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A resource-constrained edge IOT device data-deduplication method with dynamic asymmetric maximum

  • Ye Yang
  • , Xiaofang Li
  • , Dongjie Zhu*
  • , Hao Hu
  • , Haiwen Du
  • , Yundong Sun
  • , Weiguo Tian
  • , Yansong Wang
  • , Ning Cao
  • , Gregory M.P. O’Hare
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Smart vehicles use sophisticated sensors to capture real-time data. Due to the weak communication capabilities of wireless sensors, these data need to upload to the cloud for processing. Sensor clouds can resolve these drawbacks. However, there is a large amount of redundant data in the sensor cloud, occupying a large amount of storage space and network bandwidth. Deduplication can yield cost savings by storing one data copy. Chunking is essential because it can determine the performance of deduplication. Content-Defined Chunking (CDC) can effectively solve the problem of chunk boundaries shifted, but it occupies a lot of computing resources and has become a bottleneck in deduplication technology. This paper proposes a Dynamic Asymmetric Maximum algorithm (DAM), which uses the maximum value as the chunk boundaries and reducing the impact of the low-entropy string. It also uses the perfect hash algorithm to optimize the chunk search. Experiments show that our solution can effectively detect low-entropy strings in redundant data, save storage resources, and improve sensor clouds system throughput.

Original languageEnglish
Pages (from-to)481-494
Number of pages14
JournalIntelligent Automation and Soft Computing
Volume30
Issue number2
DOIs
StatePublished - 2021
Externally publishedYes

Keywords

  • Data deduplication
  • Intelligent transportation
  • Internet of Things
  • Sensor clouds

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