Toward automated power line corridor monitoring using advanced aircraft control and multisource feature fusion
| Data(s) |
2012
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|---|---|
| Resumo |
The conventional manual power line corridor inspection processes that are used by most energy utilities are labor-intensive, time consuming and expensive. Remote sensing technologies represent an attractive and cost-effective alternative approach to these monitoring activities. This paper presents a comprehensive investigation into automated remote sensing based power line corridor monitoring, focusing on recent innovations in the area of increased automation of fixed-wing platforms for aerial data collection, and automated data processing for object recognition using a feature fusion process. Airborne automation is achieved by using a novel approach that provides improved lateral control for tracking corridors and automatic real-time dynamic turning for flying between corridor segments, we call this approach PTAGS. Improved object recognition is achieved by fusing information from multi-sensor (LiDAR and imagery) data and multiple visual feature descriptors (color and texture). The results from our experiments and field survey illustrate the effectiveness of the proposed aircraft control and feature fusion approaches. |
| Formato |
application/pdf |
| Identificador | |
| Publicador |
John Wiley and Sons, Inc. |
| Relação |
http://eprints.qut.edu.au/46849/1/46849b.pdf DOI:10.1002/rob.20424 Li, Zhengrong, Bruggemann, Troy S., Ford, Jason J., Mejias, Luis, & Liu, Yuee (2012) Toward automated power line corridor monitoring using advanced aircraft control and multisource feature fusion. Journal of Field Robotics, 29(1), pp. 4-24. |
| Direitos |
Copyright 2011 John Wiley & Sons, Inc. The definitive version will be available at www3.interscience.wiley.com |
| Fonte |
Australian Research Centre for Aerospace Automation; Faculty of Built Environment and Engineering; Faculty of Science and Technology; School of Engineering Systems |
| Palavras-Chave | #080100 ARTIFICIAL INTELLIGENCE AND IMAGE PROCESSING #090100 AEROSPACE ENGINEERING #090905 Photogrammetry and Remote Sensing #Power Line Corridor Monitoring #Automatic Aircraft Control #Multi-source Data Fusion #LiDAR #Multi-spectral Imagery #Kernel PCA #Image Classification |
| Tipo |
Journal Article |