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"5865362d-c884-43de-a012-00373ec480e5", "name": "ORIGIN STATUS", "state": "active", "vocabulary_id": null}, {"display_name": "UBRAN BIODIVERSITY", "id": "06eae615-cbac-4acf-8754-b6e1101f06fd", "name": "UBRAN BIODIVERSITY", "state": "active", "vocabulary_id": null}, {"display_name": "URBAN GREENSPACES", "id": "b2f58fdb-20b0-4a46-a221-5af7cee73d8f", "name": "URBAN GREENSPACES", "state": "active", "vocabulary_id": null}, {"display_name": "URBAN PLANTS", "id": "955f33ee-81a8-4929-9b4e-22f04e728ad5", "name": "URBAN PLANTS", "state": "active", "vocabulary_id": null}], "groups": [], "relationships_as_subject": [], "relationships_as_object": []}, {"author": "[{\"affiliation\": \"Swiss Federal Research Institute WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"justus.noegel@wsl.ch\", \"given_name\": \"Justus\", \"identifier\": \"0009-0002-1422-4585\", \"name\": \"N\\u00f6gel\"}, {\"affiliation\": \"Swiss Federal Institute for Forest, Snow and Landscape Research WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"clemens.blattert@wsl.ch\", \"given_name\": \"Clemens\", \"identifier\": \"https://orcid.org/0000-0003-0892-8666 \", \"name\": \"Blattert\"}, {\"affiliation\": \"Swiss Federal Research Institute WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"simon.mutterer@wsl.ch\", \"given_name\": \"Simon\", \"identifier\": \"0009-0002-2786-774X\", \"name\": \"Mutterer\"}, {\"affiliation\": \"PreFor (Precision Forestry), Helsinki, Finland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"markus.karppinen@prefor.fi\", \"given_name\": \"Markus\", \"identifier\": \"\", \"name\": \"Karppinen\"}, {\"affiliation\": \"ETH Zurich\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"ulrike.hiltner@usys.ethz.ch\", \"given_name\": \"Ulrike\", \"identifier\": \"0000-0001-5663-7068\", \"name\": \"Hiltner\"}, {\"affiliation\": \"University of Freiburg\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"julian.frey@wwd.uni-freiburg.de\", \"given_name\": \"Julian\", \"identifier\": \"0000-0001-7895-702X\", \"name\": \"Frey\"}, {\"affiliation\": \"Swiss Federal Research Institute WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"sunni.kushwaha@wsl.ch\", \"given_name\": \"Sunni Kanta Prasad\", \"identifier\": \"0000-0002-3090-3337\", \"name\": \"Kushwaha\"}, {\"affiliation\": \"Leica Geosystems\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"cedric.de-crousaz@hexagon.com\", \"given_name\": \"C\\u00e9dric\", \"identifier\": \"\", \"name\": \"de Crousaz\"}, {\"affiliation\": \"Leica Geosystems\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"raphael.zuercher@hexagon.com\", \"given_name\": \"Raphael\", \"identifier\": \"\", \"name\": \"Z\\u00fcrcher\"}, {\"affiliation\": \"Leica Geosystems\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"iga.pepek@hexagon.com\", \"given_name\": \"Iga\", \"identifier\": \"\", \"name\": \"Pepek\"}, {\"affiliation\": \"University of Freiburg\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"thomas.seifert@wwd.uni-freiburg.de\", \"given_name\": \"Thomas\", \"identifier\": \"0000-0002-9611-6272\", \"name\": \"Seifert\"}, {\"affiliation\": \"Swiss Federal Institute for Forest, Snow and Landscape Research WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"email\": \"janine.schweier@wsl.ch\", \"given_name\": \"Janine\", \"identifier\": \"0000-0003-4435-3089\", \"name\": \"Schweier\"}]", "author_email": null, "creator_user_id": "57188529-649d-4623-ac53-255db442e362", "date": "[{\"date\": \"2024-07-08\", \"date_type\": \"created\", \"end_date\": \"2024-09-11\"}]", "doi": "10.16904/envidat.784", "funding": "[{\"grant_number\": \"101070405\", \"institution\": \"European Union, Horizon Europe \", \"institution_url\": \"https://cordis.europa.eu/project/id/101070405\"}, {\"grant_number\": \"101070405 \", \"institution\": \"Swiss State Secretariat for Education, Research and Innovation (SERI)\", \"institution_url\": \"https://www.sbfi.admin.ch\"}, {\"grant_number\": \"101135517 \", \"institution\": \"European Union, Horizon Europe\", \"institution_url\": \"https://cordis.europa.eu/project/id/101135517\"}, {\"grant_number\": \"KLR-030\", \"institution\": \"Baden-W\u00fcrttemberg Stiftung\", \"institution_url\": \"https://www.bwstiftung.de/de/programme/klimaresilienz\"}]", "id": "6b3838ed-8433-492d-8424-2a19ae134b0a", "isopen": true, "language": "en", "license_id": "cc-by", "license_title": "Creative Commons Attribution (CC-BY 4.0)", "license_url": "https://creativecommons.org/licenses/by/4.0/", "maintainer": "{\"affiliation\": \"\", \"email\": \"justus.noegel@wsl.ch\", \"given_name\": \"Justus\", \"identifier\": \"\", \"name\": \"N\u00f6gel\"}", "maintainer_email": null, "metadata_created": "2026-06-16T14:05:31.662849", "metadata_modified": "2026-07-14T11:25:06.389990", "name": "from-point-clouds-to-forest-management-quantifying-the-sensitivity-of-a-decision", "notes": "This dataset supports the analysis presented in \"From point clouds to forest management: Quantifying the sensitivity of a decision support framework to initialization data using close-range remote sensing\" (https://doi.org/10.1016/j.ecoinf.2026.103896). The repository covers two parts of the analysis: (1) data preparation from LiDAR-based forest inventories, and (2) sensitivity analysis of decision support system (DSS) outputs. The intermediate forest simulation (ForClim v4.1) and multi-criteria decision analysis (MCDA) were carried out using an external pipeline described in Blattert et al. (2024), using the R package rforclim (v1.01.001) by Hiltner & Marano (2025). The corresponding model outputs are included here as inputs to the sensitivity analysis, making all analyses in this repository fully reproducible without requiring access to the simulation pipeline. The ForClim model (v4.1) (Marano et al., 2025) is openly available from the ETH Zurich Institute of Terrestrial Ecosystems (https://ites-fe.ethz.ch/openaccess/products/forclim). Climate data were sourced from the publicly available Swiss CH2018 dataset (CH2018 Project Team, 2018). Soil data were sourced from Baltensweiler et al. (2024). For a detailed description of the repository structure, scripts, and data files, see the README file included in this dataset.\r\n### References\r\nBlattert C, Mutterer S, Thrippleton T, Diaci J, Fidej G, Bont LG, Schweier J (2024). Managing European Alpine forests with close-to-nature forestry to improve climate change mitigation and multifunctionality. Ecological Indicators, 165, 112154. https://doi.org/10.1016/j.ecolind.2024.112154\r\nBaltensweiler A, Walthert L, Hanewinkel M, Zimmermann S, Nussbaum M (2024). Soil property maps for the Swiss forest. EnviDat. https://doi.org/10.16904/envidat.484\r\nCH2018 Project Team (2018). CH2018 - Climate Scenarios for Switzerland. National Centre for Climate Services, Zurich. https://www.nccs.admin.ch/nccs/en/home/climate-change-and-impacts/swiss-climate-change-scenarios/ch2018---climate-scenarios-for-switzerland.html\r\nMarano, G., Hiltner, U., Meusburger, K., Hands, T., & Bugmann, H. (2025). Predicting drought-induced tree mortality in Swiss beech forests hinges upon predisposing and inciting factors (p. 2025.12.15.694299). bioRxiv. https://doi.org/10.64898/2025.12.15.694299\r\nHiltner U, Marano G (2025). rforclim: Collection of useful functions to parameterize and run the forest model ForClim. R package version 1.01.001. Available on request from the ETH Zurich Institute of Terrestrial Ecosystems.", "num_resources": 3, "num_tags": 7, "organization": {"id": "a1d789ea-57de-410c-a7c4-5a5334426c19", "name": "sustainable-forestry", "title": "Sustainable Forestry", "type": "organization", "description": "The Research Subunit Forest Production Systems is conducting application-oriented research and implementation to create direct benefits for the forest management, forest politics and to the general societal advantage. Its insights serve the efficient, effective and sustainable management of the forest and its resources. Encouraging innovation while having an orientation towards systems and technology, it contributes to the power to compete of the Swiss forest industry as well as the location of Switzerland for business in general.