
2012 2012 Proceedings IEEE INFOCOM  
We consider a stochastic model of a cloud computing cluster, where jobs arrive according to a stochastic process and request virtual machines (VMs), which are specified in terms of resources such as CPU  ...  Given our model of a cloud, we first define its capacity, i.e., the maximum rates at which jobs can be processed in such a system.  ...  ACKNOWLEDGEMENTS Research supported in part by AFOSR MURI FA 9550-10-1-0573, ARO MURI W911NF-08-1-0233, and NSF Grants CNS-0964081 and CNS-0963807.  ... 
doi:10.1109/infcom.2012.6195815 dblp:conf/infocom/MaguluriSY12 fatcat:laz2plwstvenfneicb7oylocgq

Mathematical Modelling of Joint Routing and Scheduling for an Effective Load Balancing in Cloud

Suriya Begum, Prashanth C.S.R
2014 International Journal of Computer Applications  
There were various algorithms in past that has discussed about the load balancing techniques concerning the cloud environment, but very few of them are found to be actually effective.  ...  The model is designed and compared with existing load balancing algorithms, where the simulation results shows better throughput by highlighting minimized waiting time for jobs with faster completion of  ...  We considered a stochastic model for load balancing and scheduling in cloud computing clusters. A primary contribution is the development of frame-based nonpreemptive VM configuration policies.  ... 
doi:10.5120/18192-9101 fatcat:p6l2m44zdja5pfklamjxqjgqae

Qos and Load Balancing in Cloud Computing- an Access for Performance Enhancement using Agent Based Software

2019 VOLUME-8 ISSUE-10, AUGUST 2019, REGULAR ISSUE  
Cloud computing, one of the advanced and emerged technologies in the field of computer science has been embraced by different organizations of various sizes.  ...  This paper presents a novel load balancing algorithmic framework with the help of software agent that runs in the gateway system between cloud consumers and cloud service providers.  ...  , L.Ying, "Stochastic Models of Load Balancing and Scheduling in Cloud Computing Clusters", 2012 IEEE Infocomm 6) Xu, Y., Wu, L., Guo, L., Yang, Z.C. and Shi, Z. (2008).  ... 
doi:10.35940/ijitee.k1107.09811s19 fatcat:4g7zpcqavvev3lmduhxkhrhk44

A Comprehensive Study of Various Load Balancing Techniques used in Cloud Based Biomedical Services

Abhinav Hans, Sheetal Kalra
2015 International Journal of Grid and Distributed Computing  
In this paper, we will discuss the issue of load balancing of cloud computing and we will study the different types of load balancing techniques used in in biomedical services and make a comparative analysis  ...  Scheduling, load balancing, fault tolerance, etc. are various challenges faced by cloud computing. For this purpose various techniques and algorithms have been proposed.  ...  Cloud computing is efficient and scalable, but maintaining the stability of processing so many jobs in the cloud computing environment is a very complex problem with load balancing receiving much attention  ... 
doi:10.14257/ijgdc.2015.8.2.12 fatcat:ifgqht6xvvbvhimkgzfpup7gha

Towards Understanding Uncertainty in Cloud Computing Resource Provisioning

Andrei Tchernykh, Uwe Schwiegelsohn, Vassil Alexandrov, El-ghazali Talbi
2015 Procedia Computer Science  
We also discuss potentials of these approaches for scheduling cloud computing activities under uncertainty, and address methods for mitigating job execution time uncertainty in the resource provisioning  ...  In this paper, we tackle the research question: what is the role of uncertainty in cloud computing service and resource provisioning?  ...  Load Balancing One of the possible technique to solve problems of the computing and communication imbalance associated with uncertainty is the load balancing that allows to improve resource allocation.  ... 
doi:10.1016/j.procs.2015.05.387 fatcat:slgh4s5c75efrgkprepjpkcqdq

QOS Differentiation of Various Cloud Computing Load Balancing Techniques

Abhinav Hans, Navdeep Singh, Kapil Kumar, Mohit Birdi
2015 Communications on Applied Electronics  
In this paper discussion will be done on the issue of load balancing in cloud computing and different types of load balancing techniques have been reviewed and a comparative analysis have been made among  ...  Scheduling, load balancing, fault tolerance, etc. are various challenges faced by cloud computing. For this purpose various techniques and algorithms have been proposed.  ...  mahadevan,shahrzad aslanzadeh and christopher mcdermid" availability and load balancing in cloud computing" 2011 international conference on computer and software modeling. [3] Soumya ray and ajanta de  ... 
doi:10.5120/cae-1544 fatcat:kfnsxjeekbdmhmpyo2adjsgsgm

Survey on Evolutionary Computation Tech Techniques and Its Application in Different Fields

Rajkumari Bidyalakshmi Devi, Esha Barlaskar, Oinam Binarani Devi, Smriti Priya Medhi, Reingayung Ronra Shimray
2014 International Journal on Information Theory  
In this paper, studies about different evolutionary computation techniques used in some applications specifically image processing, cloud computing and grid computing is carried out briefly.  ...  It helps in building, applying and studying algorithms based on the Darwinian principles of natural selection.  ...  Similarly for cloud and grid computing, EC techniques are used in solving various kinds of problems such as load balancing, task scheduling, resource scheduling, reduction in energy consumption, etc.  ... 
doi:10.5121/ijit.2014.3308 fatcat:4zg6fo7pqjeklku4vgokswl3ae

