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555 results for “Woody”

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zenodo40/100

Woody Cover Mapping in the Kruger National Park using Sentinel-1 time series and LiDAR data

<p>This data repository presents a workflow&nbsp;to derive woody cover information for the Kruger National Park, South Africa,&nbsp;from freely available Sentinel-1&nbsp;C-Band time series&nbsp;and LiDAR data (modified from Smit et al. 2016) using machine&nbsp;learning (MLR and Ranger&nbsp;in R). The methodology is described in following publication:</p> <p><em>Urban, M., K. Heckel, C. Berger, P. Schratz, I.P.J. Smit, T. Strydom,&nbsp;J. Baade &amp; C. Schmullius (2020):&nbsp;Woody Cover Mapping in the Savanna Ecosystem of the Kruger National Park Using Sentinel-1 C-Band Time Series Data. Koedoe.</em></p> <p>In order to derive woody cover percentage information, download all files into one folder and run&nbsp;the R-Files&nbsp;consecutively from 01_ to 04_. Follow the instruction within each of the R-Files, which are written as comments in the programming code.</p> <p>The data repository consist of the following files:</p> <p><strong>R-Files:</strong></p> <p>1. Script 1: 01_MLR_tune_spatial_final</p> <p>2.&nbsp;Script 2: 02_MLR_cross_validation_spatial_final</p> <p>3.&nbsp;Script 3: 03_MLR_RANGER_train_final</p> <p>4.&nbsp;Script 4: 04_MLR_prediction_woody_cover_final</p> <p>&nbsp;</p> <p><strong>Training dataset - ENVI FILE (layerstack of Sentinel-1 VH and VV backscatter between 2016 and 2017 and the woody cover reference derived from the LiDAR data)&nbsp;:</strong></p> <p>1.&nbsp;S1_A_VH_VV_16_17_lidar</p> <p>&nbsp;</p> <p><strong>Data for prediction - ENVI FILES (3 example regions in the&nbsp;Kruger National Park):</strong></p> <p>1.&nbsp;S1_A_VH_VV_16_17_subset_example_Letaba_Rest_Camp</p> <p>2.&nbsp;S1_A_VH_VV_16_17_subset_example_Lower_Sabie</p> <p>3.&nbsp;S1_A_VH_VV_16_17_subset_example_Pafuri</p> <p>&nbsp;</p> <p><strong>Final woody cover maps of the&nbsp;Kruger National Park:</strong></p> <p>1.&nbsp;xx_woody_cover_map_final.rar (contains final maps in 10m, 30m, 50m and 100m spatial resolution&nbsp;as .tif and a QGIS project)</p> <p>&nbsp;</p> <p><em>References:</em></p> <p>Smit, I.P.J., Asner, G.P., Govender, N., Vaughn, N.R. &amp; Wilgen, B.W. van, 2016, &lsquo;An examination of the potential efficacy of high-intensity fires for reversing woody encroachment in savannas&rsquo;, <em>Journal of Applied Ecology</em>, 53(5), 1623&ndash;1633.</p>

opencc-by-4.0Mar 2020View details →
zenodo40/100

Dataset of Invasion risks and social interest of non-native woody plants in urban parks of Spain

<p>Full datasets for the research entitled &quot;Invasion risks and social interest of non-native woody plants in urban parks of Spain&quot;</p>

opencc-by-4.0Oct 2020View details →
zenodo40/100

Foliar stoichiometry of woody plants worldwide

<p>This data includes foliar N, P, K % in DW of mature leaves in woody plants worldwide. It also contains the georeferenced information and specie. It gathers data from 230 published articles, TRY database (<a href="http://www.try-db.org/TryWeb/dp.php),">http://www.try-db.org/TryWeb/dp.php),</a>&nbsp;ICP forest database (<a href="http://icp-forests.net/page/data-requests),">http://icp-forests.net/page/data-requests),</a>&nbsp;Tundra Trait Team and the Catalan Forest Inventory (Gracia et al., 2004).</p>

opencc-by-4.0Dec 2020View details →
dryad40/100

Unveiling the genetic networks: Exploring the dynamic interaction of photosynthetic phenotypes in woody plants across varied light gradients

<p><em>Background:</em></p> <p>Understanding the mechanisms by which genes control and regulate complex quantitative traits during periods of fluctuating resources remains a challenging and uncertain task in photosynthesis studies. Most studies have focused on the structure of photosynthesis, the photosynthetic response under stress, or the genetic mechanisms involved in photosynthetic effects and neglected the interactive genetic mechanism that governs various traits through significant quantitative trait loci (QTLs). Results In this study, we have developed a differential dynamic system that enables the identification of QTLs based on the photosynthetic phenotypic and genotypic data under varying levels of light intensity gradients. The framework not only allows for the assessment of the direct effects of QTLs on phenotypes but also captures how they influence interactions among phenotypes as light intensities change. We have analyzed the genetic effects and genetic variance, visualized the genetic network associated with photosynthesis interactions, and validated the effectiveness and stability of the DDS framework. Pivotal QTLs were identified individually to uncover the process and pattern of interaction. Through functional annotation, we made an intriguing discovery that seemingly unimportant QTLs can still have significant genetic effects on phenotypic changes through their regulation with other QTLs. Conclusions This finding emphasizes the significance of considering the interactive genetic architecture when seeking to understand the genetic interaction mechanism of photosynthesis in natural populations of woody plants. Moreover, our research provides a novel framework that can be extended to explore the interactive genetic architecture among organisms, contributing to a deeper understanding of stress resistance mechanisms in woody plants.</p>

opencc-zeroNov 2023View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - leaf

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - leaf - showing orientation on twig

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf - showing orientation on twig

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - bark - of a large tree

Image of Acer negundo (Aceraceae) - woody angiosperms - bark - of a large tree

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms

Image of Acer negundo (Aceraceae) - woody angiosperms

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →
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Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - leaf - showing orientation on twig

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf - showing orientation on twig

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →
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Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

opencc-by-4.0Dec 2011View details →
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Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

Image of Acer negundo (Aceraceae) - woody angiosperms - leaf - whole upper surface

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →
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Acer negundo (Aceraceae) - woody angiosperms - whole tree (or vine) - general

Image of Acer negundo (Aceraceae) - woody angiosperms - whole tree (or vine) - general

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - whole tree (or vine) - general

Image of Acer negundo (Aceraceae) - woody angiosperms - whole tree (or vine) - general

opencc-by-4.0Dec 2011View details →
zenodo40/100

Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

Image of Acer negundo (Aceraceae) - woody angiosperms - fruit - as borne on the plant

opencc-by-4.0Dec 2011View details →

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Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record