cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14886673
title: Building virtual forest landscapes to support forest management: the challenge of parameterization - Supporting Data

description: This repository holds data for following research article: Mina M, Marzini S, Crespi A & Albrich K (2025) Building virtual forest landscapes to support forest management: the challenge of parameterization. Forests Monitor 2(1), 49-96,  https://doi.org/10.62320/fm.v2i1.19

The archived data consist in input files for the iLand model (version 2.0) for the Venosta study area. The dataset includes: biophysical parameters, historical climate database, digital elevation model, wind topomodifier map, forest cover area, forest landscape snapshot, and project file. 

For further information on setting up the iLand model in a landscape visit https://iland-model.org/iland-book. iLand is freely available research tool for non-commercial use. The model is fully documented in the iLand webpage and released under the GNU General Public License. The source code is open access and available in this Github repository. 

If interested in using iLand with this associated dataset for a research study or a project, please contact Marco Mina (marco.mina@eurac.edu)

-----------------------------------------------------------------------

Research article associated to this dataset

Mina M, Marzini S, Crespi A & Albrich K (2025) Building virtual forest landscapes to support forest management: the challenge of parameterization. Forests Monitor r 2(1), 49-96, https://doi.org/10.62320/fm.v2i1.19

ABSTRACT. Simulation models are important tools to study the impacts of climate change and natural disturb-ances on forest ecosystems. Being able to track tree demographic processes in a spatially explicit manner, process-based forest landscape models are considered the most suitable to provide robust projections that can aid decision making in forest management. However, landscape models are challenging to parameterize and setting up new study areas for application studies largely depends on data availability. The aim of this study is to demonstrate the parameterization process, including model testing and evaluation, for setting up a study area in the Italian Alps in a process-based forest landscape model using available data. We processed soil, climate, carbon pools, vegetation, disturb-ances and forest management data, and ran iterative spin-up simulations to generate a virtual landscape best resembling current conditions. Our results demonstrated the feasibility of initializing forest landscape models with data that are typically available from forest management plans and national forest inventories, as well as openly available mapping products. Evaluation tests proved the ability of the model to capture the environmental constraints driving regeneration dynamics and in-ter-specific competition in forests of the Italian Alps, as well as to simulate natural disturbances and carbon dynamics. The model can subsequently be applied to investigate forest landscape develop-ment under a suite of future scenarios and provide recommendations for adapting forest management decisions.
DOI: 10.5281/zenodo.14886672
title: Building virtual forest landscapes to support forest management: the challenge of parameterization - Supporting Data

description: This repository holds data for following research article: Mina M, Marzini S, Crespi A & Albrich K (2025) Building virtual forest landscapes to support forest management: the challenge of parameterization. Forests Monitor 2(1), 49-96,  https://doi.org/10.62320/fm.v2i1.19

The archived data consist in input files for the iLand model (version 2.0) for the Venosta study area. The dataset includes: biophysical parameters, historical climate database, digital elevation model, wind topomodifier map, forest cover area, forest landscape snapshot, and project file. 

For further information on setting up the iLand model in a landscape visit https://iland-model.org/iland-book. iLand is freely available research tool for non-commercial use. The model is fully documented in the iLand webpage and released under the GNU General Public License. The source code is open access and available in this Github repository. 

If interested in using iLand with this associated dataset for a research study or a project, please contact Marco Mina (marco.mina@eurac.edu)

-----------------------------------------------------------------------

Research article associated to this dataset

Mina M, Marzini S, Crespi A & Albrich K (2025) Building virtual forest landscapes to support forest management: the challenge of parameterization. Forests Monitor r 2(1), 49-96, https://doi.org/10.62320/fm.v2i1.19

ABSTRACT. Simulation models are important tools to study the impacts of climate change and natural disturb-ances on forest ecosystems. Being able to track tree demographic processes in a spatially explicit manner, process-based forest landscape models are considered the most suitable to provide robust projections that can aid decision making in forest management. However, landscape models are challenging to parameterize and setting up new study areas for application studies largely depends on data availability. The aim of this study is to demonstrate the parameterization process, including model testing and evaluation, for setting up a study area in the Italian Alps in a process-based forest landscape model using available data. We processed soil, climate, carbon pools, vegetation, disturb-ances and forest management data, and ran iterative spin-up simulations to generate a virtual landscape best resembling current conditions. Our results demonstrated the feasibility of initializing forest landscape models with data that are typically available from forest management plans and national forest inventories, as well as openly available mapping products. Evaluation tests proved the ability of the model to capture the environmental constraints driving regeneration dynamics and in-ter-specific competition in forests of the Italian Alps, as well as to simulate natural disturbances and carbon dynamics. The model can subsequently be applied to investigate forest landscape develop-ment under a suite of future scenarios and provide recommendations for adapting forest management decisions.
DOI: 10.5281/zenodo.14945397
title: Recycled Carbon Fiber Reinforced Composites: Stitched lab X-ray CT Scan Images to increase Field of View

