Computationally Efficient, Dynamic distributed Algorithm of sensor-based Big Data

Mohammed S. Al-Kahtani, Lutful Karim, Jalal Almhana

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

With the emergence of big data, designing an efficient distributed algorithm is significantly important. While most existing distributed algorithms consider distributed processing only for commodity computers, this paper introduces a Computationally Efficient, Dynamic distributed Algorithm (CEDA) for big data processing on a framework that comprises data processing both at the data collection end and data processing at the central server end. The proposed CEDA algorithm works both in low powered nodes and high speed commodity computers. Additionally, it performs sequential and parallel processing based on the amount of data received at the central server. Simulation results demonstrate that the CEDA algorithm achieves processing efficiency in terms of data processing time as compared to traditional distributed algorithms, which do not consider processing data at sensors.

Original languageEnglish
Title of host publication2017 13th International Wireless Communications and Mobile Computing Conference, IWCMC 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages759-763
Number of pages5
ISBN (Electronic)9781509043729
DOIs
StatePublished - 19 Jul 2017
Event13th IEEE International Wireless Communications and Mobile Computing Conference, IWCMC 2017 - Valencia, Spain
Duration: 26 Jun 201730 Jun 2017

Publication series

Name2017 13th International Wireless Communications and Mobile Computing Conference, IWCMC 2017

Conference

Conference13th IEEE International Wireless Communications and Mobile Computing Conference, IWCMC 2017
Country/TerritorySpain
CityValencia
Period26/06/1730/06/17

Keywords

  • Big Data
  • Commodity Hardware
  • Distributed Algorithms
  • MapReduce
  • Sensor

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