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1,110 Results Found

  • Article
  • Open Access
6 Citations
4,100 Views
20 Pages

Automated Inventory of Broadleaf Tree Plantations with UAS Imagery

  • Aishwarya Chandrasekaran,
  • Guofan Shao,
  • Songlin Fei,
  • Zachary Miller and
  • Joseph Hupy

16 April 2022

With the increased availability of unmanned aerial systems (UAS) imagery, digitalized forest inventory has gained prominence in recent years. This paper presents a methodology for automated measurement of tree height and crown area in two broadleaf t...

  • Article
  • Open Access
51 Citations
10,674 Views
30 Pages

22 October 2020

Phoenix palms cover more than 1.3 million hectares in the Mediterranean, Middle East, and North Africa regions and they represent highly valued assets for economic, environmental, and cultural purposes. Despite their importance, information on the nu...

  • Article
  • Open Access
5 Citations
3,954 Views
16 Pages

18 December 2019

The United States national inventory program measures a subset of tree heights in each plot in the Pacific Northwest. Unmeasured tree heights are predicted by adding the difference between modeled tree heights at two measurements to the height observ...

  • Article
  • Open Access
5 Citations
2,978 Views
20 Pages

21 October 2023

Autonomous driving systems rely on a comprehensive understanding of the surrounding environment, and trees, as important roadside features, have a significant impact on vehicle positioning and safety analysis. Existing methods use mobile LiDAR system...

  • Feature Paper
  • Article
  • Open Access
23 Citations
7,646 Views
18 Pages

High-Density UAV-LiDAR in an Integrated Crop-Livestock-Forest System: Sampling Forest Inventory or Forest Inventory Based on Individual Tree Detection (ITD)

  • Ana Paula Dalla Corte,
  • Ernandes M. da Cunha Neto,
  • Franciel Eduardo Rex,
  • Deivison Souza,
  • Alexandre Behling,
  • Midhun Mohan,
  • Mateus Niroh Inoue Sanquetta,
  • Carlos Alberto Silva,
  • Carine Klauberg and
  • Eben North Broadbent
  • + 8 authors

16 February 2022

Lidar point clouds have been frequently used in forest inventories. The higher point density has provided better representation of trees in forest plantations. So we developed a new approach to fill this gap in the integrated crop-livestock-forest sy...

  • Article
  • Open Access
19 Citations
5,758 Views
21 Pages

Individual Tree Detection and Qualitative Inventory of a Eucalyptus sp. Stand Using UAV Photogrammetry Data

  • André Almeida,
  • Fabio Gonçalves,
  • Gilson Silva,
  • Adriano Mendonça,
  • Maria Gonzaga,
  • Jeferson Silva,
  • Rodolfo Souza,
  • Igor Leite,
  • Karina Neves and
  • Braulio Sousa
  • + 1 author

13 September 2021

Digital aerial photogrammetry (DAP) data acquired by unmanned aerial vehicles (UAV) have been increasingly used for forest inventory and monitoring. In this study, we evaluated the potential of UAV photogrammetry data to detect individual trees, esti...

  • Article
  • Open Access
12 Citations
8,711 Views
25 Pages

19 May 2017

Determining the exact position of a forest inventory plot—and hence the position of the sampled trees—is often hampered by a poor Global Navigation Satellite System (GNSS) signal quality beneath the forest canopy. Inaccurate geo-references hamper the...

  • Article
  • Open Access
10 Citations
3,025 Views
19 Pages

26 October 2021

Aerial-photo interpreted inventories of forest resources, including tree species composition, are valuable in forest resource management, but are expensive to create and can be relatively inaccurate. Because of differences among tree species in their...

  • Article
  • Open Access
2 Citations
2,959 Views
24 Pages

Development of Forest Tree Species Composition: Selected Results of the National Forest Inventory of Lithuania

  • Raimundas Petrokas,
  • Michael Manton,
  • Gintaras Kulbokas and
  • Milda Muraškienė

21 February 2025

Forest development forms the foundation for the advancement of sustainable forest management that integrates the knowledge of natural and anthropogenic processes with ecological and biological insights. This study aims to emphasize the role of assist...

  • Article
  • Open Access
20 Citations
5,098 Views
21 Pages

3 February 2021

This paper presents a fully automatic method addressing tree mapping and parameter extraction (tree position, stem diameter at breast height, stem curve, and tree height) from terrestrial laser scans in forest inventories. The algorithm is designed t...