description: The zip folder contains stitched and cropped region of interest scans of a fiber-reinforced plastic sample made from recycled carbon fibers (rCF). The preparation and assessment of the sample is explained in Detzel et al. https://doi.org/10.51573/Andes.PPS39.GS.PC.1 .
DOI: 10.5281/zenodo.14945398
title: Recycled Carbon Fiber Reinforced Composites: Stitched lab X-ray CT Scan Images to increase Field of View

description: The zip folder contains stitched and cropped region of interest scans of a fiber-reinforced plastic sample made from recycled carbon fibers (rCF). The preparation and assessment of the sample is explained in Detzel et al. https://doi.org/10.51573/Andes.PPS39.GS.PC.1 .
DOI: 10.5281/zenodo.14945538
title: The Characteristics of Demonstration Events in Tallinn

description: Rak Joanna, The Characteristics of Demonstration Events in Tallinn

 

***

 

The dataset is a part of the Appendix to:

 

Rak, Joanna. 2024. Pandemic-Era Civil Disorder in Post-Communist EU Member States. London and New York: Routledge. https://doi.org/10.4324/9781003512462.

 

It was elaborated for the research project Civil Disorder in Pandemic-ridden European Union. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].
DOI: 10.5281/zenodo.14945539
title: The Characteristics of Demonstration Events in Tallinn

description: Rak Joanna, The Characteristics of Demonstration Events in Tallinn

 

***

 

The dataset is a part of the Appendix to:

 

Rak, Joanna. 2024. Pandemic-Era Civil Disorder in Post-Communist EU Member States. London and New York: Routledge. https://doi.org/10.4324/9781003512462.

 

It was elaborated for the research project Civil Disorder in Pandemic-ridden European Union. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].
DOI: 10.5281/zenodo.14945064
title: Exp46 Penetration Depths Dataset
DOI: 10.5281/zenodo.14945618
title: The Characteristics of Demonstration Events in Tallinn

description: Rak Joanna, The Characteristics of Demonstration Events in Tallinn

 

The dataset is a part of the Appendix to:

 

Rak, Joanna. 2024. Pandemic-Era Civil Disorder in Post-Communist EU Member States. London and New York: Routledge. https://doi.org/10.4324/9781003512462.

 

It was elaborated for the research project Civil Disorder in Pandemic-ridden European Union. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].
DOI: 10.5281/zenodo.14945619
title: The Characteristics of Demonstration Events in Tallinn

description: Rak Joanna, The Characteristics of Demonstration Events in Tallinn

 

The dataset is a part of the Appendix to:

 

Rak, Joanna. 2024. Pandemic-Era Civil Disorder in Post-Communist EU Member States. London and New York: Routledge. https://doi.org/10.4324/9781003512462.

 

It was elaborated for the research project Civil Disorder in Pandemic-ridden European Union. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].
DOI: 10.15468/dl.7ets3d
title: Occurrence Download

description: A dataset containing 91616 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coryphaena hippurus Linnaeus, 1758"
 ]
}

 The dataset includes 91616 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000712-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqzkrw
title: Occurrence Download

description: A dataset containing 29584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Celastrus orbiculatus Thunb.)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29584 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000772-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9nbg8
title: Occurrence Download

description: A dataset containing 16653650 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polypodiopsida"
 ]
}

 The dataset includes 16653650 records from 6990 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000758-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111282947
title: Ivory Pomegranate, DA 579

description: [Text Description:] (Belonging?) to the house of …, a holy thing of the priests ❧ [Text or Publication Number Note:] DA 579 ❧ [Medium:] Ivory ❧ [Script Note:] Hebrew ❧ [Physical Object Description:] Inscription in circular fashion on ivory pomegranate; six petals, two broken. 43mm height x 21mm diameter; formed head of staff or scepter. ❧ [Physical Object Note:] Hole in bottom 6.5mm. ❧ [Physical Object Note:] Object considered authentic, inscription contested. Came on the antiquities market in 1979, acquired by the Israel Museum in 1988. ❧
DOI: 10.25549/inscriptifact-ouc111283015
title: Ivory Pomegranate, DA 579

description: [Text Description:] (Belonging?) to the house of …, a holy thing of the priests ❧ [Text or Publication Number Note:] DA 579 ❧ [Medium:] Ivory ❧ [Script Note:] Hebrew ❧ [Physical Object Description:] Inscription in circular fashion on ivory pomegranate; six petals, two broken. 43mm height x 21mm diameter; formed head of staff or scepter. ❧ [Physical Object Note:] Hole in bottom 6.5mm. ❧ [Physical Object Note:] Object considered authentic, inscription contested. Came on the antiquities market in 1979, acquired by the Israel Museum in 1988. ❧
DOI: 10.15468/dl.7maur4
title: Occurrence Download

description: A dataset containing 453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tliltocatl Mendoza & Francke, 2020"
 ]
}

