Conference proceeding
APPLICATIONS OF HIGH-DIMENSIONAL DATA ANALYTICS IN STRUCTURAL HEALTH MONITORING AND NOND-ESTRUCTIVE EVALUATION: THERMAL VIDEOS PROCESSING USING TENSOR-BASED ANALYSIS
PROCEEDINGS OF ASME 2021 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION (IMECE2021), VOL 13, v 13, 013
01 Jan 2021
Featured in Collection : UN Sustainable Development Goals @ Drexel
Abstract
This study reviews existing and potential applications of high-dimensional data analytics in the fields of structural health monitoring and non-destructive evaluation. Contrary to the high potential of these methods, the implemented applications in structural health monitoring and non-destructive evaluation topics are limited. In addition, with the ever-increasing development of measurement equipment, the necessity of using these methods is enhancing. In this paper, videos captured by different non-destructive evaluation techniques are studied as an example of high-dimensional data. Thermal videos are used for automatic damage detection and localization. Particularly, thermal cameras are employed to find delamination zones in composite plates, commonly used in aircraft wings. Due to the high-dimensional intrinsic of videos, using conventional statistical methods raise theoretical and practical challenges. One of the solutions to overcome these challenges is implementing tensor-based data analysis to analyze videos. Two tensor factorization methods are presented and employed to localize the damage automatically. The results show that the recorded video can be represented by a few vectors, which easily extract the time variation and extent of the damage.
Metrics
18 Record Views
1 citations in Scopus
Details
- Title
- APPLICATIONS OF HIGH-DIMENSIONAL DATA ANALYTICS IN STRUCTURAL HEALTH MONITORING AND NOND-ESTRUCTIVE EVALUATION: THERMAL VIDEOS PROCESSING USING TENSOR-BASED ANALYSIS
- Creators
- Hamed Momeni - New Mexico Institute of Mining and TechnologyArvin Ebrahimkhanlou - New Mexico Institute of Mining and Technology
- Publication Details
- PROCEEDINGS OF ASME 2021 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION (IMECE2021), VOL 13, v 13, 013
- Publisher
- Amer Soc Mechanical Engineers
- Number of pages
- 6
- Resource Type
- Conference proceeding
- Language
- English
- Academic Unit
- Civil, Architectural, and Environmental Engineering
- Web of Science ID
- WOS:000883366800002
- Scopus ID
- 2-s2.0-85124569038
- Other Identifier
- 991021889915504721
UN Sustainable Development Goals (SDGs)
This publication has contributed to the advancement of the following goals:
InCites Highlights
Data related to this publication, from InCites Benchmarking & Analytics tool:
- Web of Science research areas
- Engineering, Multidisciplinary