/shm_machineLearning

Statistical Learning Models for Damage Detection in Civil Structures.

Primary LanguageJupyter Notebook

Machine Learning Algorithms for Damage Detection

  • The project was completed under the supervision of Dr. KS Raju, CEERI Pilani
  • Involves the use of Time Series Accelarator Data for prediction of Health of a Civil Structure.
  • Various Unsupervised Machine Leanring Algorithms are analysed on 3 story aluminium frame dataset which was made in CEERI.
  • Algorithms ar OneClassSVM, Support Vector Data Description (SVDD), Kernel Principal Component Analysis (KPCA), Greedy Kernel Principal Analysis(GKPCA)