C-SCALE Workflow Solution: Automated monthly river forecasts using Wflow
has assertion: assertion
has provenance: provenance
has publication info: pubinfo
type: Nanopublication
created: 2026-05-11T16:12:15.405+02:00
creator: RoCrateBot
type: FAIRDigitalObject
type: RoCrateNanopub

Hydrology
type: DefinedTerm

Applied sciences
type: DefinedTerm

Earth sciences
type: DefinedTerm

Horizon 2020
doi: 10.13039/501100007601
type: Organization

C-SCALE workflow description
date created: 2023-04-14 08:02:17.087465+00:00
date modified: 2023-04-14 08:02:17.997581+00:00
license: no-permission
sd date published: 2023-04-14 08:02:17.087465+00:00
type: Resource
type: MediaObject
type: Thing

GitHub repository
date created: 2023-04-14 08:00:29.970863+00:00
date modified: 2023-04-14 08:09:22.993033+00:00
license: no-permission
sd date published: 2023-04-14 08:00:29.970863+00:00
type: Workflow
type: Resource
type: MediaObject

Copernicus - eoSC AnaLytics Engine
title: Copernicus - eoSC AnaLytics Engine
type: Grant

C-SCALE Community
description: Enabling Copernicus Big Data Analytics through EOSC
type: community

ensemble
type: Concept
norm score: 9.787234042553191
score: 9.2

C scale
type: Lemma
norm score: 13.170731707317072
score: 8.1

C scale
type: Concept
norm score: 9.148936170212766
score: 8.6

solution
type: Lemma
norm score: 9.75609756097561
score: 6.0

Music
type: IPTC
path: Arts, culture and entertainment/Arts and entertainment/Music

Weather forecast
type: IPTC
path: Weather/Weather forecast

solution
type: Concept
norm score: 7.0212765957446805
score: 6.6

workflow
type: Lemma
norm score: 28.61788617886179
score: 17.6

earth sciences
type: FieldOfResearch
norm score: 100.0
score: 0.6513849496841431

meteorology
type: Domain
norm score: 100.0
score: 7.6

drainage basin
type: Concept
norm score: 4.680851063829788
score: 4.4

ensemble river discharge
type: Phrase
norm score: 10.0
score: 6.4

forecast
type: Lemma
norm score: 11.707317073170731
score: 7.2

workflow
type: Concept
norm score: 20.851063829787236
score: 19.6

river forecast
type: Phrase
norm score: 8.59375
score: 5.5

input file
type: Concept
norm score: 3.1914893617021276
score: 3.0

high resolution
type: Lemma
norm score: 12.357723577235772
score: 7.6

Weather
type: IPTC
path: Weather

river discharge
type: Lemma
norm score: 10.731707317073171
score: 6.6

Rivers
type: IPTC
path: Environment/Natural resources/Water/Rivers

forecast
type: Concept
norm score: 11.808510638297872
score: 11.1

C-scale workflow solution
type: Phrase
norm score: 60.15625
score: 38.5

template
type: Concept
norm score: 3.617021276595745
score: 3.4

C-SCALE Workflow Solution: Automated monthly river forecasts using Wflow.
type: Sentence
norm score: 31.550802139037433
score: 17.7

monitoring
type: Concept
norm score: 5.0
score: 4.7

This workflow produces a monthly high resolution, ensemble river discharge forecast for a river basin of interest.
type: Sentence
norm score: 26.02495543672014
score: 14.6

simulation
type: Concept
norm score: 4.468085106382978
score: 4.2

geophysics
type: NASA
norm score: 100.0
score: 0.7751058340072632

C-SCALE workflow solutions are intended to give users a template and reusable components to start building monitoring, modelling and forecasting applications
type: Sentence
norm score: 42.42424242424242
score: 23.8

