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Title:Identification of even- and uneven-aged forest stand structures using freely available national airborne laser scanning data on National Forest Inventory plots in spruce-beech-fir dominated regions
Authors:ID Pintar, Anže Martin (Author)
Files:URL URL - Source URL, visit https://www.frontiersin.org/journals/forests-and-global-change/articles/10.3389/ffgc.2026.1653321/full
 
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MD5: 17CE316554C4EAE7DDB33955EC15CE42
 
Language:English
Typology:1.01 - Original Scientific Article
Organization:Logo SciVie - Slovenian Forestry Institute
Abstract:Even-aged forests are still predominant across Europe. However, due to the higher resilience and resistance of uneven-aged forests to disturbances and climate change, their proportion is expected to increase both in Europe and globally. The primary objective of this study is to demonstrate the feasibility of distinguishing between uneven- and even-aged forest stand structures on National Forest Inventory (NFI) permanent sample plots solely based on freely available, national airborne low-resolution laser scanning data, without the use of field-based estimates or measurements. Forest structure was described and classified based on canopy closure, dominant height, and canopy height diversity derived from the canopy height model (CHM) and voxel-based metrics calculated from the point cloud. Comparable results were obtained using both approaches for assessing forest structural diversity: canopy height diversity derived from the canopy height model (CHDCHM) and from voxel-based metrics (CHDV). However, differences in vertical diversity between uneven- and even-aged stands were more pronounced when using CHM-based metrics. Therefore, we conclude that in areas with low-density laser scanning data, CHM analysis represents a more suitable method for evaluating the vertical heterogeneity of forest stand structures. The CHDCHM values were estimated at 1.71 for uneven-aged forests, with values of 1.24 and 1.54 observed in mature even-aged forests. In comparison, CHDV values were 2.50 for uneven-aged forests, while mature even-aged forests showed values of 2.18 and 2.24.
Keywords:vertical heterogeneity, national forest inventory, canopy height model, voxels, uneven- aged forests, even-aged forests
Publication status:Published
Publication version:Version of Record
Year of publishing:2026
Number of pages:str. 1-11
Numbering:Vol. 9
PID:20.500.12556/DiRROS-27876 New window
UDC:630*52
ISSN on article:2624-893X
DOI:10.3389/ffgc.2026.1653321 New window
COBISS.SI-ID:269786627 New window
Note:Nasl. z nasl. zaslona; Opis vira z dne 26. 2. 2026;
Publication date in DiRROS:26.02.2026
Views:305
Downloads:225
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Record is a part of a journal

Title:Frontiers in forests and global change
Shortened title:Front. for. glob. change
Publisher:Frontiers Media S.A.
ISSN:2624-893X
COBISS.SI-ID:5283750 New window

Document is financed by a project

Funder:Other - Other funder or multiple funders
Funding programme:Pahernikova fundacija
Project number:Pahernikova fundacija
Name:Pahernikova fundacija
Acronym:Pahernikova fundacija

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:P4-0107-2020
Name:Gozdna biologija, ekologija in tehnologija

Funder:Other - Other funder or multiple funders
Funding programme:Ministrstvo za kmetijstvo, gozdarstvo in prehrano
Project number:JGS
Name:Javna gozdarska služba
Acronym:JGS

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

Language:Slovenian
Keywords:vertikalna heterogenost, nacionalna gozdna inventura, model višine krošnje


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