4.6 Article

Performance Assessment of Reference Modelling Methods for Defect Evaluation in Asphalt Concrete

期刊

SENSORS
卷 21, 期 24, 页码 -

出版社

MDPI
DOI: 10.3390/s21248190

关键词

laser scanning; photogrammetry; road maintenance; pavement defects; structured light; reference measurements

资金

  1. Academy of Finland (AoF) [323783, 323752, 323750, 293389, 314312]
  2. project Profi5 Autonomous systems [326246]
  3. AoF flagship project UNITEForest-Human-Machine Interplay [337656]
  4. Lidar-based energy efficient ICT solutions [319011]
  5. Academy of Finland (AKA) [314312, 323783, 323752, 323750, 314312, 293389, 293389, 323750, 323783, 323752] Funding Source: Academy of Finland (AKA)

向作者/读者索取更多资源

To improve road maintenance, more efficient procedures are required, and the use of 3D mapping for data collection is recommended. High-resolution photogrammetry and TLS methods perform well, while handheld scanners show relatively inconsistent results.
The deterioration of road conditions and increasing repair deficits pose challenges for the maintenance of reliable road infrastructure, and thus threaten, for example, safety and the fluent flow of traffic. Improved and more efficient procedures for maintenance are required, and these require improved knowledge of road conditions, i.e., improved data. Three-dimensional mapping presents possibilities for large-scale collection of data on road surfaces and automatic evaluation of maintenance needs. However, the development and, specifically, evaluation of large-scale mobile methods requires reliable references. To evaluate possibilities for close-range, static, high-resolution, three-dimensional measurement of road surfaces for reference use, three measurement methods and five instrumentations are investigated: terrestrial laser scanning (TLS, Leica RTC360), photogrammetry using high-resolution professional-grade cameras (Nikon D800 and D810E), photogrammetry using an industrial camera (FLIR Grasshopper GS3-U3-120S6C-C), and structured-light handheld scanners Artec Leo and Faro Freestyle. High-resolution photogrammetry is established as reference based on laboratory measurements and point density. The instrumentations are compared against one another using cross-sections, point-point distances, and ability to obtain key metrics of defects, and a qualitative assessment of the processing procedures for each is carried out. It is found that photogrammetric models provide the highest resolutions (10-50 million points per m(2)) and photogrammetric and TLS approaches perform robustly in precision with consistent sub-millimeter offsets relative to one another, while handheld scanners perform relatively inconsistently. A discussion on the practical implications of using each of the examined instrumentations is presented.

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