\r\n\r\nThematically, the research unit focuses on efficient and ecological use of wood as a natural resource. Research is done on integrated production systems: production and harvest of timber, marketing activities and delivery unto the customer as well as the belonging information management. To reach this goal, already existing knowledge is combined with new results developed in-house, models are implemented and then synthesized into IT-based tools, which are finally brought into application in the industry or the research community. In particular, they help to improve the quality of answers to complex questions as well as the realization of research results. \r\n", "image_url": "", "created": "2018-11-20T16:01:09.827111", "is_organization": true, "approval_status": "approved", "state": "active"}, "owner_org": "a1d789ea-57de-410c-a7c4-5a5334426c19", "private": false, "publication": "{\"publication_year\": \"2026\", \"publisher\": \"EnviDat\"}", "publication_state": "published", "related_datasets": "", "related_publications": "wsl:43230\r\nN\u00f6gel, J., Blattert, C., Mutterer, S., Karppinen, M., Hiltner, U., Frey, J., Kushwaha, S. K. P., de Crousaz, C., Z\u00fcrcher, R., Pepek, I., Seifert, T., & Schweier, J. (2026). From point clouds to forest management: Quantifying the sensitivity of a decision support framework to initialization data using close-range remote sensing. Ecological Informatics, 103896. https://doi.org/10.1016/j.ecoinf.2026.103896", "resource_type": "dataset", "resource_type_general": "dataset", "spatial": "{\"type\":\"GeometryCollection\",\"geometries\":[{\"type\":\"Polygon\",\"coordinates\":[[[8.84614,47.697689],[8.84614,47.706758],[8.874207,47.706758],[8.874207,47.697689],[8.84614,47.697689]]]}]}", "spatial_info": "Switzerland", "state": "active", "subtitle": "", "title": "From point clouds to forest management: Quantifying the sensitivity of a decision support framework to initialization data using close-range remote sensing", "type": "dataset", "url": null, "version": "1.0", "extras": [{"key": "deprecatedResources", "value": "[]"}], "resources": [{"cache_last_updated": null, "cache_url": null, "created": "2026-06-18T11:47:47.496627", "description": "", "doi": "", "format": "ZIP", "hash": "", "id": "682ba230-ac81-413b-b265-0597b1e5f3d0", "last_modified": null, "metadata_modified": "2026-06-18T12:01:45.890196", "mimetype": null, "mimetype_inner": null, "name": "dss_sensitivity_analysis_envidat.zip", "package_id": "6b3838ed-8433-492d-8424-2a19ae134b0a", "position": 0, "publication_state": "", "resource_size": "{\"size_units\": \"gb\", \"size_value\": \"19.2\"}", "resource_type": null, "restricted": "{\"level\": \"public\", \"allowed_users\": \"\"}", "size": null, "state": "active", "url": "https://envicloud.wsl.ch/#/?bucket=https%3A%2F%2Fos.zhdk.cloud.switch.ch%2Fenvicloud%2F&prefix=doi%2Fenvidat.784%2F", "url_type": ""}, {"cache_last_updated": null, "cache_url": null, "created": "2026-06-29T13:03:35.423697", "description": "", "doi": "", "format": "md", "hash": "", "id": "eaa7ed36-52f8-47fc-827c-a54a71292a4a", "last_modified": null, "metadata_modified": "2026-06-29T13:03:35.409882", "mimetype": "text/markdown", "mimetype_inner": "null", "name": "README.md", "package_id": "6b3838ed-8433-492d-8424-2a19ae134b0a", "position": 1, "resource_size": "{\"size_units\":\"kb\",\"size_value\":\"\"}", "resource_type": 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"c008815d-f4e2-4bac-ba88-98bf446d79bb", "name": "SENSITIVITY