Dynamic Resource Allocation and Data Processing Framework for Cloud Architecture
نویسنده
چکیده
Cloud Computing has became an emerging area in the recent areas. It extends services like SaaS, PaaS and IaaS. One of the complicated applications in Iaas is parallel data processing. Parallel data processing is needed to integrate and deploy their programs in customer premises. However, the processing frameworks which are currently used have been designed for static, homogeneous cluster setups and disregard the particular nature of a cloud. Results into the allocated resources may not be sufficient for the large scale jobs and unnecessarily increase processing time and cost. In this paper we discuss the opportunities and challenges for efficient parallel data processing in clouds and a novel framework is designed for the parallel data processing. Keywords— Cloud Computing, Data Processing, Iaas, Parallel Processing
منابع مشابه
An Efficient Resource Allocation for Processing Healthcare Data in the Cloud Computing Environment
Nowadays, processing large-media healthcare data in the cloud has become an effective way of satisfying the medical userschr('39') QoS (quality of service) demands. Providing healthcare for the community is a complex activity that relies heavily on information processing. Such processing can be very costly for organizations. However, processing healthcare data in cloud has become an effective s...
متن کاملA review of methods for resource allocation and operational framework in cloud computing
The issue of management and allocation of resources in cloud computing environments, according to the breadth of scale and modern technology implementation, is a complicated issue. Issues such as: the heterogeneity of resources, resource dependencies to each other, the dynamics of the environment, virtualization, workload diversity as well as a wide range of management objectives of cloud servi...
متن کاملEnergy Aware Resource Management of Cloud Data Centers
Cloud Computing, the long-held dream of computing as a utility, has the potential to transform a large part of the IT industry, making software even more attractive as a service and shaping the way IT hardware is designed and purchased. Virtualization technology forms a key concept for new cloud computing architectures. The data centers are used to provide cloud services burdening a significant...
متن کاملDynamic Resource Allocation in the Cloud Computing Using Nephele’s Architecture
In recent years ad-hoc parallel data processing has emerged to be one of the most important applications for Infrastructure-as-aService (IaaS). Major Cloud computing companies have started to integrate frameworks for parallel data processing in their product portfolio, making it easy for customers to access these services and to deploy their programs. However, the processing frameworks which ar...
متن کاملFRA-PSO: A two-stage Resource Allocation Algorithm in Cloud Computing
Cloud computing gives a large quantity of processing possibilities and heterogeneous resources, meeting the prerequisites of numerous applications at diverse levels. Therefore, resource allocation is vital in cloud computing. Resource allocation is a technique that resources such as CPU, RAM, and disk in cloud data centers are divided among cloud users. The resource utilization, cloud service p...
متن کاملComparative Study on Parallel Data Processing for Resource Allocation in Cloud Computing
–Parallel data processing in cloud has emerged to be one killer application for infrastructure as service to integrate framework for products like portfolio, access these services and deploys the program. Scheduling job process in cloud computing for parallel data processing framework is Nephele. Our analysis presents expected performance of parallel job processing. Nephele is the processing fr...
متن کامل