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Utility Based Resource Allocation Model for Cloud Services

J.Antony Judi, F.Ezhil Mary Arasi, Dr.S. Govindarajan
In this paper a utilization-based optimal cloud (UBOC) algorithm is proposed to minimize the total cost for provisioning resources in a certain time period.  ...  Minimizing Resource allocation problems under the demand and price uncertainty in cloud computing environments is the motivation to explore a resource provisioning strategy for cloud consumers.  ...  profit optimization problem.  ... 
doi:10.24297/ijmit.v6i3.723 fatcat:a6ss25vkz5adtgl7ce7vkxl2tm

A Scalable Approach to QoS-Aware Self-adaption in Service-Oriented Architectures [chapter]

Valeria Cardellini, Emiliano Casalicchio, Vincenzo Grassi, Francesco Lo Presti, Raffaela Mirandola
2009 Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering  
The first layer addresses the adaptation at the provisioning level: operating at a slower time scale, its role is to identify the set of candidate services to implement the system functionality at the  ...  In this paper we consider a provider that offers a SOA application implemented as a composite service to several users with different Qos requirements.  ...  First-layer Problem: Service Provisioning Optimization We now turn our attention to the Provisioning Manager optimization problem.  ... 
doi:10.1007/978-3-642-10625-5_27 fatcat:7y2rhy3earb4zgidtjaq3rsium

Provisioning for large scale loss network systems with applications in cloud computing

Yue Tan, Yingdong Lu, Cathy H. Xia
2012 Performance Evaluation Review  
We show that this improved optimization problem also converges to the original problem under proper scaling, and demonstrate by a numerical example that it yields improved provisioning solutions with better  ...  We develop an integrated optimization framework to search for the optimal resource provision with SLA constraints.  ...  We formulate the provisioning problem using two alternative optimization formulations: (P N 1 ), optimization formulation (2) in which the loss probabilities are replaced by the Erlang fixed point approximation  ... 
doi:10.1145/2425248.2425270 fatcat:evaxldbdlzblpmxxrpgtv7b5le

Satisfying database service level agreements while minimizing cost through storage QoS

F.R. Reiss, T. Kanungo
2005 2005 IEEE International Conference on Services Computing (SCC'05) Vol-1  
In this paper, we examine the problem of choosing a QoS level for each table or index in a service provider's backend databases so as to minimize the dollar cost of provisioning storage while satisfying  ...  This problem is difficult because changes in the access cost of different portions of the database can cause the database to alter its access patterns.  ...  In this paper, we examine the storage provisioning problem for services that store their data on relational databases.  ... 
doi:10.1109/scc.2005.79 dblp:conf/IEEEscc/ReissK05 fatcat:244iydpiifgyjdt55rphvxw4my

Improved Virtual Machine Allocation Strategy using Particle Swarm Optimization Algorithm

B Thirumala Rao, K Nandavardhini, K Navya, G Krishna Venkata Sunil
2018 International Journal of Engineering & Technology  
The essential target is to decrease cross system activity and transmission capacity use, by setting required number of VMs and information in Physical Machines (PMs) which are physically nearer.  ...  This paper exhibits and assesses by a meta-heuristic calculation in view of Parallel Computing and Optimization (PCO) which select an arrangement of adjoining PMs for setting information and VMs .  ...  Algorithm ACO algorithm Proposed System The better dynamic adaptive global search-based optimization technique is called as Particle Swarm Optimization (PSO).  ... 
doi:10.14419/ijet.v7i2.7.10985 fatcat:pzrygbok4fgqxjmtjjw2haqcli

A Game Theoretic Framework of SLA-based Resource Allocation for Competitive Cloud Service Providers

Yanzhi Wang, Xue Lin, Massoud Pedram
2014 2014 Sixth Annual IEEE Green Technologies Conference  
This paper considers the problem of SLA-based resource provisioning and management among different CSPs.  ...  Resource allocation is one of the most important challenges in the cloud computing system, especially when the clients have some Service Level Agreements (SLAs) and the total profit depends on how the  ...  In this work, we consider the problem of SLA-based resource provisioning and management among different CSPs in a cloud computing system.  ... 
doi:10.1109/greentech.2014.22 fatcat:cga6fride5eyjiuqxrgm2ss63m

Secure Dynamic Resource Provisioning Cost by Optimized Placement of Virtual Machines in Cloud Computing

Aarthee S, Venkatesan R
Cloud consumers can successfully reduce total cost of resource provisioning using Optimal Cloud Resource Provisioning (OCRP) algorithm in cloud computing environment.  ...  The cost of utilizing computing resources provisioned by reservation plan is cheaper than that provisioned by on-demand plan, since a cloud consumer has to pay to provider in advance.  ...  It can effectively achieve an estimated optimal solution even the problem size is greatly large in number.  ... 
doi:10.24297/ijct.v4i1b.3063 fatcat:x7ph43jbg5hgxjy3spjh72nvzq

A Novel Resource Provisioning Model for DHT-Based Cloud Storage Systems [chapter]

