{"accessLimitation":{"value":"registrationRequired","availability":"Available","description":"Access to the resource is limited to users who have created a user account or registered with the service providing access to the resource.","uri":"http://vocab.nerc.ac.uk/collection/N07/current/RACC/"},"authors":[{"familyName":"Vesuviano","givenName":"G.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-2157-8875","fullName":"Vesuviano, G."},{"familyName":"Mathias","givenName":"S.A.","organisationName":"Durham University","role":"author","email":"s.a.mathias@durham.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-3054-9056","fullName":"Mathias, S.A."},{"familyName":"Rahayu","givenName":"R.","organisationName":"Durham University","role":"author","email":"rahmawati.rahayu@durham.ac.uk","fullName":"Rahayu, R."},{"familyName":"Reaney","givenName":"S.M.","organisationName":"Durham University","role":"author","email":"sim.reaney@durham.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-3063-2044","fullName":"Reaney, S.M."}],"availability":"Available","boundingBoxes":[{"westBoundLongitude":106.758,"eastBoundLongitude":108.005,"southBoundLatitude":-7.191,"northBoundLatitude":-5.967,"bounds":"{\"type\": \"Feature\",      \"properties\": {},      \"geometry\": {        \"type\": \"Polygon\",        \"coordinates\": [[[106.758, -7.191], [106.758, -5.967], [108.005, -5.967], [108.005, -7.191], [106.758, -7.191]]]      }}","coordinates":"[[[106.758, -7.191], [106.758, -5.967], [108.005, -5.967], [108.005, -7.191], [106.758, -7.191]]]"}],"citation":{"authors":["Vesuviano, G.","Mathias, S.A.","Rahayu, R.","Reaney, S.M."],"bibtex":"https://catalogue.ceh.ac.uk/documents/f6cec7d4-edee-44b8-8f44-86d4f12ac72d/citation?format=bib","day":2,"doi":"10.5285/f6cec7d4-edee-44b8-8f44-86d4f12ac72d","month":9,"publisher":"NERC EDS Environmental Information Data Centre","resourceTypeGeneral":"dataset","ris":"https://catalogue.ceh.ac.uk/documents/f6cec7d4-edee-44b8-8f44-86d4f12ac72d/citation?format=ris","title":"Parameters for rainfall-runoff modelling in subcatchments of the Citarum basin, Java, Indonesia","url":"https://doi.org/10.5285/f6cec7d4-edee-44b8-8f44-86d4f12ac72d","year":2022},"custodians":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"}],"datasetReferenceDate":{"publicationDate":"2022-09-02"},"description":"The dataset contains parameter values that maximize revised Kling Gupta Efficiency (KGE’) between modelled and observed daily mean river flows when running one of 24 different hydrological models with one of 21 different climatic input datasets in one of 33 different catchments across the Citarum basin or 5 catchments across the Ciliwung basin, both in Java island, Indonesia. This dataset was created as part of a study on the advantages and disadvantages of using existing hydrological models, primarily developed for temperate and cold climates, in a tropical volcanic region. The hydrological models were based on those created for MARRMoT v1.2 (10.5194/gmd-12-2463-2019), recoded as sequential models in the R programming language.\n\nThis work was supported by the Natural Environment Research Council (Grants NE/S00310X/1 and NE/S002790/1).\n","distributionFormats":[{"name":"Comma-separated values (CSV)","type":"text/csv","version":"unknown"}],"distributorContacts":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"distributor","email":"info@eidc.ac.uk"}],"funding":[{"funderName":"Natural Environment Research Council","funderIdentifier":"https://ror.org/02b5d8509","awardNumber":"NE/S00310X/1","orcid":false,"ror":true},{"funderName":"Natural Environment Research Council","funderIdentifier":"https://ror.org/02b5d8509","awardNumber":"NE/S002790/1","orcid":false,"ror":true}],"id":"f6cec7d4-edee-44b8-8f44-86d4f12ac72d","incomingCitationCount":0,"infoLinks":[{"url":"https://data-package.ceh.ac.uk/sd/f6cec7d4-edee-44b8-8f44-86d4f12ac72d.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"}],"keywordsOther":[{"value":"Rainfall-runoff model"},{"value":"Model parameters"}],"keywordsPlace":[{"value":"Indonesia"}],"keywordsTheme":[{"value":"Hydrology","uri":"http://onto.nerc.ac.uk/CEHMD/topic/9"}],"licences":[{"value":"This resource is available under the terms of the Open Government Licence","code":"license","uri":"https://eidc.ac.uk/licences/ogl/plain"}],"lineage":"The parameter set in each row of each file was selected from 100,000 candidate sets – being the one set that maximized KGE’ between modelled and observed river flow.