  • Article
  • Open Access
10 Citations
4,698 Views
17 Pages

28 November 2017

This study is concerned with the assessment of application possibilities for remote sensing data within a forest inventory in close-to-nature forests. A combination of discrete airborne laser scanning data and multispectral aerial images separately e...

  • Article
  • Open Access
6 Citations
5,015 Views
13 Pages

6 June 2017

Snowpack observations in the Intermountain West are sparse and short, making them difficult for use in depicting past variability and extremes. This study presents a reconstruction of April 1 snow water equivalent (SWE) for the period of 1850–1989 us...

  • Article
  • Open Access
62 Citations
9,687 Views
25 Pages

6 July 2018

Airborne LiDAR (Light Detection And Ranging) remote sensing for individual tree-level forest inventory necessitates proper extraction of individual trees and accurate measurement of tree structural parameters. Due to the inadequate tree finding capab...

  • Article
  • Open Access
11 Citations
3,311 Views
20 Pages

27 October 2019

Forest land managers rely on predictions of tree mortality generated from fire behavior models to identify stands for post-fire salvage and to design fuel reduction treatments that reduce mortality. A key challenge in improving the accuracy of these...

  • Article
  • Open Access
30 Citations
10,021 Views
32 Pages

16 July 2021

UAV laser scanning (ULS) has the potential to support forest operations since it provides high-density data with flexible operational conditions. This study examined the use of ULS systems to estimate several tree attributes from an uneven-aged north...

  • Article
  • Open Access
66 Citations
7,628 Views
30 Pages

5 July 2019

This research tested how different scanner positions and sample plot sizes affect the tree detection and diameter measurement in forest inventories. For this, a multistage density-based clustering approach was further developed for the automatic mapp...

  • Article
  • Open Access
39 Citations
9,258 Views
16 Pages

LiDAR-Based Regional Inventory of Tall Trees—Wellington, New Zealand

  • Jan Zörner,
  • John R. Dymond,
  • James D. Shepherd,
  • Susan K. Wiser and
  • Ben Jolly

13 November 2018

Indigenous forests cover 23.9% of New Zealand’s land area and provide highly valued ecosystem services, including climate regulation, habitat for native biota, regulation of soil erosion and recreation. Despite their importance, information on...

  • Article
  • Open Access
38 Citations
9,619 Views
17 Pages

Multisource Single-Tree Inventory in the Prediction of Tree Quality Variables and Logging Recoveries

  • Mikko Vastaranta,
  • Ninni Saarinen,
  • Ville Kankare,
  • Markus Holopainen,
  • Harri Kaartinen,
  • Juha Hyyppä and
  • Hannu Hyyppä

22 April 2014

The stem diameter distribution, stem form and quality information must be measured as accurately as possible to optimize cutting. For a detailed measurement of the stands, we developed and demonstrated the use of a multisource single-tree inventory...

  • Article
  • Open Access
27 Citations
8,250 Views
24 Pages

12 September 2017

Forest inventory plays an important role in the management and planning of forests. In this study, we present a method for automatic detection and estimation of trees, especially in forest environments using 3D terrestrial LiDAR data. The proposed me...

  • Article
  • Open Access
7 Citations
4,454 Views
17 Pages

UAV Inventory of the Last Remaining Dragon Tree Forest on Earth

  • Petr Vahalík,
  • Kay Van Damme,
  • Rostislav Nétek,
  • Hana Habrová,
  • Jana Tulková,
  • Klára Lengálová,
  • Lucie Zejdová,
  • Elizaveta Avoiani and
  • Petr Maděra

8 April 2023

The last remaining Dragon Tree Forest on Earth survives on a small plateau (Roqeb di Firmihin) in Socotra Island (Yemen). The Socotran Dragon’s Blood Tree (Dracaena cinnabari Balf. f.) is endemic to the Socotra Archipelago UNESCO World Heritage...

  • Article
  • Open Access
38 Citations
10,933 Views
21 Pages

Urban-Tree-Attribute Update Using Multisource Single-Tree Inventory

  • Ninni Saarinen,
  • Mikko Vastaranta,
  • Ville Kankare,
  • Topi Tanhuanpää,
  • Markus Holopainen,
  • Juha Hyyppä and
  • Hannu Hyyppä

22 May 2014

The requirements for up-to-date tree data in city parks and forests are increasing, and an important question is how to keep the digital databases current for various applications. Traditional map-updating procedures, such as visual interpretation of...

