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An archetypal determination of mobile cloud computing for emergency applications using decision tree algorithm

  • Tao Hai
  • , Jincheng Zhou
  • , Ye Lu
  • , Dayang N.A. Jawawi
  • , Dan Wang
  • , Shitharth Selvarajan
  • , Hariprasath Manoharan
  • , Ebuka Ibeke
  • Qiannan Normal College for Nationalities
  • Universiti Teknologi Malaysia
  • Key Laboratory of Complex Systems and Intelligent Optimization of Guizhou Province
  • Lanzhou University of Technology
  • Kebri Dehar University
  • Panimalar Engineering College
  • Robert Gordon University

Research output: Contribution to journalArticlepeer-review

17 Scopus citations

Abstract

Numerous users are experiencing unsafe communications due to the growth of big network mediums, where no node communication is detected in emergency scenarios. Many people find it difficult to communicate in emergency situations as a result of such communications. In this paper, a mobile cloud computing procedure is implemented in the suggested technique in order to prevent such circumstances, and to make the data transmission process more effective. An analytical framework that addresses five significant minimization and maximization objective functions is used to develop the projected model. Additionally, all mobile cloud computing nodes are designed with strong security, ensuring that all the resources are allocated appropriately. In order to isolate all the active functions, the analytical framework is coupled with a machine learning method known as Decision Tree. The suggested approach benefits society because all cloud nodes can extend their assistance in times of need at an affordable operating and maintenance cost. The efficacy of the proposed approach is tested in five scenarios, and the results of each scenario show that it is significantly more effective than current case studies on an average of 86%.

Original languageEnglish
Article number73
JournalJournal of Cloud Computing
Volume12
Issue number1
DOIs
StatePublished - Dec 2023
Externally publishedYes

Keywords

  • Cloud computing
  • Emergency applications
  • Energy
  • Gain
  • Mobile nodes

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