[ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/Head", "@graph": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/assertion", "http://www.w3.org/ns/prov#wasDerivedFrom": [ { "@id": "https://api.rohub.org/api/ros/7435ba71-48f2-4475-999e-cd818cc941ce/crate/download/ro-crate-metadata.json" } ] } ] }, { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/assertion", "@graph": [ { "@id": "http://eurovoc.europa.eu/3949", "http://schema.org/description": [ { "@value": "" } ], "http://schema.org/name": [ { "@value": "Applied sciences" } ], "@type": [ "http://schema.org/DefinedTerm" ] }, { "@id": "http://eurovoc.europa.eu/c_a935cf3f", "http://schema.org/description": [ { "@value": "" } ], "http://schema.org/name": [ { "@value": "Earth observation" } ], "@type": [ "http://schema.org/DefinedTerm" ] }, { "@id": "http://w3id.org/ro-id/rohub/model#funder/6b7c4b7d-a372-455b-bd3f-bd426bd687af", "http://purl.org/ontology/bibo/doi": [ { "@value": "10.13039/501100007601" } ], "http://schema.org/name": [ { "@value": "Horizon 2020" } ], "@type": [ "http://schema.org/Organization" ] }, { "@id": "https://mrs.geo.tuwien.ac.at/", "@type": [ "http://schema.org/Organization" ] }, { "@id": "https://ror.org/10.13039/501100000780::101017529", "http://schema.org/funder": [ { "@id": "http://w3id.org/ro-id/rohub/model#funder/6b7c4b7d-a372-455b-bd3f-bd426bd687af" } ], "http://schema.org/identifier": [ { "@value": "10.13039/501100000780::101017529" } ], "http://schema.org/name": [ { "@value": "Copernicus - eoSC AnaLytics Engine" } ], "http://schema.org/title": [ { "@value": "Copernicus - eoSC AnaLytics Engine" } ], "@type": [ "http://schema.org/Grant" ] }, { "@id": "https://w3id.org/ro-id/016ff3a9-c662-41de-bd30-423466de97da", "http://schema.org/name": [ { "@value": "influence" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "13.210702341137125" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "7.9" } ] }, { "@id": "https://w3id.org/ro-id/06845dd0-5b8d-4c4f-9bcf-09988d921fff", "http://schema.org/name": [ { "@value": "Climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Environment/Climate change" } ] }, { "@id": "https://w3id.org/ro-id/0bf01187-94aa-4942-b161-9277c093bf72", "http://schema.org/name": [ { "@value": "Natural gas" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Economy, business and finance/Economic sector/Energy and resource/Natural gas" } ] }, { "@id": "https://w3id.org/ro-id/0f11ff51-a3cc-4660-b494-07ea337fdec9", "http://schema.org/name": [ { "@value": "pipeline" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "3.680336487907466" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "3.5" } ] }, { "@id": "https://w3id.org/ro-id/1204b2ea-09e8-4b2c-b320-0c549037d31f", "http://schema.org/name": [ { "@value": "wetland" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "19.768664563617246" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "18.8" } ] }, { "@id": "https://w3id.org/ro-id/149ad02c-46bf-4626-85b4-618202328561", "http://schema.org/name": [ { "@value": "heat" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "4.73186119873817" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "4.5" } ] }, { "@id": "https://w3id.org/ro-id/1b3b06e4-f566-41dd-aa6d-8520145b547b", "http://schema.org/name": [ { "@value": "driver" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "3.680336487907466" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "3.5" } ] }, { "@id": "https://w3id.org/ro-id/25454a91-2318-4a9a-bbd6-44957fab8fbe", "http://schema.org/name": [ { "@value": "ecosystem" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "7.886435331230285" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "7.5" } ] }, { "@id": "https://w3id.org/ro-id/34c68b72-e602-49ab-b744-5407cb3fb45f", "http://schema.org/name": [ { "@value": "influence" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "9.35856992639327" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "8.9" } ] }, { "@id": "https://w3id.org/ro-id/3f72cedb-08a4-4655-8be3-c33ebe2c4dd3", "http://schema.org/name": [ { "@value": "monitor wetland" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "12.298387096774194" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "6.1" } ] }, { "@id": "https://w3id.org/ro-id/41178b7e-25ea-4d95-8cc6-641b60b30c1f", "http://schema.org/name": [ { "@value": "Methane is around 25 times as powerful in trapping heat in the atmosphere, but because it does not stay in the atmosphere as long, it more has a short-term influence on the rate of climate change." } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "31.626506024096383" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "21.0" } ] }, { "@id": "https://w3id.org/ro-id/45f8b43b-cf15-4e8e-ad27-eefbc2ae593c", "http://schema.org/name": [ { "@value": "Ecosystem" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Environment/Nature/Ecosystem" } ] }, { "@id": "https://w3id.org/ro-id/4aeca278-731b-4f6d-abbd-cbc46087e8ea", "http://schema.org/name": [ { "@value": "geophysics" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#NASA" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.33742621541023254" } ] }, { "@id": "https://w3id.org/ro-id/5e68c716-9e71-4cbe-9fde-973f153c4509", "http://schema.org/name": [ { "@value": "climate change" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "4.942166140904312" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "4.7" } ] }, { "@id": "https://w3id.org/ro-id/6ae2d99c-26e9-4b0c-9a5b-547e95f5bb63", "http://schema.org/name": [ { "@value": "environmental sciences" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.8669049143791199" } ] }, { "@id": "https://w3id.org/ro-id/6e274683-0405-46e9-b8b5-edcf8f5808a5", "http://schema.org/name": [ { "@value": "role" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "4.100946372239748" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "3.9" } ] }, { "@id": "https://w3id.org/ro-id/71c6ff0d-d880-46e0-8757-b705271ed3e7", "http://schema.org/name": [ { "@value": "methane" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "10.830704521556257" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "10.3" } ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/#enrichment_service-account-enrichment", "http://schema.org/name": [ { "@value": "service-account-enrichment" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/", "http://schema.org/about": [ { "@id": "http://eurovoc.europa.eu/3949" }, { "@id": "http://eurovoc.europa.eu/c_a935cf3f" } ], "http://schema.org/author": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" }, { "@id": "mailto:matthias.schramm@geo.tuwien.ac.at" } ], "http://schema.org/contentSize": [ { "@value": "3523184", "@type": "http://www.w3.org/2001/XMLSchema#integer" } ], "http://schema.org/contentUrl": [ { "@value": "https://api.rohub.org/api/ros/7435ba71-48f2-4475-999e-cd818cc941ce/crate/download/" } ], "http://schema.org/creator": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/dateCreated": [ { "@value": "2023-07-12 07:20:55.783495+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2025-03-05 00:50:04.115964+00:00" } ], "http://schema.org/datePublished": [ { "@value": "2023-07-12 07:20:55.783495+00:00" } ], "http://schema.org/description": [ { "@value": "With this pipeline we aim to provide users with the ability to train spatiotemporally robust machine learning models to detect and monitor wetlands and thus assessing their state over time. Wetlands play a vital role in the ecosystem, but also have critical influence on methane emissions. Methane is around 25 times as powerful in trapping heat in the atmosphere, but because it does not stay in the atmosphere as long, it more has a short-term influence on the rate of climate change. See also this news release by NOAA for more details. Wetlands have been one of the major drivers of methane in the atmosphere, acting as source instead