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Three-Dimensional Asphalt Pavement Crack Detection Based on Fruit Fly Optimisation Density Peak Clustering
Joint Authors
Li, Wei
Deng, Ranran
Zhang, Yingjie
Sun, Zhaoyun
Hao, Xueli
Huyan, Ju
Source
Mathematical Problems in Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-11-23
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Complex pavement texture and noise impede the effectiveness of existing 3D pavement crack detection methods.
To improve pavement crack detection accuracy, we propose a 3D asphalt pavement crack detection algorithm based on fruit fly optimisation density peak clustering (FO-DPC).
Firstly, the 3D data of asphalt pavement are collected, and a 3D image acquisition system is built using Gocator3100 series binocular intelligent sensors.
Then, the fruit fly optimisation algorithm is adopted to improve the density peak clustering algorithm.
Clustering analysis that can accurately detect cracks is performed on the height characteristics of the 3D data of the asphalt pavement.
Finally, the clustering results are projected onto a 2D space and compared with the results of other 2D crack detection methods.
Following this comparison, it is established that the proposed algorithm outperforms existing methods in detecting asphalt pavement cracks.
American Psychological Association (APA)
Li, Wei& Deng, Ranran& Zhang, Yingjie& Sun, Zhaoyun& Hao, Xueli& Huyan, Ju. 2019. Three-Dimensional Asphalt Pavement Crack Detection Based on Fruit Fly Optimisation Density Peak Clustering. Mathematical Problems in Engineering،Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1195569
Modern Language Association (MLA)
Li, Wei…[et al.]. Three-Dimensional Asphalt Pavement Crack Detection Based on Fruit Fly Optimisation Density Peak Clustering. Mathematical Problems in Engineering No. 2019 (2019), pp.1-15.
https://search.emarefa.net/detail/BIM-1195569
American Medical Association (AMA)
Li, Wei& Deng, Ranran& Zhang, Yingjie& Sun, Zhaoyun& Hao, Xueli& Huyan, Ju. Three-Dimensional Asphalt Pavement Crack Detection Based on Fruit Fly Optimisation Density Peak Clustering. Mathematical Problems in Engineering. 2019. Vol. 2019, no. 2019, pp.1-15.
https://search.emarefa.net/detail/BIM-1195569
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1195569