710
Views
15
CrossRef citations to date
0
Altmetric
Articles

Automatic estimation of olive tree dendrometric parameters based on airborne laser scanning data using alpha-shape and principal component analysis

ORCID Icon, , &
Pages 898-917 | Received 05 Feb 2017, Accepted 30 Jun 2017, Published online: 11 Jul 2017

Figures & data

Figure 1. Location of the study area, overlap of Light Detection and Ranging (LiDAR) data and orthophoto, olive trees, and the terraces of the study area can be distinguished, sampled trees are in black.

Figure 1. Location of the study area, overlap of Light Detection and Ranging (LiDAR) data and orthophoto, olive trees, and the terraces of the study area can be distinguished, sampled trees are in black.

Table 1. ALS capture and instrument specifications.

Table 2. Basic statistics of measured tree parameters.

Figure 2. The processing scheme for tree crown delineation from the ALS point cloud.

Figure 2. The processing scheme for tree crown delineation from the ALS point cloud.

Figure 3. Intermediate results of tree crown delineation for a part of the study area. a) normalized ALS, b) height filtration, c) α-shape segments and d) crown polygons.

Figure 3. Intermediate results of tree crown delineation for a part of the study area. a) normalized ALS, b) height filtration, c) α-shape segments and d) crown polygons.

Figure 4. Algorithm for adjusting the alpha-shape algorithm to field measurements.

Figure 4. Algorithm for adjusting the alpha-shape algorithm to field measurements.

Figure 5. The processing scheme for the estimation of dendrometric parameters.

Figure 5. The processing scheme for the estimation of dendrometric parameters.

Figure 6. ALS points representing a tree: (a) original and (b) in the principal component domain.

Figure 6. ALS points representing a tree: (a) original and (b) in the principal component domain.

Figure 7. The impact of the α value on crown shape delineation.

Figure 7. The impact of the α value on crown shape delineation.

Figure 8. (a) Relation between the α parameter value and the number of detected trees and (b) correlation coefficients between estimated parameters and field measurements.

Figure 8. (a) Relation between the α parameter value and the number of detected trees and (b) correlation coefficients between estimated parameters and field measurements.

Figure 9. α value adjustment results depending on the number of trees used for adjustment.

Figure 9. α value adjustment results depending on the number of trees used for adjustment.

Figure 10. Part of the study area: (a) crown contours obtained with α = 1.80 over near-infrared spectrum orthophotomap, (b) and (c) normalized ALS point cloud along two 5 m wide traverses.

Figure 10. Part of the study area: (a) crown contours obtained with α = 1.80 over near-infrared spectrum orthophotomap, (b) and (c) normalized ALS point cloud along two 5 m wide traverses.

Figure 11. Estimated and measured values of tree height, crown base height, crown diameters, and crown area for sampled trees.

Figure 11. Estimated and measured values of tree height, crown base height, crown diameters, and crown area for sampled trees.

Figure 12. (a) Correlation coefficient and (b) RMSE for each strategy and each estimated parameter.

Figure 12. (a) Correlation coefficient and (b) RMSE for each strategy and each estimated parameter.

Table 3. RMSE values of estimated parameters.

Table 4. The p-value of Mann–Whitney U test for the similarity of diameters between strategies.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.