 The dataset includes 453 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139420-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111283013
title: Ivory Pomegranate, DA 579

description: [Text Description:] (Belonging?) to the house of …, a holy thing of the priests ❧ [Text or Publication Number Note:] DA 579 ❧ [Medium:] Ivory ❧ [Script Note:] Hebrew ❧ [Physical Object Description:] Inscription in circular fashion on ivory pomegranate; six petals, two broken. 43mm height x 21mm diameter; formed head of staff or scepter. ❧ [Physical Object Note:] Hole in bottom 6.5mm. ❧ [Physical Object Note:] Object considered authentic, inscription contested. Came on the antiquities market in 1979, acquired by the Israel Museum in 1988. ❧
DOI: 10.15468/dl.xrfa2u
title: Occurrence Download

description: A dataset containing 866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rumex frutescens Thouars, Ephedra altissima Desf., Solanum heterodoxum Dunal, Daucus broteri Ten.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 866 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192504-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111156311
title: List (PNs, some of them with trades or professions), KTU 4.332

description: [Text or Publication Number Note:] KTU 4.332, KTU2 4.332, KTU3 4.332, CTU 4.332, CAT 4.332 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.25549/inscriptifact-ouc111156310
title: List (PNs, some of them with trades or professions), KTU 4.332

description: [Text or Publication Number Note:] KTU 4.332, KTU2 4.332, KTU3 4.332, CTU 4.332, CAT 4.332 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.15468/dl.ec4wy5
title: Occurrence Download

description: A dataset containing 138677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hippocrepis comosa L."
 ]
}

 The dataset includes 138677 records from 415 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104423-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111156360
title: List (PNs, some of them with trades or professions), KTU 4.332

description: [Text or Publication Number Note:] KTU 4.332, KTU2 4.332, KTU3 4.332, CTU 4.332, CAT 4.332 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.15468/dl.j0nrkg
title: Occurrence Download

description: A dataset containing 661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Picea jezoensis (Siebold & Zucc.) Carrière",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 661 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014453-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111156361
title: List (PNs, some of them with trades or professions), KTU 4.332

description: [Text or Publication Number Note:] KTU 4.332, KTU2 4.332, KTU3 4.332, CTU 4.332, CAT 4.332 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.25549/inscriptifact-ouc111156366
title: List (PNs, some of them with trades or professions), KTU 4.332

description: [Text or Publication Number Note:] KTU 4.332, KTU2 4.332, KTU3 4.332, CTU 4.332, CAT 4.332 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform ❧
DOI: 10.15468/dl.7a78mc
title: Occurrence Download

description: A dataset containing 1508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parasaissetia nigra (Nietner, 1861)"
 ]
}

 The dataset includes 1508 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139412-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111283185
title: Ivory Pomegranate, DA 579

description: [Text Description:] (Belonging?) to the house of …, a holy thing of the priests ❧ [Text or Publication Number Note:] DA 579 ❧ [Medium:] Ivory ❧ [Script Note:] Hebrew ❧ [Physical Object Description:] Inscription in circular fashion on ivory pomegranate; six petals, two broken. 43mm height x 21mm diameter; formed head of staff or scepter. ❧ [Physical Object Note:] Hole in bottom 6.5mm. ❧ [Physical Object Note:] Object considered authentic, inscription contested. Came on the antiquities market in 1979, acquired by the Israel Museum in 1988. ❧
DOI: 10.25549/inscriptifact-ouc111107084
title: Samaria-Sebaste Sherd Q1099-1937, HUJI Q1099-1937

description: [Text Description:] Incised Ostracon/Jar Inscription from Samaria-Sebaste ❧ [Text or Publication Number Note:] HUJI Q1099-1937 ❧ [Excavation Description:] Found between 1931-1935 during Samaria Joint Expedition ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Incised clay fragment ❧ [Physical Object Note:] Pottery
DOI: 10.15468/dl.jauq8n
title: Occurrence Download

description: A dataset containing 521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((108.77406 20.06103,117.4878 20.06103,117.4878 26.4896,108.77406 26.4896,108.77406 20.06103))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Platalea minor Temminck & Schlegel, 1849",
 "TaxonKey is Thalasseus bernsteini (Schlegel, 1863)",
 "TaxonKey is Calidris pygmaea (Linnaeus, 1758)",
 "TaxonKey is Grus leucogeranus Pallas, 1773"
 ]
 }
 ]
}