  • Article
  • Open Access
3 Citations
4,027 Views
21 Pages

Modelling Tree Growth in Monospecific Forests from Forest Inventory Data

  • Guadalupe Sáez-Cano,
  • Marcos Marvá,
  • Paloma Ruiz-Benito and
  • Miguel A. Zavala

8 June 2021

The prediction of tree growth is key to further understand the carbon sink role of forests and the short-term forest capacity on climate change mitigation. In this work, we used large-scale data available from three consecutive forest inventories in...

  • Article
  • Open Access
34 Citations
5,601 Views
18 Pages

Forecasting Forest Inventory Using Imputed Tree Lists for LiDAR Grid Cells and a Tree-List Growth Model

  • Sean M. Lamb,
  • David A. MacLean,
  • Chris R. Hennigar and
  • Douglas G. Pitt

25 March 2018

A method to forecast forest inventory variables derived from light detection and ranging (LiDAR) would increase the usefulness of such data in future forest management. We evaluated the accuracy of forecasted inventory from imputed tree lists for LiD...

  • Article
  • Open Access
147 Citations
16,307 Views
22 Pages

16 June 2015

The objective of this study is to develop new algorithms for automated urban forest inventory at the individual tree level using LiDAR point cloud data. LiDAR data contain three-dimensional structure information that can be used to estimate tree heig...

  • Feature Paper
  • Article
  • Open Access
37 Citations
7,178 Views
23 Pages

11 October 2021

LiDAR technology has been proven to be an effective remote sensing technique for forest inventory and management. Among existing remote sensing platforms, unmanned aerial vehicles (UAV) are rapidly gaining popularity for their capability to provide h...

  • Communication
  • Open Access
11 Citations
8,375 Views
18 Pages

Modeling Tree Characteristics of Individual Black Pine (Pinus nigra Arn.) Trees for Use in Remote Sensing-Based Inventory

  • Ivan Balenović,
  • Anamarija Jazbec,
  • Hrvoje Marjanović,
  • Elvis Paladinić and
  • Dijana Vuletić

16 February 2015

The main aim was to develop models for predicting diameter at breast height (DBH), merchantable tree volume (V), and aboveground biomass (AGB) of individual black pine (Pinus nigra Arn.) trees grown in Sub-Mediterranean Croatian pure even-aged forest...

  • Article
  • Open Access
2,679 Views
20 Pages

9 July 2024

Forest resource maps and small area estimates have been produced by combining national forest inventory (NFI) field plot data, multispectral satellite images and numerical map data. We evaluated k-nearest neighbors (k-NN) method-based predictions of...

  • Article
  • Open Access
36 Citations
4,934 Views
16 Pages

Moving to Automated Tree Inventory: Comparison of UAS-Derived Lidar and Photogrammetric Data with Manual Ground Estimates

  • Luiz Felipe Ramalho de Oliveira,
  • H. Andrew Lassiter,
  • Ben Wilkinson,
  • Travis Whitley,
  • Peter Ifju,
  • Stephen R. Logan,
  • Gary F. Peter,
  • Jason G. Vogel and
  • Timothy A. Martin

27 December 2020

Unmanned aircraft systems (UAS) have advanced rapidly enabling low-cost capture of high-resolution images with cameras, from which three-dimensional photogrammetric point clouds can be derived. More recently UAS equipped with laser scanners, or lidar...

  • Review
  • Open Access
20 Citations
5,111 Views
15 Pages

Long-Term Validation and Governance Role in Contemporary Urban Tree Monitoring: A Review

  • Blaz Klobucar,
  • Johan Östberg,
  • Märit Jansson and
  • Thomas Barfoed Randrup

11 July 2020

Urban trees provide important ecosystem services, across ownership and governance structures, and tree inventories are an important tool enabling urban foresters and green space managers to monitor and perform the sustainable management of urban tree...

  • Article
  • Open Access
2 Citations
2,277 Views
18 Pages

24 May 2023

This paper focuses on the current urgent demand for the accurate measurement of forest inventory variables in the fields of forestry carbon sink measurement, ecosystem research, and forest resource conservation, and proposes the use of images to cons...

  • Article
  • Open Access
42 Citations
6,774 Views
21 Pages

Individual Tree Diameter Estimation in Small-Scale Forest Inventory Using UAV Laser Scanning

  • Yuanshuo Hao,
  • Faris Rafi Almay Widagdo,
  • Xin Liu,
  • Ying Quan,
  • Lihu Dong and
  • Fengri Li

23 December 2020

Unmanned aerial vehicle laser scanning (UAVLS) systems present a relatively new means of remote sensing and are increasingly applied in the field of forest ecology and management. However, one of the most essential parameters in forest inventory, tre...

