Mathematical Biosciences and Engineering (Jun 2020)

A study on the design methodology of TAC<sup>3</sup> for edge computing

  • Yong Zhu ,
  • Zhipeng Jiang,
  • Xiaohui Mo,
  • Bo Zhang,
  • Abdullah Al-Dhelaan,
  • Fahad Al-Dhelaan

DOI
https://doi.org/10.3934/mbe.2020243
Journal volume & issue
Vol. 17, no. 5
pp. 4406 – 4421

Abstract

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The following scenarios, such as complex application requirements, ZB (Zettabyte) order of magnitude of network data, and tens of billions of connected devices, pose serious challenges to the capabilities and security of the three pillars of ICT: Computing, network, and storage. Edge computing came into being. Following the design methodology of "description-synthesis-simulation-optimization", TAC3 (Tile-Architecture Cluster Computing Core) was proposed as the lightweight accelerated ECN (Edge Computing Node). ECN with a Tile-Architecture be designed and simulated through the method of executable description specification and polymorphous parallelism DSE (Design Space Exploration). By reasonable configuration of the edge computing environment and constant optimization of typical application scenarios, such as convolutional neural network and processing of image and graphic, we can meet the challenges of network bandwidth, end-cloud delay and privacy security brought by massive data of the IoE. The philosophy of "Edge-Cloud complements each other, and Edge-AI energizes each other" will become a new generation of IoE behavior principle.

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