high resolution
type: Concept
norm score: 8.829787234042554
score: 8.3

discharge
type: Concept
norm score: 7.9787234042553195
score: 7.5

ensemble
type: Lemma
norm score: 13.658536585365853
score: 8.4

re-analysis
type: Concept
norm score: 3.617021276595745
score: 3.4

building monitoring
type: Phrase
norm score: 7.8125
score: 5.0

forecasting application
type: Phrase
norm score: 13.4375
score: 8.6

geosciences
type: NASA
norm score: 100.0
score: 0.7751058340072632

geophysics
type: FieldOfResearch
norm score: 100.0
score: 0.6513849496841431

POINT (4.38106119632721 51.986148773826365)
type: Place

POINT (4.38106119632721 51.986148773826365)
latitude: 4.38106119632721
longitude: 51.986148773826365
type: GeoCoordinates

C-SCALE Workflow Solution: Automated monthly river forecasts using Wflow
about: Hydrology
about: Applied sciences
about: Earth sciences
content size: 375756
date created: 2023-04-14 07:48:38.439170+00:00
date modified: 2025-10-17 20:05:03.108228+00:00
date published: 2023-04-14 07:48:38.439170+00:00
description: C-SCALE workflow solutions are intended to give users a template and reusable components to start building monitoring, modelling and forecasting applications Easily deploy a workflow that produces a monthly high resolution, ensemble river discharge forecast for a river basin of interest. This workflow produces a monthly high resolution, ensemble river discharge forecast for a river basin of interest. It build upon locally developed tools, and combines these in a workflow that is deployed in the cloud. The workflow uses the global ERA5 re-analysis product and SEAS5 seasonal meteorological forecasts from the Copernicus Climate Data Store as input for the wflow_sbm hydrological model. The input data is automatically downloaded for the model domain, resampled to the required model grid, and runs a 50-member ensemble forecast simulation. This workflow is triggered every month when new SEAS5 forecasts become available.
encoding format: application/ld+json
funding: Copernicus - eoSC AnaLytics Engine
has part: C-SCALE workflow description
has part: GitHub repository
license: no-permission
publisher: en
creation mode: MANUAL
type: ResearchObject
type: LiveRO
type: WorkflowResearchObject
type: Dataset
template: https://w3id.org/ro/terms/earth-science#WorkflowCentricResearchObjectTemplate
cite-as: Buitink, Joost, Jaap Langemeijer, Bjorn Backeberg, and Frederiek Sperna Weiland. "C-SCALE Workflow Solution: Automated monthly river forecasts using Wflow." ROHub. Apr 14 ,2023. https://w3id.org/ro-id/f503fc7e-9e64-40d7-8d35-490a2b358bc3.

https://w3id.org/ro-id/f503fc7e-9e64-40d7-8d35-490a2b358bc3/4c63064d-7e64-44fe-ba31-65400077ebb2
as WKT: POINT (4.38106119632721 51.986148773826365)
type: Geometry
type: Point

datasets
type: Folder
type: Dataset

inputs
type: Folder
type: Dataset

nested
type: Folder
type: Dataset

results
type: Folder
type: Dataset

biblio
type: Folder
type: Dataset

config
type: Folder
type: Dataset

components
type: Folder
type: Dataset

workflows
type: Folder
type: Dataset

main
type: Folder
type: Dataset

workflow.png
content size: 104875
date created: 2023-04-14 07:56:44.540254+00:00
date modified: 2023-04-14 07:56:45.760780+00:00
encoding format: image/png
license: no-permission
sd date published: 2023-04-14 07:56:44.540254+00:00
type: Sketch
type: Resource
type: MediaObject

discharge_ts1.png
content size: 277051
date created: 2023-04-14 07:58:58.422419+00:00
date modified: 2023-04-14 07:58:59.266149+00:00
encoding format: image/png
license: no-permission
sd date published: 2023-04-14 07:58:58.422419+00:00
type: Sketch
type: Resource
type: MediaObject

Frederiek Sperna Weiland
type: Agent

Bjorn Backeberg
type: Agent

Deltares
type: Agent

Jaap Langemeijer
type: Agent

Joost Buitink
type: Agent

service-account-enrichment
type: Agent

sig
has algorithm: RSA
signed by: RoCrateBot