EURASIP Journal on Advances in Signal Processing (Mar 2023)

Node importance evaluation in multi-platform avionics architecture based on TOPSIS and PageRank

  • Chang Liu,
  • Jinyan Wang,
  • Rui Xia

DOI
https://doi.org/10.1186/s13634-023-00979-3
Journal volume & issue
Vol. 2023, no. 1
pp. 1 – 16

Abstract

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Abstract With the development of avionics industry, it is difficult for traditional combat equipment node evaluation method to meet our requirements under complex combat system. This paper presents a method of node importance evaluation which is suitable for modern avionics field and can be used for reference in other combat fields. In order to make better use of the different features of the node itself and the different connections between nodes, we use TOPSIS algorithm to model the characteristics of the node itself, and PageRank to measure the interdependence of all nodes. Therefore, a novel node contribution evaluation algorithm based on TOPSIS and PageRank is proposed in this paper. In addition, after the evaluation of node contribution, we found that there was also a functional relationship between the operational information entropy in the whole graph and the contribution of these nodes. On this basis, information entropy evaluation algorithm of the overall combat map is further proposed. After a lot of experiments, the reliability of our algorithm is evaluated on the indexes of the node's destruction-resistant performance and information transfer efficiency. Compared with the traditional universal algorithm, our proposed algorithm shows more interpretable and robust results in the field of avionics.

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