  • Article
  • Open Access
6 Citations
2,880 Views
17 Pages

Comparison of Errors Produced by ABA and ITC Methods for the Estimation of Forest Inventory Attributes at Stand and Tree Level in Pinus radiata Plantations in Chile

  • Miguel Ángel Lara-Gómez,
  • Rafael M. Navarro-Cerrillo,
  • Inmaculada Clavero Rumbao and
  • Guillermo Palacios-Rodríguez

11 March 2023

Airborne laser scanning (ALS) technology is fully implemented in forest resource assessment processes, providing highly accurate and spatially continuous results throughout the area of interest, thus reducing inventory costs when compared with tradit...

  • Article
  • Open Access
2 Citations
950 Views
20 Pages

7 May 2025

Forest managers need stand-level forest inventories to make operational decisions and model growth and yield to inform long-term planning. However, few studies have quantified errors in field sampling- and airborne laser scanning (ALS)-derived invent...

  • Article
  • Open Access
44 Citations
5,748 Views
18 Pages

27 March 2019

Digital aerial photogrammetric (DAP) techniques applied to unmanned aerial system (UAS) acquired imagery have the potential to offer timely and affordable data for monitoring and updating forest inventories. Development of methods for individual tree...

  • Article
  • Open Access
248 Views
20 Pages

30 December 2025

Tree-related microhabitats (TreMs) are small features on living or dead trees that offer habitat, shelter, breeding sites, or food for many organisms, making them useful indicators of forest-dwelling species. Despite increasing research on TreMs in E...

  • Article
  • Open Access
1 Citations
2,353 Views
12 Pages

Sampling Protocol for Measuring Mean Diameter at Breast Height of Forked Urban Trees

  • Andrii Bilous,
  • Roman Zadorozhniuk,
  • Anatolii Makarevych,
  • Viktor Svynchuk,
  • Andrii Lashko,
  • Maksym Bilous,
  • Viktor Myroniuk and
  • Maksym Matsala

29 February 2024

The sustainable management of urban green areas requires clear and efficient protocols for measuring the biometric properties of tree vegetation. Specifically, operational in situ sampling solutions are essential to inventory forked (multi-stemmed) t...

  • Article
  • Open Access
18 Citations
5,927 Views
16 Pages

Measuring Tree Diameter with Photogrammetry Using Mobile Phone Cameras

  • Aakash Ahamed,
  • John Foye,
  • Sanjok Poudel,
  • Erich Trieschman and
  • John Fike

10 October 2023

Tree inventories are a cornerstone of forest science and management. Inventories are essential for quantifying forest growth rates, determining biomass and carbon stock variation, assessing species diversity, and evaluating the impacts of both forest...

  • Article
  • Open Access
4 Citations
2,792 Views
18 Pages

19 December 2022

Forest resource inventory is a significant part of the sustainable management of forest ecosystems. Finding methods to accurately estimate the diameter at breast height (DBH), tree height and tree position is a significant part of forest resource inv...

  • Article
  • Open Access
1,707 Views
36 Pages

22 May 2025

Urban landscapes have become widespread as urban areas have grown. Studying the urban environment in terms of the ecosystem services provided is a key trend in contemporary science. This article aims to examine selected popular typologies of resident...

  • Article
  • Open Access
4 Citations
1,950 Views
32 Pages

Predicting Tree-Level Diameter and Volume for Radiata Pine Using UAV LiDAR-Derived Metrics Across a National Trial Series in New Zealand

  • Michael S. Watt,
  • Sadeepa Jayathunga,
  • Midhun Mohan,
  • Robin J. L. Hartley,
  • Nicolò Camarretta,
  • Benjamin S. C. Steer,
  • Weichen Zhang and
  • Mitch Bryson

18 April 2025

The rapid development of UAV-LiDAR and data processing capabilities is likely to enable accurate individual-tree inventories in the near future, requiring few on-ground calibration measurements. Using data collected from 20 radiata pine trials disper...

  • Article
  • Open Access
5 Citations
2,509 Views
16 Pages

Modelling Dominant Tree Heights of Fagus sylvatica L. Using Function-on-Scalar Regression Based on Forest Inventory Data

  • Markus Engel,
  • Tobias Mette,
  • Wolfgang Falk,
  • Werner Poschenrieder,
  • Jonas Fridman and
  • Mitja Skudnik

3 February 2023

European beech (Fagus sylvatica L.) is an important tree species throughout Europe but shifts in its suitable habitats are expected in the future due to climate change. Finding provenances that are still economically viable and ecologically resilient...

