Towards Cloud-based Resource Management for Healthcare Data Analysis

نوع مقاله : مقاله پژوهشی

نویسندگان

1 دانشکده فنی مهندسی، دانشگاه آزاد اسلامی، واحد قم، قم، ایران

2 گروه مهندسی کامپیوتر و فناوری اطلاعات، دانشگاه امیرکبیر، تهران،ایران

10.22052/scj.2023.246269.1059

چکیده

In the age of big data, analyzing healthcare data in the cloud through efficient resource management is recognized as an effective solution to meet the quality-of-service needs of medical users. In this regard, this paper proposes a fuzzy selector-based approach to improve the virtual machine (VM) migration process that provides a balance between servers during the processing of tasks. The proposed approach is a hierarchical resource prediction that includes local and global parts for processing requests. Evaluations demonstrate the superiority of the proposed approach over state-of-the-art methods. The results show that the proposed approach reduces the cost by 10% compared to FAHP.

کلیدواژه‌ها


عنوان مقاله [English]

Towards Cloud-based Resource Management for Healthcare Data Analysis

نویسندگان [English]

  • mostafa ghobaei-arani 1
  • Hoda Akhavan 2
1 Islamic Azad University, Qom
2 Computer Engineering and Information Technology Department, Amirkabir University of Technology, Tehran, Iran.
چکیده [English]

In the age of big data, analyzing healthcare data in the cloud through efficient resource management is recognized as an effective solution to meet the quality-of-service needs of medical users. In this regard, this paper proposes a fuzzy selector-based approach to improve the virtual machine (VM) migration process that provides a balance between servers during the processing of tasks. The proposed approach is a hierarchical resource prediction that includes local and global parts for processing requests. Evaluations demonstrate the superiority of the proposed approach over state-of-the-art methods. The results show that the proposed approach reduces the cost by 10% compared to FAHP.

کلیدواژه‌ها [English]

  • Resource Management
  • Cloud Environment
  • Quality of Service
  • Healthcare Data
  • Big data

مقالات آماده انتشار، پذیرفته شده
انتشار آنلاین از تاریخ 07 فروردین 1402
  • تاریخ دریافت: 22 فروردین 1401
  • تاریخ بازنگری: 20 اسفند 1401
  • تاریخ پذیرش: 07 فروردین 1402
  • تاریخ اولین انتشار: 07 فروردین 1402