of a sink while not being stable, including water stress as well as renaturation." } ], "http://schema.org/encodingFormat": [ { "@value": "application/ld+json" } ], "http://schema.org/funder": [ { "@id": "http://w3id.org/ro-id/rohub/model#funder/6b7c4b7d-a372-455b-bd3f-bd426bd687af" } ], "http://schema.org/funding": [ { "@id": "https://ror.org/10.13039/501100000780::101017529" } ], "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/3ed621fa-3dbb-4da1-acc8-6b8376c8c761" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/828d889c-5659-455d-860d-f0ccaa033448" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/93323200-f489-4f91-9127-e199f3c6b40e" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/a090a228-f73e-4f91-90ac-de9760d4b051" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/6490541f-f772-4937-8883-095fe45f8a89" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/b2a0811d-304e-4b27-968a-6826b3e723ca" } ], "http://schema.org/identifier": [ { "@value": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce" } ], "http://schema.org/keywords": [ { "@value": "C-SCALE community" }, { "@value": "ML" }, { "@value": "Sentinel-1" }, { "@value": "U-Net" }, { "@value": "Wetlands" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/mainEntity": [ { "@value": "Software" } ], "http://schema.org/name": [ { "@value": "C-SCALE ML-Pipeline for Wetland Monitoring" } ], "http://schema.org/publisher": [ { "@id": "https://mrs.geo.tuwien.ac.at/" } ], "http://w3id.org/ro-id/rohub/model#community": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/48e548f7-dfc4-4af7-9b72-22d77c1b4f3a" } ], "http://w3id.org/ro-id/rohub/model#creation_mode": [ { "@value": "MANUAL" } ], "@type": [ "http://purl.org/wf4ever/ro#ResearchObject", "http://purl.org/wf4ever/roevo#LiveRO", "http://purl.org/wf4ever/wf4ever#WorkflowResearchObject", "http://schema.org/Dataset" ], "https://w3id.org/contentdesc#Domain": [ { "@value": "https://w3id.org/ro-id/ea417351-9eaa-46d2-9f28-1386b29e4e84" } ], "https://w3id.org/contentdesc#Organization": [ { "@value": "https://w3id.org/ro-id/ee6b2adb-050f-40d3-a58b-d61d9d1c5dca" } ], "https://w3id.org/ro/terms/earth-science#Concept": [ { "@value": "https://w3id.org/ro-id/0f11ff51-a3cc-4660-b494-07ea337fdec9" }, { "@value": "https://w3id.org/ro-id/1204b2ea-09e8-4b2c-b320-0c549037d31f" }, { "@value": "https://w3id.org/ro-id/149ad02c-46bf-4626-85b4-618202328561" }, { "@value": "https://w3id.org/ro-id/1b3b06e4-f566-41dd-aa6d-8520145b547b" }, { "@value": "https://w3id.org/ro-id/25454a91-2318-4a9a-bbd6-44957fab8fbe" }, { "@value": "https://w3id.org/ro-id/34c68b72-e602-49ab-b744-5407cb3fb45f" }, { "@value": "https://w3id.org/ro-id/5e68c716-9e71-4cbe-9fde-973f153c4509" }, { "@value": "https://w3id.org/ro-id/6e274683-0405-46e9-b8b5-edcf8f5808a5" }, { "@value": "https://w3id.org/ro-id/71c6ff0d-d880-46e0-8757-b705271ed3e7" }, { "@value": "https://w3id.org/ro-id/9d0f07c1-8a56-4315-a3b5-5be445233bdb" }, { "@value": "https://w3id.org/ro-id/aa3fceb2-7088-4a0a-8851-e7755127a783" }, { "@value": "https://w3id.org/ro-id/b2e8e4a4-ba08-41d2-af36-3a8821c9b76f" }, { "@value": "https://w3id.org/ro-id/cf03cf16-9ef7-4e87-a67a-b01411d18b44" }, { "@value": "https://w3id.org/ro-id/e77f5087-12f9-404c-a6f5-995c20d18ba4" } ], "https://w3id.org/ro/terms/earth-science#FieldOfResearch": [ { "@value": "https://w3id.org/ro-id/6ae2d99c-26e9-4b0c-9a5b-547e95f5bb63" }, { "@value": "https://w3id.org/ro-id/76f0f04d-f2ac-4a5f-96a8-2b0fcec01630" } ], "https://w3id.org/ro/terms/earth-science#IPTC": [ { "@value": "https://w3id.org/ro-id/06845dd0-5b8d-4c4f-9bcf-09988d921fff" }, { "@value": "https://w3id.org/ro-id/0bf01187-94aa-4942-b161-9277c093bf72" }, { "@value": "https://w3id.org/ro-id/45f8b43b-cf15-4e8e-ad27-eefbc2ae593c" }, { "@value": "https://w3id.org/ro-id/ce3f1025-ea22-4713-9f47-17d3ace9e330" } ], "https://w3id.org/ro/terms/earth-science#Lemma": [ { "@value": "https://w3id.org/ro-id/016ff3a9-c662-41de-bd30-423466de97da" }, { "@value": "https://w3id.org/ro-id/8836275d-6345-4607-9c01-97fb51b6ed23" }, { "@value": "https://w3id.org/ro-id/8c9ead17-7adf-4687-90e0-8cc68484fd53" }, { "@value": "https://w3id.org/ro-id/957ffc67-83eb-4f6f-b942-972779a7811a" }, { "@value": "https://w3id.org/ro-id/a47d3ab0-2d2e-4674-ab0d-0f32c2fd59a2" }, { "@value": "https://w3id.org/ro-id/ed13b03e-0e3f-4d02-8882-7110088fc6ef" }, { "@value": "https://w3id.org/ro-id/ef385012-542e-4fba-b2f1-98a311758dbd" } ], "https://w3id.org/ro/terms/earth-science#NASA": [ { "@value": "https://w3id.org/ro-id/4aeca278-731b-4f6d-abbd-cbc46087e8ea" }, { "@value": "https://w3id.org/ro-id/ddb1041c-9e19-4216-996a-8c86dd35bc9b" } ], "https://w3id.org/ro/terms/earth-science#Phrase": [ { "@value": "https://w3id.org/ro-id/3f72cedb-08a4-4655-8be3-c33ebe2c4dd3" }, { "@value": "https://w3id.org/ro-id/7c0fee22-61a4-464b-8af7-f4e6cfd50fcd" }, { "@value": "https://w3id.org/ro-id/8a9c2ce8-f524-4528-930e-a38f5b28bd28" }, { "@value": "https://w3id.org/ro-id/a47f5322-3eaa-4b59-975b-54dbf3a64fb0" }, { "@value": "https://w3id.org/ro-id/d4c9e06f-3eb4-46e0-8bc8-96baa69444e8" } ], "https://w3id.org/ro/terms/earth-science#Sentence": [ { "@value": "https://w3id.org/ro-id/41178b7e-25ea-4d95-8cc6-641b60b30c1f" }, { "@value": "https://w3id.org/ro-id/9cf1d569-1b9a-41ab-af07-da20fb07cd3b" }, { "@value": "https://w3id.org/ro-id/b1c143e8-d1cc-4393-b083-4d24cc35bb69" } ], "https://w3id.org/ro/terms/earth-science#template": [ { "@value": "https://w3id.org/ro/terms/earth-science#WorkflowCentricResearchObjectTemplate" } ], "https://www.w3.org/ns/iana/link-relations/relation#cite-as": [ { "@value": "Raml, Bernhard, and Matthias Schramm. \"C-SCALE ML-Pipeline for Wetland Monitoring.\" ROHub. Jul 12 ,2023. https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce." } ] }, { "@id": "mailto:bernhard.raml@tuwien.ac.at", "http://schema.org/email": [ { "@value": "bernhard.raml@tuwien.ac.at" } ], "http://schema.org/name": [ { "@value": "Bernhard Raml" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "mailto:matthias.schramm@geo.tuwien.ac.at", "http://schema.org/affiliation": [ { "@value": "TU Wien" } ], "http://schema.org/email": [ { "@value": "matthias.schramm@geo.tuwien.ac.at" } ], "http://schema.org/name": [ { "@value": "Matthias Schramm" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/3ed621fa-3dbb-4da1-acc8-6b8376c8c761", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/65f5f32b-636a-413f-9baf-44625bda62a0" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/b517ad29-a94b-478d-8685-6a5062190b25" } ], "http://schema.org/name": [ { "@value": "datasets" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/828d889c-5659-455d-860d-f0ccaa033448", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/2f14b444-4387-41a3-9549-ee8cc8bf9dc6" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/434ff095-8845-41ed-b952-54d0ffe8303a" }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/61852e6e-03b0-4c42-b50a-7353707fbd4d" } ], "http://schema.org/name": [ { "@value": "workflows" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/93323200-f489-4f91-9127-e199f3c6b40e", "http://schema.org/name": [ { "@value": "config" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/a090a228-f73e-4f91-90ac-de9760d4b051", "http://schema.org/name": [ { "@value": "biblio" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/6490541f-f772-4937-8883-095fe45f8a89", "http://schema.org/author": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/contentSize": [ { "@value": "3511716", "@type": "http://www.w3.org/2001/XMLSchema#integer" } ], "http://schema.org/contentUrl": [ { "@value": "https://api.rohub.org/api/resources/6490541f-f772-4937-8883-095fe45f8a89/download/" } ], "http://schema.org/creator": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/dateCreated": [ { "@value": "2023-07-12 08:57:46.845114+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-07-12 