Research on State Evaluation Method of Fire Control System Based on Improved K_ means Algorithm

Li Yingshun, Zhang Guoying, Yi Xiaojian

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

Abstract

- In order to improve the accuracy of tank fire control system state evaluation, a new method based on improved K-means is proposed, which takes a certain type of tank fire control system gyroscope group as the research object. The method of evaluating the gyroscope group state of fire control system based on means clustering algorithm. This method adopts the basic principle of Kmeans algorithm to reduce the subjective factors in the evaluation process. Principal component analysis is used to extract data features, and then the initial clustering center is selected by minimum variance to reduce the randomness of the initial clustering center and improve the accuracy. In view of the lack of data samples, the bootstrap small sample statistical method is integrated. Finally, benchmark sample data and test data are used to verify the feasibility and accuracy of the method.

Original languageEnglish
Title of host publicationProceedings of 2021 IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2021
EditorsXuyun Fu, Shengcai Deng, Diego Cabrera, Yongjian Zhang, Zhiqiang Pu
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages48-53
Number of pages6
ISBN (Electronic)9781665449762
DOIs
Publication statusPublished - 2021
Externally publishedYes
Event2021 IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2021 - Weihai, China
Duration: 13 Aug 202115 Aug 2021

Publication series

NameProceedings of 2021 IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2021

Conference

Conference2021 IEEE International Conference on Sensing, Diagnostics, Prognostics, and Control, SDPC 2021
Country/TerritoryChina
CityWeihai
Period13/08/2115/08/21

Keywords

  • Bootstrap algorithm
  • Gyroscope
  • Kmeans algorithm
  • State evaluation

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