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Published in: Neural Computing and Applications 3/2021

18-09-2020 | S.I. : ATCI 2020

Robust evaluation method of communication network based on the combination of complex network and big data

Authors: Chengshun Huang, Li Zhu

Published in: Neural Computing and Applications | Issue 3/2021

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Abstract

The essence of big data may be the science of complex network, which should be one of the basic theories of big data, and the direct object of mobile communication network is big data. The purpose of this paper is to study the evaluation method of communication network robustness based on the combination of cloud edge computer and big data. Firstly, the technical system of big data technology and the basic concept and model of complex network are studied. Secondly, it analyzes the robustness of single-layer network and multi-layer network to lay a solid foundation for the following experiments. Set up the experiment code, and test each experiment several times to get the final data. The experimental results show that the change of R (LCC) from 0 to non-0 occurs at the reciprocal of the average for different network averages, that is, the critical value of network robustness P is equal to the reciprocal of the average. Random networks are not robust to regular networks. Even if the average order of the random network is the same as that of the regular network, the random network is not robust to the regular network. There are 5 × 104 nodes in each of the random networks ER1 and ER2. ER1 and ER2 are one to one connected. The average value of ER1 is set to be the same as the average value of ER2. The multi-layer random network is not stable without single-layer random network.

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Metadata
Title
Robust evaluation method of communication network based on the combination of complex network and big data
Authors
Chengshun Huang
Li Zhu
Publication date
18-09-2020
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 3/2021
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-020-05264-0

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