08:57:47.701695+00:00" } ], "http://schema.org/encodingFormat": [ { "@value": "image/png" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "wetland-header-img.png" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-07-12 08:57:46.845114+00:00" } ], "@type": [ "http://purl.org/wf4ever/roterms#Sketch", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/b2a0811d-304e-4b27-968a-6826b3e723ca", "http://schema.org/author": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/contentUrl": [ { "@value": "https://github.com/c-scale-community/use-case-wetland-water-stress" } ], "http://schema.org/creator": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/dateCreated": [ { "@value": "2023-07-12 07:32:13.743088+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-07-12 08:58:08.106419+00:00" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "GitHub repository" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-07-12 07:32:13.743088+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "https://w3id.org/ro/terms/earth-science#SWDocumentation" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/48e548f7-dfc4-4af7-9b72-22d77c1b4f3a", "@type": [ "http://w3id.org/ro-id/rohub/model#community" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/2f14b444-4387-41a3-9549-ee8cc8bf9dc6", "http://schema.org/name": [ { "@value": "components" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/65f5f32b-636a-413f-9baf-44625bda62a0", "http://schema.org/name": [ { "@value": "results" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/b517ad29-a94b-478d-8685-6a5062190b25", "http://schema.org/hasPart": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/2176b3f7-c45b-4c29-8b84-637761c69a3e" } ], "http://schema.org/name": [ { "@value": "inputs" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/434ff095-8845-41ed-b952-54d0ffe8303a", "http://schema.org/name": [ { "@value": "main" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/folders/61852e6e-03b0-4c42-b50a-7353707fbd4d", "http://schema.org/name": [ { "@value": "nested" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Folder", "http://schema.org/Dataset" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/resources/2176b3f7-c45b-4c29-8b84-637761c69a3e", "http://schema.org/author": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/contentUrl": [ { "@value": "https://doi.org/10.48436/x8p2j-1tj74" } ], "http://schema.org/creator": [ { "@id": "mailto:bernhard.raml@tuwien.ac.at" } ], "http://schema.org/dateCreated": [ { "@value": "2023-07-12 08:09:36.317532+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-07-12 08:09:36.932436+00:00" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Sentinel-1 Global Harmonic Parameters: A Seasonal Model for Flood Mapping and More" } ], "http://schema.org/sdDatePublished": [ { "@value": "2023-07-12 08:09:36.317532+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "https://w3id.org/ro/terms/earth-science#DataCubeCollection" ] }, { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/ro-crate-metadata.json", "http://purl.org/dc/terms/conformsTo": [ { "@id": "https://w3id.org/ro/crate/1.1" } ], "http://schema.org/about": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/" } ], "@type": [ "http://schema.org/CreativeWork" ] }, { "@id": "https://w3id.org/ro-id/76f0f04d-f2ac-4a5f-96a8-2b0fcec01630", "http://schema.org/name": [ { "@value": "environmental science and management" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#FieldOfResearch" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.8669049143791199" } ] }, { "@id": "https://w3id.org/ro-id/7c0fee22-61a4-464b-8af7-f4e6cfd50fcd", "http://schema.org/name": [ { "@value": "influence on methane emissions" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "10.282258064516128" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.1" } ] }, { "@id": "https://w3id.org/ro-id/8836275d-6345-4607-9c01-97fb51b6ed23", "http://schema.org/name": [ { "@value": "methane" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "15.719063545150503" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "9.4" } ] }, { "@id": "https://w3id.org/ro-id/8a9c2ce8-f524-4528-930e-a38f5b28bd28", "http://schema.org/name": [ { "@value": "drivers of methane" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "32.86290322580645" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "16.3" } ] }, { "@id": "https://w3id.org/ro-id/8c9ead17-7adf-4687-90e0-8cc68484fd53", "http://schema.org/name": [ { "@value": "atmosphere" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "12.54180602006689" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "7.5" } ] }, { "@id": "https://w3id.org/ro-id/957ffc67-83eb-4f6f-b942-972779a7811a", "http://schema.org/name": [ { "@value": "wetland" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "28.42809364548495" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "17.0" } ] }, { "@id": "https://w3id.org/ro-id/9cf1d569-1b9a-41ab-af07-da20fb07cd3b", "http://schema.org/name": [ { "@value": "Wetlands play a vital role in the ecosystem, but also have critical influence on methane emissions." } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "31.475903614457827" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "20.9" } ] }, { "@id": "https://w3id.org/ro-id/9d0f07c1-8a56-4315-a3b5-5be445233bdb", "http://schema.org/name": [ { "@value": "press release" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "7.045215562565721" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "6.7" } ] }, { "@id": "https://w3id.org/ro-id/a47d3ab0-2d2e-4674-ab0d-0f32c2fd59a2", "http://schema.org/name": [ { "@value": "machine learning" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "8.528428093645484" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.1" } ] }, { "@id": "https://w3id.org/ro-id/a47f5322-3eaa-4b59-975b-54dbf3a64fb0", "http://schema.org/name": [ { "@value": "news release by NOAA" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "11.491935483870968" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.7" } ] }, { "@id": "https://w3id.org/ro-id/aa3fceb2-7088-4a0a-8851-e7755127a783", "http://schema.org/name": [ { "@value": "rate" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "3.575184016824396" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "3.4" } ] }, { "@id": "https://w3id.org/ro-id/b1c143e8-d1cc-4393-b083-4d24cc35bb69", "http://schema.org/name": [ { "@value": "With this pipeline we aim to provide users with the ability to train spatiotemporally robust machine learning models to detect and monitor wetlands and thus assessing their state over time." } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Sentence" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "36.89759036144578" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "24.5" } ] }, { "@id": "https://w3id.org/ro-id/b2e8e4a4-ba08-41d2-af36-3a8821c9b76f", "http://schema.org/name": [ { "@value": "atmosphere" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "9.04311251314406" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "8.6" } ] }, { "@id": "https://w3id.org/ro-id/ce3f1025-ea22-4713-9f47-17d3ace9e330", "http://schema.org/name": [ { "@value": "Wetlands" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#IPTC" ], "https://w3id.org/ro/terms/earth-science#path": [ { "@value": "Environment/Natural resources/Water/Wetlands" } ] }, { "@id": "https://w3id.org/ro-id/cf03cf16-9ef7-4e87-a67a-b01411d18b44", "http://schema.org/name": [ { "@value": "National Oceanic and Atmospheric Administration" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "5.467928496319664" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.2" } ] }, { "@id": "https://w3id.org/ro-id/d4c9e06f-3eb4-46e0-8bc8-96baa69444e8", "http://schema.org/name": [ { "@value": "machine learning model" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Phrase" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "33.06451612903225" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "16.4" } ] }, { "@id": "https://w3id.org/ro-id/ddb1041c-9e19-4216-996a-8c86dd35bc9b", "http://schema.org/name": [ { "@value": "geosciences" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#NASA" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "0.33742621541023254" } ] }, { "@id": "https://w3id.org/ro-id/e77f5087-12f9-404c-a6f5-995c20d18ba4", "http://schema.org/name": [ { "@value": "machine learning" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Concept" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "5.888538380651946" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "5.6" } ] }, { "@id": "https://w3id.org/ro-id/ea417351-9eaa-46d2-9f28-1386b29e4e84", "http://schema.org/name": [ { "@value": "ecology" } ], "@type": [ "https://w3id.org/contentdesc#Domain" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "100.0" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "12.3" } ] }, { "@id": "https://w3id.org/ro-id/ed13b03e-0e3f-4d02-8882-7110088fc6ef", "http://schema.org/name": [ { "@value": "news release" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "10.200668896321071" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "6.1" } ] }, { "@id": "https://w3id.org/ro-id/ee6b2adb-050f-40d3-a58b-d61d9d1c5dca", "http://schema.org/name": [ { "@value": "National Oceanic and Atmospheric Administration" } ], "@type": [ "https://w3id.org/contentdesc#Organization" ], "https://w3id.org/ro/terms/earth-science#wikidata": [ { "@value": "https://www.wikidata.org/wiki/Q214700" } ] }, { "@id": "https://w3id.org/ro-id/ef385012-542e-4fba-b2f1-98a311758dbd", "http://schema.org/name": [ { "@value": "ecosystem" } ], "@type": [ "https://w3id.org/ro/terms/earth-science#Lemma" ], "https://w3id.org/ro/terms/earth-science#normScore": [ { "@value": "11.371237458193981" } ], "https://w3id.org/ro/terms/earth-science#score": [ { "@value": "6.8" } ] }, { "@id": "mailto:remote.sensing@geo.tuwien.ac.at", "http://schema.org/email": [ { "@value": "remote.sensing@geo.tuwien.ac.at" } ], "http://schema.org/name": [ { "@value": "TU Wien Remote Sensing" } ], "@type": [ "http://xmlns.com/foaf/0.1/Agent" ] } ] }, { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E", "http://purl.org/dc/terms/created": [ { "@value": "2025-11-11T16:09:58.550+01:00", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "http://purl.org/nanopub/x/introduces": [ { "@id": "https://w3id.org/ro-id/7435ba71-48f2-4475-999e-cd818cc941ce/" } ], "@type": [ "http://purl.org/nanopub/x/RoCrateNanopub" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "C-SCALE ML-Pipeline for Wetland Monitoring" } ] }, { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E/sig", "http://purl.org/nanopub/x/hasAlgorithm": [ { "@value": "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey": [ { "@value": "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEA4pPaESKwmC6l37P86K6TNLq6yeQtc7m9CvcqauLs/1FC0viHvQnFBgxj0a+loPDv/Egwe6OqFpa0iW9Ypnyz9YPoh+pxbRXonbuMOb+8Ry9hXZ+TEKfWjhjVDGEaClwfRwglh2HI/xfV4CD9AgvDOEoZQiyta8a90PYwJ3G6e70oCHTn61+OWTkI9KRYHOYgg3btdy2Z7q/30PTFawb2ZT5aIfIJYobUYv2a7yhtcqWCHZeKv0bxGnRjTFNx1rscBMlLJSzvRtpQc1cCRVEPFZHo1adaXCI9tGvn4cxeNQ96y8dxkN1XhpaJairde+23MDzf42Oe97KG2HYzKiyVnQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature": [ { "@value": "QbhKe0J9IOKqMONNpU8hYmPKCFlrtAGQ/4y+G5sX5FTXUvQwXKOVc6rssKI+3rdN3pe1y7fGcaobjdaal8dsekZwENjkyDdy6KeqKdLqrYbHtP+2gYfCE/lj7AXlRUAfXqnlmP82gq4srgXGss4hAtiU1Dll7jdDTHZdZp2FmiNTG6wpxuhRn9aEEd9jXuxdjSl5dqdQ5LwTVHwxrBrsW8CIK5r0VcsM692FwpWixrF4pNMIo5e+97lwe+Al6sG5PmW0C2MF1m2qsoIBlViWmmen0zZOCFZmg7gY4EOPJQnJCMMtFZwrJFPEJQD76G2hxM7tdZ//YKQebPX0t8h3nA==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAGj2TGwgk_wQVEVLTb5bur90drRpSvcfBzNK5boiin7E" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://w3id.org/kpxl/gen/terms/RoCrateBot" } ] } ] } ]