Multisensor Data Fusion for Bridge Condition Assessment
- 1 August 2017
- journal article
- research article
- Published by American Society of Civil Engineers (ASCE) in Journal of Performance of Constructed Facilities
- Vol. 31 (4)
Abstract
Considerable work has been carried out using a number of sensing technologies for condition assessment of civil infrastructure. Fewer efforts, however, have been directed for integrating the use of these technologies. This paper presents a newly developed method for automated condition assessment and rating of concrete bridge decks. The method integrates the use of ground-penetrating radar (GPR) and infrared thermography (IR) technologies. It utilizes a data-fusion technique to improve the accuracy of detecting defects and, accordingly, that of condition assessment. In this research, pixel-level image fusion is applied to assess bridge condition using these two technologies. GPR data are displayed as three-dimensional (3D) from 24 scans equally spaced by 0.33 m to interpret a section of a bridge deck surface in Montréal, Canada. The analysis of reflected amplitude waves is used to detect subsurface changed conditions. The GPR data are fused with infrared thermography images using a wavelet transform technique. Four scenarios based on image processing are studied and their application before and after data fusion is assessed in relation to accuracy of the employed fusion process. The concrete deck’s condition is assessed based on deteriorated areas that are extracted from the new fused image. Analysis of the results showed that bridge condition assessment can be improved with image fusion and this can enhance the capabilities of inspectors in interpretation of the results obtained.Keywords
This publication has 31 references indexed in Scilit:
- Segmentation of thermal images for non-destructive evaluation of bridge decksNDT & E International, 2008
- Wavelet-based image processingApplicable Analysis, 2006
- A wavelet-based image fusion tutorialPattern Recognition, 2004
- Complementary Application of Radar, Impact-Echo, and Ultrasonics for Testing Concrete Structures and Metallic Tendon DuctsTransportation Research Record: Journal of the Transportation Research Board, 2004
- Health monitoring of civil infrastructuresSmart Materials and Structures, 2003
- How Accurate Is Ground-Penetrating Radar for Bridge Deck Condition Assessment?Transportation Research Record: Journal of the Transportation Research Board, 2003
- Image fusion techniques for remote sensing applicationsInformation Fusion, 2002
- Automated detection of surface defects in water and sewer pipesAutomation in Construction, 1999
- An introduction to multisensor data fusionProceedings of the IEEE, 1997
- A theory for multiresolution signal decomposition: the wavelet representationIEEE Transactions on Pattern Analysis and Machine Intelligence, 1989