  • Article
  • Open Access
22 Citations
4,125 Views
18 Pages

15 November 2019

The estimation of forest biophysical attributes improves when airborne laser scanning (ALS) is integrated. Individual tree detection methods (ITD) and traditional area-based approaches (ABA) are the two main alternatives in ALS-based forest inventory...

  • Article
  • Open Access
6 Citations
5,251 Views
13 Pages

Rapid Assessment of Tree Damage Resulting from a 2020 Windstorm in Iowa, USA

  • Thomas C. Goff,
  • Mark D. Nelson,
  • Greg C. Liknes,
  • Tivon E. Feeley,
  • Scott A. Pugh and
  • Randall S. Morin

29 April 2021

A need to quantify the impact of a particular wind disturbance on forest resources may require rapid yet reliable estimates of damage. We present an approach for combining pre-disturbance forest inventory data with post-disturbance aerial survey data...

  • Article
  • Open Access
51 Citations
12,995 Views
31 Pages

17 January 2019

Height-to-diameter at breast height (DBH) ratio (HDR) is an important tree and stand stability measure. Several factors such as stand dynamics, natural and anthropogenic disturbances, and silvicultural tending significantly affect HDR, and, therefore...

  • Article
  • Open Access
10 Citations
2,696 Views
22 Pages

24 March 2022

Posted facial expressions on social networks have been used as a gauge to assess the emotional perceptions of urban forest visitors. This approach may be limited by the randomness of visitor numbers and park locations, which may not be accounted for...

  • Article
  • Open Access
140 Citations
22,773 Views
35 Pages

Measurement of Forest Inventory Parameters with Apple iPad Pro and Integrated LiDAR Technology

  • Christoph Gollob,
  • Tim Ritter,
  • Ralf Kraßnitzer,
  • Andreas Tockner and
  • Arne Nothdurft

7 August 2021

The estimation of single tree and complete stand information is one of the central tasks of forest inventory. In recent years, automatic algorithms have been successfully developed for the detection and measurement of trees with laser scanning techno...

  • Article
  • Open Access
10 Citations
4,898 Views
20 Pages

Using Leaf-Off and Leaf-On Multispectral Airborne Laser Scanning Data to Characterize Seedling Stands

  • Mohammad Imangholiloo,
  • Ninni Saarinen,
  • Markus Holopainen,
  • Xiaowei Yu,
  • Juha Hyyppä and
  • Mikko Vastaranta

13 October 2020

Information from seedling stands in time and space is essential for sustainable forest management. To fulfil these informational needs with limited resources, remote sensing is seen as an intriguing alternative for forest inventorying. The structure...

  • Communication
  • Open Access
2 Citations
2,050 Views
8 Pages

10 March 2021

In many cases, the traditional ground-based estimates of competition between trees are not directly applicable with modern aerial inventories, due to incompatible measurements. Moreover, many former studies of competition consider extreme stand densi...

  • Article
  • Open Access
427 Citations
28,459 Views
25 Pages

An International Comparison of Individual Tree Detection and Extraction Using Airborne Laser Scanning

  • Harri Kaartinen,
  • Juha Hyyppä,
  • Xiaowei Yu,
  • Mikko Vastaranta,
  • Hannu Hyyppä,
  • Antero Kukko,
  • Markus Holopainen,
  • Christian Heipke,
  • Manuela Hirschmugl and
  • Jee-Cheng Wu
  • + 6 authors

30 March 2012

The objective of the “Tree Extraction” project organized by EuroSDR (European Spatial data Research) and ISPRS (International Society of Photogrammetry and Remote Sensing) was to evaluate the quality, accuracy, and feasibility of automatic tree extra...

  • Article
  • Open Access
1 Citations
1,680 Views
24 Pages

Advancing Forest Inventory in Tropical Rainforests: A Multi-Source LiDAR Approach for Accurate 3D Tree Modeling and Volume Estimation

  • Zongzhu Chen,
  • Ziwei Lin,
  • Tiezhu Shi,
  • Dongping Deng,
  • Yiqing Chen,
  • Xiaoyan Pan,
  • Xiaohua Chen,
  • Tingtian Wu,
  • Jinrui Lei and
  • Yuanling Li

1 September 2025

This study proposes an Automatic Branch Modeling (ABM) framework that combines AdTree and AdQSM algorithms to reconstruct individual tree models and estimate timber volume from fused Hand-held Laser Scanners (HLS) and Unmanned Aerial Vehicle Laser Sc...

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