 The dataset includes 521 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147487-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc1sto1652513
title: InscriptiFact -- an image database of inscriptions and artifacts
DOI: 10.15468/dl.7rb6tm
title: Occurrence Download

description: A dataset containing 271918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 271918 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104413-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111107049
title: Samaria-Sebaste Sherd Q1205-1935, HUJI Q1205-1935

description: [Text Description:] Incised Ostracon/Jar Inscription from Samaria-Sebaste ❧ [Text or Publication Number Note:] HUJI Q1205-1935 ❧ [Excavation Description:] Found between 1931-1935 during Samaria Joint Expedition ❧ [Medium:] Clay ❧ [Script Note:] Aramaic? ❧ [Physical Object Description:] Incised clay fragment ❧ [Physical Object Note:] Pottery
DOI: 10.25549/inscriptifact-ouc111107184
title: Samaria-Sebaste Sherd Q1205-1935, HUJI Q1205-1935

description: [Text Description:] Incised Ostracon/Jar Inscription from Samaria-Sebaste ❧ [Text or Publication Number Note:] HUJI Q1205-1935 ❧ [Excavation Description:] Found between 1931-1935 during Samaria Joint Expedition ❧ [Medium:] Clay ❧ [Script Note:] Aramaic? ❧ [Physical Object Description:] Incised clay fragment ❧ [Physical Object Note:] Pottery
DOI: 10.15468/dl.a3f96t
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((109.25589 20.11283,117.09072 20.11283,117.09072 26.86785,109.25589 26.86785,109.25589 20.11283))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "TaxonKey is Calidris pygmaea (Linnaeus, 1758)",
 "TaxonKey is Calidris tenuirostris (Horsfield, 1821)",
 "TaxonKey is Tringa guttifer (Nordmann, 1835)",
 "TaxonKey is Numenius madagascariensis (Linnaeus, 1766)"
 ]
 }
 ]
}

 The dataset includes 233 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147482-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111283610
title: Kefar Veradim Bronze Bowl, IAA 1999-842

description: [Text Description:] Cup of Pesah Son of Shema ❧ [Text or Publication Number Note:] IAA 1999-842 ❧ [Excavation Description:] Found in Iron Age II A-B burial cave, Cave 3, 1993-1996 excavations, N. Getzov. Locus L302. ❧ [Medium:] Metal ❧ [Script Note:] Canaanite, Early Phoenician ❧ [Physical Object Description:] Inscribed fluted bronze bowl, 145mm diameter, 30mm height, base diameter 38mm. Rim is narrow bronze trip. 22 flutings. Covered in corrosion. ❧ [Physical Object Note:] Ten letters written in a circle. ❧
DOI: 10.25549/inscriptifact-ouc111352484
title: Record, teams of horses belonging to individuals?, KTU 4.582

description: [Text Description:] Ugaritic Tablet KTU 4.582 ❧ [Text or Publication Number Note:] KTU 4.582; KTU2 4.582; KTU3 4.582; CTU 4.582; CAT 4.582; RS 18.522 ❧ [Excavation Description:] Found during excavations at Ras Shamra. ❧ [Medium:] Clay ❧ [Script Note:] Alphabetic Cuneiform
DOI: 10.15468/dl.rruhzz
title: Occurrence Download

description: A dataset listing the 13 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-110.31372 39.87549,-110.02808 42.24428,-112.48901 42.21174,-114.59839 40.96279,-113.56567 39.35076,-110.31372 39.87549))",
 "HasGeospatialIssue is false",
 "TaxonKey is Cryptantha Lehm. ex Fisch. & C.A.Mey."
 ]
}

 The dataset's 13 records were derived from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0139413-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111283251
title: Ivory Pomegranate, DA 579

description: [Text Description:] (Belonging?) to the house of …, a holy thing of the priests ❧ [Text or Publication Number Note:] DA 579 ❧ [Medium:] Ivory ❧ [Script Note:] Hebrew ❧ [Physical Object Description:] Inscription in circular fashion on ivory pomegranate; six petals, two broken. 43mm height x 21mm diameter; formed head of staff or scepter. ❧ [Physical Object Note:] Hole in bottom 6.5mm. ❧ [Physical Object Note:] Object considered authentic, inscription contested. Came on the antiquities market in 1979, acquired by the Israel Museum in 1988. ❧