Comparative Study of Load Balancing Algorithms in Cloud Computing Environment

R. Rajeshkannan, M. Aramudhan
2016 Indian Journal of Science and Technology  
Application: This paper discusses numerous load balancing algorithms so as to improve resource utilization and quality of services in cloud computing environment.  ...  Statistical Analysis: The various load balancing algorithms are compared with quality of service parameters in a cloud network.  ...  References Figure 1 . 1 Cloud computing models and characteristics.  ... 
doi:10.17485/ijst/2016/v9i20/85866 fatcat:3hbuishpjbevxlnmy3r6vdmzzu

Intelligent Load-Balancing Framework for Fog-Enabled Communication in Healthcare

Swati Malik, Kamali Gupta, Deepali Gupta, Aman Singh, Muhammad Ibrahim, Arturo Ortega-Mansilla, Nitin Goyal, Habib Hamam
2022 Electronics  
This has resulted in a need to balance the load of the smart operational devices to avoid any failure of responsiveness.  ...  Thus, in this paper, a fog-based framework is proposed that can balance the load among fog nodes for handling the challenging communication and processing requirements of intelligent real-time applications  ...  Conflicts of Interest: The authors declare no conflict of interest. Electronics 2022, 11, 566  ... 
doi:10.3390/electronics11040566 fatcat:t5ylrak2vnbhhkqfdi6a4t7dnm

A Survey of Soft Computing Techniques based Load Balancing in Cloud Computing

Mayur SPilavare, Amish Desai
2015 International Journal of Computer Applications  
Among them the load balancing is one of the main issue to be resolved in the order to improve the efficiency of the cloud.  ...  The new concept was discussed earlier that was using soft computing techniques to perform enhanced load balancing in cloud computing.  ...  EXISTING LOAD BALANCING ALGORITHMS IN CLOUD COMPUTING USING SOFT COMPUTING APPROACH In recent time various soft computing approaches are used for load balancing in cloud computing for balancing the load  ... 
doi:10.5120/19385-0817 fatcat:vum32ypsnzbs3gs63srxntynm4

A LOAD BALANCING MODEL USING FIREFLY ALGORITHM IN CLOUD COMPUTING

Florence
2014 Journal of Computer Science  
Cloud computing is a model that points at streamlining the on-demand provisioning of software, hardware and data as services and providing end-users with flexible and scalable services accessible through  ...  Based on the newly derived load index, the current load will be computed for all the resources shared in virtual machine of cloud servers.  ...  scheduling model and strategy, this makes each node of the whole system deal with tasks in load balance way and prevent scheduling tilt of the cloud services platform system resources.  ... 
doi:10.3844/jcssp.2014.1156.1165 fatcat:svjmymtcbreebduqs6pfyx2yua

Effort of Load Balancer to Achieve Green Cloud Computing: A Review

G.Siva Shanmugam, N.Ch.S. N. Iyengar
2016 International Journal of Multimedia and Ubiquitous Engineering  
Without the facility of sharing single resources among thousands of peoples, green computing is not possible. So the nature of cloud load balancer and green computing was illustrated here.  ...  This paper also brings connectivity on green computing with cloud load balancers.  ...  Without load balancing entire computing models suffer on managing the resource and in maintaining high availability of applications.  ... 
doi:10.14257/ijmue.2016.11.3.30 fatcat:zmy3z46ja5huhn6nwb7jh4rtb4

Load Balancing in Heterogeneous Cloud Environments by Using PROMETHEE Method

Samira Hourali, Computer Engineering Department University of Mohaghegh Ardabili, Ardabil, Iran, Shahram Jamali, Computer Engineering Department University of Mohaghegh Ardabili, Ardabil, Iran
2018 International Journal of Integrated Engineering  
One of the most important objectives of a scheduling algorithm in cloud environment is a balanced load distribution over various resources for enhancing the overall performance of the cloud.  ...  In this paper, we employ PROMETHEE decision making model to design a scheduling algorithm, called PROMETHEE Load Balancing (PLB).This paper formulates the load balancing issue as a multi-criteria decision  ...  Two Level Load Balancing In this work 3PCS [18] model is considered for heterogeneous cloud computing environment, Figure 3 shows this model.  ... 
doi:10.30880/ijie.2018.10.08.012 fatcat:jelrkg3fivakplqx4rq22rxr6q

A NOVEL APPROACH OF OPTIMIZING PERFORMANCE USING K-MEANS CLUSTERING IN CLOUD COMPUTING

Sheenam Kamboj, Mr. Navtej Singh Ghumman
2016 INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY  
We propose an improved load balancing algorithm for job scheduling in the cloud environment using K-Means clustering of cloudlets and virtual machines in the cloud environment.  ...  Cloud computing is distributed computing, storing, sharing and accessing data over the Internet.  ...  [5] proposed troubleshoot of load balance in Cloud computing using Stochastic Hill Climbing. Buzato et al. [6] proposed Bee Life algorithm which was used for scheduling in Cloud computing.  ... 
doi:10.24297/ijct.v15i14.4942 fatcat:ztrqzijnrvcmrhngf4kc76ldpi

Load Balancing with preemptive and non-preemptive task scheduling in Cloud Computing [article]

Mohammad Riyaz Belgaum, Safeeullah Soomro, Zainab Alansari, Shahrulniza Musa, Muhammad Alam, Mazliham Mohd Su'ud
2019 arXiv   pre-print
In this paper, various task scheduling algorithms are studied to present the dynamic allocation of resources under each category and the ways each of this scheduling algorithm adapts to handle the load  ...  With a lot of challenges to be addressed our concern is Load balancing where load balancing is done for optimal usage of resources and reduces the cost associated with it as we use pay-as-you-go policy  ...  From the various challenges available right in front in cloud computing, one of the challenges of load balancing was considered in [14] , where the jobs arrive according to stochastic process and the  ... 
arXiv:1905.03094v1 fatcat:q5nhlerkvvfyjhzezkiv6rqdiy
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