Jingya Zhou, Wen He
2014 Lecture Notes in Computer Science  
Then the problem is defined as a cost optimization with performance constrains, and a novel algorithm is proposed.  ...  To address this challenge, this paper presents a novel resource provisioning model for cloud storage systems.  ...  By solving the problem, we can achieve the optimal resource demands for system resource provisioning. The previous works only focus on the optimization of number of servers.  ... 
doi:10.1007/978-3-662-44917-2_22 fatcat:ivn22bdarjh6zablcjx6qq2q6y

A Joint Model Provisioning and Request Dispatch Solution for Low-Latency Inference Services on Edge

Anish Prasad, Carl Mofjeld, Yang Peng
2021 Sensors  
The proposed solution provisions each edge node with the optimal number and type of inference instances under a holistic consideration of networking, computing, and memory resources.  ...  Mobile users can thus be directed to utilize inference services on the edge nodes that offer minimal serving latency.  ...  Data Availability Statement: The data presented in this study are available on request from the corresponding author. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/s21196594 pmid:34640914 pmcid:PMC8513104 fatcat:oybzthkzmfggblr37l4sfgvccy

An Optimal Cloud Resource Provisioning (OCRP) Algorithm on-Demand and Reservation Plans

U. Surya
2019 International Journal for Research in Applied Science and Engineering Technology  
The on-demand resource provisioning is very expensive. To address this problem, an optimal cloud resource provisioning (OCRP) algorithm is adopted. The demand and price uncertainty is reviewed  ...  In general, cost of utilizing computing resources provisioned by reservation plan is cheaper than that provisioned by on-demand plan, since cloud consumer has to pay to the provider in advance.  ...  Adopted System The adopted system is an optimal cloud resource provisioning (OCRP) algorithm to provision resources offered by multiple cloud providers.  ... 
doi:10.22214/ijraset.2019.1003 fatcat:qsbtj6kmprcr5cfknv2kfscbfy

Enhanced Resource Provisioning Strategies for Scientific Workflows in Cloud Environment: A Survey

S. Sridevi, Jeevaa Katiravan
2018 International Journal of Computer Applications  
The problem of assigning resources to tasks and orchestrating their execution to preserve the dependencies of workflows is NP-complete. [2] Hence, no optimal solution can be found in polynomial time.  ...  Efficient resource provisioning is the key challenge that brings the best quality of service which is beneficial both to the users and CSPs.  ...  The IWD is a population based algorithm proposed by Shah-Hosseini in 2007 for solving combinatorial problems. The IWD algorithm mimics the dynamics of river system and the  ... 
doi:10.5120/ijca2018917097 fatcat:sbdiqpmbxvd6njvdg6xwyeu7iu

Cost Optimization of Elasticity Cloud Resource Subscription Policy

Ren-Hung Hwang, Chung-Nan Lee, Yi-Ru Chen, Da-Jing Zhang-Jian
2014 IEEE Transactions on Services Computing  
In case of resource provisioning there are two ways viz. On-demand subscription and Reservation scheme.  ...  Main objective is to implement a repository called Virtual Machine Repository (VMR) for cloud storage such that the problems of over and under provisioning can be solved to a greater extent.  ...  In this paper, research efforts on improving the service quality for the capacity planning and instant cloud resource provisioning problem were proposed.  ... 
doi:10.1109/tsc.2013.35 fatcat:mor5htt5mfhjbgrzepylwbzll4

A Survey of Quality of Service in Multi-tier Web Applications

2016 KSII Transactions on Internet and Information Systems  
However, managing the performance of multi-tier web services under dynamic and unpredictable workload, and different resource demands in each tier is a critical problem for a service provider.  ...  When offering quality of service assurance with least resource usage costs, web service providers should adopt self-adaptive resource provisioning in each tier.  ...  However, the problem of server provisioning is optimization and model dependence; the fuzzy logic controller is model independent and can be used for resource provisioning.  ... 
doi:10.3837/tiis.2016.01.014 fatcat:olcm4bcazjh7havualoqbzcaga

Multi-Objective Service Oriented Network Provisioning In Ultra-Scale Systems

Dragi Kimovski, Roland Matha, Sasko Ristov, Radu Prodan
2017 Zenodo  
In this paper we introduce a promising new paradigm for cluster-based Multi-objective service-oriented network provisioning for ultra-scale computing environments by unifying the management of the local  ...  We explore the potentials for representing the local network resources within a single distributed or parallel system and combine them together with the external communication services.  ...  Background Multi-objective optimization In this work we utilize multiple concepts from the area of multi-objective optimization to enable efficient network services provisioning in ultra-scale systems  ... 
doi:10.5281/zenodo.1066698 fatcat:ybwody3vdbgfla3khubnd7epce

Profit-oriented resource allocation using online scheduling in flexible heterogeneous networks

Peng Xu, George Michailidis, Michael Devetsikiotis
2006 Telecommunications Systems  
In this paper, we discuss a generalized measurement-based adaptive scheduling framework for dynamic resource allocation in flexible heterogeneous networks, in order to ensure efficient service level performance  ...  We formulate our generalized optimization model based on the notion of a "profit center" with an arbitrary number of service classes, nonlinear revenue and cost functions and general performance constraints  ...  The work of George Michailidis has been supported in part by NSF through grants IIS-9988095 and CCR-0325571.  ... 
doi:10.1007/s11235-006-6525-7 fatcat:ulwz76bkijaj3i35jm4tlipa3q
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