ANALYSIS", "state": "active", "vocabulary_id": null}, {"display_name": "UNCERTAINTY", "id": "923444da-46a4-4b76-9459-727a02802926", "name": "UNCERTAINTY", "state": "active", "vocabulary_id": null}], "groups": [], "relationships_as_subject": [], "relationships_as_object": []}, {"author": "[{\"affiliation\": \"WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\", \"curation\", \"software\", \"publication\", \"supervision\"], \"email\": \"valentin.moser@wsl.ch\", \"given_name\": \"Valentin\", \"identifier\": \"\", \"name\": \"Moser\"}, {\"affiliation\": \"umweltbildner.ch, Bern, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\", \"curation\", \"supervision\"], \"email\": \"silvan.minnig@umweltbildner.ch\", \"given_name\": \"Silvan\", \"identifier\": \"0009-0002-4918-6515\", \"name\": \"Minnig\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"validation\", \"curation\", \"supervision\"], \"email\": \"leonardo.capitani@wsl.ch\", \"given_name\": \"Leonardo\", \"identifier\": \"0000-0003-0292-5130\", \"name\": \"Capitani\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\"], \"email\": \"steffen.boch@wsl.ch\", \"given_name\": \"Steffen\", \"identifier\": \"0000-0003-2814-5343\", \"name\": \"Boch\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\"], \"email\": \"nina.cramer@wsl.ch\", \"given_name\": \"Nina\", \"identifier\": \"\", \"name\": \"Cramer\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\"], \"email\": \"oriana.edman@wsl.ch\", \"given_name\": \"Oriana\", \"identifier\": \"\", \"name\": \"Edman\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\"], \"email\": \"patrick.hofmann@wsl.ch\", \"given_name\": \"Patrick\", \"identifier\": \"\", \"name\": \"Hofmann\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\"], \"email\": \"alex.huerbin@wsl.ch\", \"given_name\": \"Alex\", \"identifier\": \"\", \"name\": \"H\\u00fcrbin\"}, {\"affiliation\": \"WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"validation\", \"curation\", \"supervision\"], \"email\": \"martin.obrist@wsl.ch\", \"given_name\": \"Martin K.\", \"identifier\": \"0000-0001-6766-044X\", \"name\": \"Obrist\"}, {\"affiliation\": \"Department of Aquatic Ecology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, D\\u00fcbendorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": \"supervision\", \"email\": \"Christopher.Robinson@eawag.ch\", \"given_name\": \"Christopher\", \"identifier\": \"0000-0002-6575-2743\", \"name\": \"Robinson\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\", \"curation\"], \"email\": \"dominic.tinner@wsl.ch\", \"given_name\": \"Dominic\", \"identifier\": \"\", \"name\": \"Tinner\"}, {\"affiliation\": \"Community Ecology, Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": [\"collection\", \"validation\", \"curation\"], \"email\": \"luca.zehnder@wsl.ch\", \"given_name\": \"Luca\", \"identifier\": \"\", \"name\": \"Zehnder\"}, {\"affiliation\": \"info fauna - Biberfachstelle, Neuch\\u00e2tel, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": \"supervision\", \"email\": \"christof.angst@infofauna.ch\", \"given_name\": \"Christof\", \"identifier\": \"0000-0001-7643-4831\", \"name\": \"Angst\"}, {\"affiliation\": \"Department of Aquatic Ecology, Eawag: Swiss Federal Institute of Aquatic Science and Technology, D\\u00fcbendorf, Switzerland\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": \"supervision\", \"email\": \"Francesco.Pomati@eawag.ch\", \"given_name\": \"Francesco\", \"identifier\": \"0000-0002-9746-3735\", \"name\": \"Pomati\"}, {\"affiliation\": \"Swiss Federal Insitute for Forest, Snow and Landscape Research WSL\", \"affiliation_02\": \"\", \"affiliation_03\": \"\", \"data_credit\": \"supervision\", \"email\": \"anita.risch@wsl.ch\", \"given_name\": \"Anita C.\", \"identifier\": \"0000-0003-0531-8336\", \"name\": \"Risch\"}]", "author_email": null, "creator_user_id": "81165aa7-a7ef-480d-bd25-2699d2327a6c", "date": "[{\"date\": \"2021-01-01\", \"date_type\": \"created\", \"end_date\": \"2025-07-31\"}, {\"date\": \"2021-01-01\", \"date_type\": \"collected\", \"end_date\": \"2022-12-31\"}]", "doi": "10.16904/envidat.693", "funding": "[{\"grant_number\": \"Blue-Green Biodiversity Research Initiative\", \"institution\": \"ETH Board\", \"institution_url\": \"\"}, {\"grant_number\": \"Nationales Biberprojekt\", \"institution\": \"BAFU\", \"institution_url\": \"\"}, {\"grant_number\": \"Makrozoobenthos Artbestimmung\", \"institution\": \"Paul Schiller Stiftung Grant\", \"institution_url\": \"\"}, {\"grant_number\": \"Makrozoobenthos Artbestimmung\", \"institution\": \"Ella & J.