earticle

논문검색

Efficient and Parallel Data Processing and Resource Allocation in the Cloud by using Nephele’s Data Processing Framework

초록

영어

Cloud computing is a technology in which the Cloud Service Providers (CSP) provide many virtual servers to the users to store their information in the cloud. The faults occurring on the assignment and dismission of the virtual machines, the processing cost in the allocation of resources must also be considered. The parallel processing of the information on the virtual machines must be done effectively and in an efficient manner. A variety of systems were developed to facilitate Many Task Computing (MTC). These systems aim to hide the issues of parallelism and fault tolerant and they are used in many applications. In this paper, we introduced Nephele, a data processing framework to exploit dynamic resource provisioning offered by IaaS clouds. The performance evaluation of the virtual machines has been evaluated and the allocation and de-allocation of job tasks to the specific virtual machines has also been considered. A performance comparison with the well known data processing framework hadoop has been done. Thus this paper tells about the effective and efficient manner of processing the data by parallel processing and allocating the correct resources for the desired task. It also helps to reduce the cost of resource utilization by exploiting the dynamic resource utilization.

목차

Abstract
 1. Introduction
 2. Related Works
 3. Existing System Model
 4. MTC and Nephele Model
 5. System Architecture
 6. Execution Graph
 7. Construction of ASR
 8. Conclusion
 9. Future Enhancement
 Acknowledgements
 References

저자정보

  • V.Saranya Master of Technology, Department of Computer Science and Engineering, Rajiv Gandhi College of Engineering & Technology, Pondicherry, India
  • S.Ramya Master of Technology, Department of Computer Science and Engineering, Rajiv Gandhi College of Engineering & Technology, Pondicherry, India
  • R.G. Suresh Kumar Research Scholar, Vels University, Chennai, India
  • T.Nalini Professor, Department of Computer Science and Engineering, Bharath University, Chennai, India.

참고문헌

자료제공 : 네이버학술정보

    함께 이용한 논문

      ※ 원문제공기관과의 협약기간이 종료되어 열람이 제한될 수 있습니다.

      0개의 논문이 장바구니에 담겼습니다.