\n\nFirst, 100,000 candidate parameter sets were generated by sampling the parameter values from uniform distributions with upper and lower limits suggested for each model parameter in the documentation of MARRMoT v1.2 (10.5194/gmd-12-2463-2019). Each model was input with one of 21 combinations of seven precipitation datasets of daily time resolution (AgMERRA, CHIRPS v2, CPC, MSWEP v2, PERSIANN-CDR, SA-OBS, Yanto (10.1038/sdata.2017.72)) and three evapotranspiration datasets of daily time resolution (AgMERRA, SA-OBS, Yanto) as climatic input data – for each catchment separately, catchment-average values were produced by identifying the catchment outline from a hydrologically corrected Digital Elevation Model  (HydroSHEDS v1.1 CON 15-arcsecond) and overlaying this into the gridded precipitation and evapotranspiration products. Daily mean runoff (the model outflow) was obtained for each of the 38 catchments for 2,100,000 cases (100,000 parameter sets with 7 precipitation and 3 evapotranspiration datasets). Then, modified Kling-Gupta Efficency (KGE’) between modelled and observed daily mean flow was found, ignoring the first three years of modelled flow as “spin-up”.\n\nFinally, the parameter set resulting in the highest KGE’ was saved for each catchment with each combination of input climatic data (38 catchments × 7 precipitation datasets × 3 evapotranspiration datasets = 798 parameter sets), for each model, resulting in the 24 files of 798 rows each that comprise this dataset. \n","metadataDate":"2026-06-29T15:40:57","notGEMINI":true,"onlineResources":[{"url":"https://data-package.ceh.ac.uk/data/f6cec7d4-edee-44b8-8f44-86d4f12ac72d","name":"Download the data","description":"Download a copy of this data","function":"download","type":"OTHER"},{"url":"https://data-package.ceh.ac.uk/sd/f6cec7d4-edee-44b8-8f44-86d4f12ac72d.zip","name":"Supporting information","description":"Supporting information available to assist in re-use of this dataset","function":"information","type":"OTHER"}],"pointsOfContact":[{"honorificPrefix":"Dr","familyName":"Vesuviano","givenName":"Gianni","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"pointOfContact","email":"enquiries@ceh.ac.uk","address":{"deliveryPoint":"Maclean Building, Benson Lane, Crowmarsh Gifford","city":"Wallingford","administrativeArea":"Oxfordshire","postalCode":"OX10 8BB","country":"United Kingdom"},"fullName":"Vesuviano, G.","pointOfContact":"UK Centre for Ecology & Hydrology"}],"publicationDate":"2022-09-02T00:00:00.000Z","publishers":[{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"}],"resourceIdentifiers":[{"code":"https://catalogue.ceh.ac.uk/id/f6cec7d4-edee-44b8-8f44-86d4f12ac72d"},{"code":"10.5285/f6cec7d4-edee-44b8-8f44-86d4f12ac72d","codeSpace":"doi"}],"resourceType":{"value":"dataset"},"responsibleParties":[{"familyName":"Vesuviano","givenName":"G.","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"author","email":"enquiries@ceh.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-2157-8875","fullName":"Vesuviano, G."},{"familyName":"Mathias","givenName":"S.A.","organisationName":"Durham University","role":"author","email":"s.a.mathias@durham.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-3054-9056","fullName":"Mathias, S.A."},{"familyName":"Rahayu","givenName":"R.","organisationName":"Durham University","role":"author","email":"rahmawati.rahayu@durham.ac.uk","fullName":"Rahayu, R."},{"familyName":"Reaney","givenName":"S.M.","organisationName":"Durham University","role":"author","email":"sim.reaney@durham.ac.uk","nameIdentifier":"https://orcid.org/0000-0003-3063-2044","fullName":"Reaney, S.M."},{"honorificPrefix":"Dr","familyName":"Vesuviano","givenName":"Gianni","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"pointOfContact","email":"enquiries@ceh.ac.uk","address":{"deliveryPoint":"Maclean Building, Benson Lane, Crowmarsh Gifford","city":"Wallingford","administrativeArea":"Oxfordshire","postalCode":"OX10 8BB","country":"United Kingdom"},"fullName":"Vesuviano, G.","pointOfContact":"UK Centre for Ecology & Hydrology"},{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"custodian","email":"info@eidc.ac.uk"},{"organisationName":"NERC EDS Environmental Information Data Centre","organisationIdentifier":"https://ror.org/04xw4m193","role":"publisher","email":"info@eidc.ac.uk"},{"honorificPrefix":"Dr","familyName":"Vesuviano","givenName":"Gianni","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"rightsHolder","email":"enquiries@ceh.ac.uk","fullName":"Vesuviano, G."}],"rightsHolders":[{"honorificPrefix":"Dr","familyName":"Vesuviano","givenName":"Gianni","organisationName":"UK Centre for Ecology & Hydrology","organisationIdentifier":"https://ror.org/00pggkr55","role":"rightsHolder","email":"enquiries@ceh.ac.uk","fullName":"Vesuviano, G."}],"spatialReferenceSystems":[{"code":"http://www.opengis.net/def/crs/EPSG/0/3857","title":"WGS 84 / Pseudo-Mercator"}],"spatialRepresentationTypes":["textTable"],"supplemental":[{"description":"Knoben W.J.M, Freer J.E., Fowler K.J.A, Peel M.C. and Woods R.A.. 2019. 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