@inproceedings{8b720ea0eeec4083a9e2c502c6c84866,
title = "Classification of damage through Isomap-based dimensional scaling technique",
abstract = "While PCA has been widely used to separate damage-sensitive features from unsupervised conditions of measurement noise or environmental uncertainties, Isomap was recently proven to be a powerful nonlinear data classification technique. This study compares the performances of the PCA and the Isomap algorithm in classifying damage locations in terms of modal frequency changes. It is demonstrated that the Isomap algorithm successfully enhances the quality of patterns and classifications related to damage locations through various simulation examples.",
author = "Koh, {B. H.} and M. Jeong",
year = "2012",
language = "English",
isbn = "9783940283412",
series = "Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012",
pages = "1656--1660",
booktitle = "Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012",
note = "6th European Workshop on Structural Health Monitoring 2012, EWSHM 2012 ; Conference date: 03-07-2012 Through 06-07-2012",
}