Fault feature fusion based on entropy-weighted nuisance attribute projection and orthogonal locality preserving projection

Di Yang; Yong Lv; Rui Yuan; Zhang Dang

doi:10.1117/12.2623849

6 February 2022 Fault feature fusion based on entropy-weighted nuisance attribute projection and orthogonal locality preserving projection

Di Yang, Yong Lv, Rui Yuan, Zhang Dang

Author Affiliations +

Proceedings Volume 12081, Sixth International Conference on Electromechanical Control Technology and Transportation (ICECTT 2021); 1208109 (2022) https://doi.org/10.1117/12.2623849
Event: Sixth International Conference on Electromechanical Control Technology and Transportation (ICECTT 2021), 2021, Chongqing, China

Abstract

Traditional feature fusion methods are difficult to extract sensitive features related to fault under various operating conditions. A new feature fusion method is proposed in this paper, which uses the combination of entropy-weighted nuisance attribute projection (EWNAP) and orthogonal locality preserving projections (OLPP) to extract new features. The clustering performance of the proposed method is macroscopically described by the scatter plot graph, and the new feature vectors processed by EWNAP-OLPP as the samples put into the back propagation (BP) neural network for fault pattern recognition.

Citation Download Citation

Di Yang, Yong Lv, Rui Yuan, and Zhang Dang "Fault feature fusion based on entropy-weighted nuisance attribute projection and orthogonal locality preserving projection", Proc. SPIE 12081, Sixth International Conference on Electromechanical Control Technology and Transportation (ICECTT 2021), 1208109 (6 February 2022); https://doi.org/10.1117/12.2623849

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
6 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Neural networks

Principal component analysis

Matrices

Pattern recognition

Data acquisition

Fuzzy logic

Statistical analysis

Keywords/Phrases

Search In:

Publication Years