Damage Identification of Thermal Protection Tiles Based on an Optimizable SVM Algorithm and Temperature Monitoring

  • Yingxin Wu
  • , Suyu Xu
  • , Dafu Xu
  • , Chao Xu

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

Abstract

During the service of reusable launch vehicles, thermal protection tiles are easily damaged, which in turn threatens flight safety. However, monitoring the back wall temperature of thermal protection tiles can reflect their damage status. Based on this principle, combined with machine learning methods, we proposed a thermal protection tile damage identification method based on an optimizable SVM algorithm and temperature monitoring. The method is verified by the bottom temperature data of the thermal protection tile collected from ground simulation tests. Results show that the optimizable SVM algorithm can quickly identify various types of thermal protection tile damage, with an identification accuracy of up to 98.44%. This work lays a foundation for further development of thermal protection structure health monitoring and management system.

Original languageEnglish
Title of host publication15th Global Reliability and Prognostics and Health Management Conference, PHM-Beijing 2024
EditorsHuimin Wang, Steven Li
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350354010
DOIs
StatePublished - 2024
Event15th IEEE Global Reliability and Prognostics and Health Management Conference, PHM-Beijing 2024 - Beijing, China
Duration: 11 Oct 202413 Oct 2024

Publication series

Name15th Global Reliability and Prognostics and Health Management Conference, PHM-Beijing 2024

Conference

Conference15th IEEE Global Reliability and Prognostics and Health Management Conference, PHM-Beijing 2024
Country/TerritoryChina
CityBeijing
Period11/10/2413/10/24

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Damage identification
  • Structural health monitoring
  • SVM algorithm
  • Temperature monitoring
  • Thermal protection system

Fingerprint

Dive into the research topics of 'Damage Identification of Thermal Protection Tiles Based on an Optimizable SVM Algorithm and Temperature Monitoring'. Together they form a unique fingerprint.

Cite this