\u2009Paul Schnorf Stiftung Grant\", \"institution_url\": \"\"}, {\"grant_number\": \"Makrozoobenthos Artbestimmung\", \"institution\": \"Renaturierungsfonds Bern Grant\", \"institution_url\": \"\"}]", "id": "038b1431-ce5e-4b7b-891a-cac1fb8b313d", "isopen": true, "language": "en", "license_id": "CC0-1.0", "license_title": "Creative Commons Zero - No Rights Reserved (CC0 1.0)", "license_url": "https://creativecommons.org/publicdomain/zero/1.0/", "maintainer": "{\"affiliation\": \"\", \"email\": \"valentinmoser@hotmail.com\", \"given_name\": \"Valentin\", \"identifier\": \"\", \"name\": \"Moser\"}", "maintainer_email": null, "metadata_created": "2025-08-22T10:09:55.784775", "metadata_modified": "2026-07-14T11:23:29.852103", "name": "biodiversity-and-abundance-in-beaver-systems", "notes": "This dataset contains processed species richness, abundance, richness of unique species and evenness data collected to evaluate the ecological impacts of beaver-engineered ponds on ten aquatic and terrestrial taxa across a land-use gradient. We sampled plankton, aquatic invertebrates, fish, macrophytes, amphibians, dragonflies, terrestrial invertebrates (called terrestrial arthropods in code and data), flying arthropods, terrestrial plants, and bats. Site and treatment information (beaver pond vs. paired control sites along the same stream) and land-use variables (natural, agricultural, urban) are also provided.\r\n\r\nTemporal and Spatial Coverage:\r\nData were collected from 16 sites in Switzerland in 2021 and 2022, with 8 sites per year.\r\n\r\nOverview of the sampling:\r\nData was collected in 16 paired stream systems (beaver pond vs. control) in Switzerland. We sampled a 100 m stream section (for the beaver section, 25 metres below the dam to 75 metres above the dam for the pool, and 100 metres section in the Control area, 500 metres up-or downstream of the beaver dam) for amphibians, dragonflies and damselflies, macrophytes and fish. Aquatic invertebrates, flying arthropods and plankton were sampled at the aquatic central location of the pool. Bats, terrestrial plants and terrestrial invertebrates were sampled 1 m away from the water line at the centre of each transect. Land-use composition was quantified from GIS data within a 250-metre radius of the centre of each stream section.\r\n", "num_resources": 16, "num_tags": 22, "organization": {"id": "121fdf3a-35c5-4aee-9f88-680d927d5fcd", "name": "bgb", "title": "BGB", "type": "organization", "description": "_An Eawag-WSL collaboration focusing on Biodiversity at the interface of aquatic and terrestrial ecosystems._\r\n\r\nHotspots of biodiversity can be found both in freshwater and terrestrial (blue-green) environments, and especially at their interface. Freshwater and terrestrial ecosystems are often interdependent and rely on resources and substance flows across land-water boundaries. Many organisms depend on both environments, move across the boundaries or spend different life stages in different habitats. Yet blue-green ecosystems are seldom studied in an integrated manner, despite the fact that they are dramatically impacted by the current decrease of biodiversity associated with habitat fragmentation and loss, invasive species, climate change and other drivers. Research and action to reverse and mitigate the loss of biodiversity and associated ecosystem functions and services are thus crucially needed.\r\nIn order to tackle this scientifically and societally urgent topic, the ETH Board has funded a research initiative on Blue-Green Biodiversity (BGB). 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