Item talk:Q314346
From geokb
{
"USGS Publications Warehouse": { "@context": "https://schema.org", "@type": "Article", "additionalType": "Journal Article", "name": "Ratingcurve: A Python package for fitting streamflow rating curves", "identifier": [ { "@type": "PropertyValue", "propertyID": "USGS Publications Warehouse IndexID", "value": "70252273", "url": "https://pubs.usgs.gov/publication/70252273" }, { "@type": "PropertyValue", "propertyID": "USGS Publications Warehouse Internal ID", "value": 70252273 }, { "@type": "PropertyValue", "propertyID": "DOI", "value": "10.3390/hydrology11020014", "url": "https://doi.org/10.3390/hydrology11020014" } ], "journal": { "@type": "Periodical", "name": "Hydrology", "volumeNumber": "11", "issueNumber": "2" }, "inLanguage": "en", "isPartOf": [ { "@type": "CreativeWorkSeries", "name": "Hydrology" } ], "datePublished": "2024", "dateModified": "2024-03-22", "abstract": "Streamflow is one of the most important variables in hydrology, but it is difficult to measure continuously. As a result, nearly all streamflow time series are estimated from rating curves that define a mathematical relationship between streamflow and some easy-to-measure proxy like water surface elevation (stage). Despite the existence of automated methods, most rating curves are still fit manually, which can be time-consuming and subjective. Although several automated methods exist, they vary greatly in performance because of the non-convex nature of the problem. In this work, we develop a parameterization of the segmented power law that works reliably with minimal data, which could serve operationally or as a benchmark for evaluating other methods. The model, along with test data and tutorials, is available as an open-source Python package called\u00a0ratingcurve. The implementation uses a modern probabilistic machine-learning framework, which is relatively easy to modify so that others can improve upon it.", "description": "14, 9 p.", "publisher": { "@type": "Organization", "name": "MDPI" }, "author": [ { "@type": "Person", "name": "Hodson, Timothy O.", "givenName": "Timothy O.", "familyName": "Hodson", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0003-0962-5130", "url": "https://orcid.org/0000-0003-0962-5130" }, "affiliation": [ { "@type": "Organization", "name": "Central Midwest Water Science Center", "url": "https://www.usgs.gov/centers/cm-water" } ] }, { "@type": "Person", "name": "Kenney, Terry A. tkenney@usgs.gov", "givenName": "Terry A.", "familyName": "Kenney", "email": "tkenney@usgs.gov", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0003-4477-7295", "url": "https://orcid.org/0000-0003-4477-7295" } }, { "@type": "Person", "name": "Over, Thomas M.", "givenName": "Thomas M.", "familyName": "Over", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0001-8280-4368", "url": "https://orcid.org/0000-0001-8280-4368" }, "affiliation": [ { "@type": "Organization", "name": "Illinois Water Science Center", "url": "https://www.usgs.gov/centers/cm-water" } ] }, { "@type": "Person", "name": "Yeheyis, Muluken", "givenName": "Muluken", "familyName": "Yeheyis", "affiliation": [ { "@type": "Organization", "name": "Environment and Climate Change Canada" } ] }, { "@type": "Person", "name": "Doore, Keith James", "givenName": "Keith James", "familyName": "Doore", "identifier": { "@type": "PropertyValue", "propertyID": "ORCID", "value": "0000-0001-5035-4016", "url": "https://orcid.org/0000-0001-5035-4016" }, "affiliation": [ { "@type": "Organization", "name": "Central Midwest Water Science Center", "url": "https://www.usgs.gov/centers/cm-water" } ] } ], "funder": [ { "@type": "Organization", "name": "Central Midwest Water Science Center", "url": "https://www.usgs.gov/centers/cm-water" } ] }, "OpenAlex": { "_id": "https://openalex.org/w4391335698", "abstract_inverted_index": { "Streamflow": [ 0 ], "is": [ 1, 12, 121, 139 ], "one": [ 2 ], "of": [ 3, 49, 76, 80, 90 ], "the": [ 4, 47, 77, 81, 91 ], "most": [ 5, 52 ], "important": [ 6 ], "variables": [ 7 ], "in": [ 8, 73 ], "hydrology,": [ 9 ], "but": [ 10 ], "it": [ 11 ], "difficult": [ 13 ], "to": [ 14, 142 ], "measure": [ 15 ], "continuously.": [ 16 ], "As": [ 17 ], "a": [ 18, 32, 88, 107, 133 ], "result,": [ 19 ], "nearly": [ 20 ], "all": [ 21 ], "streamflow": [ 22, 36 ], "time": [ 23 ], "series": [ 24 ], "are": [ 25, 55 ], "estimated": [ 26 ], "from": [ 27 ], "rating": [ 28, 53 ], "curves": [ 29, 54 ], "that": [ 30, 95, 145 ], "define": [ 31 ], "mathematical": [ 33 ], "relationship": [ 34 ], "between": [ 35 ], "and": [ 37, 63, 119 ], "some": [ 38 ], "easy-to-measure": [ 39 ], "proxy": [ 40 ], "like": [ 41 ], "water": [ 42 ], "surface": [ 43 ], "elevation": [ 44 ], "(stage).": [ 45 ], "Despite": [ 46 ], "existence": [ 48 ], "automated": [ 50, 67 ], "methods,": [ 51 ], "still": [ 56 ], "fit": [ 57 ], "manually,": [ 58 ], "which": [ 59, 101, 138 ], "can": [ 60, 147 ], "be": [ 61 ], "time-consuming": [ 62 ], "subjective.": [ 64 ], "Although": [ 65 ], "several": [ 66 ], "methods": [ 68 ], "exist,": [ 69 ], "they": [ 70 ], "vary": [ 71 ], "greatly": [ 72 ], "performance": [ 74 ], "because": [ 75 ], "non-convex": [ 78 ], "nature": [ 79 ], "problem.": [ 82 ], "In": [ 83 ], "this": [ 84 ], "work,": [ 85 ], "we": [ 86 ], "develop": [ 87 ], "parameterization": [ 89 ], "segmented": [ 92 ], "power": [ 93 ], "law": [ 94 ], "works": [ 96 ], "reliably": [ 97 ], "with": [ 98, 116 ], "minimal": [ 99 ], "data,": [ 100 ], "could": [ 102 ], "serve": [ 103 ], "operationally": [ 104 ], "or": [ 105 ], "as": [ 106, 123 ], "benchmark": [ 108 ], "for": [ 109 ], "evaluating": [ 110 ], "other": [ 111 ], "methods.": [ 112 ], "The": [ 113, 130 ], "model,": [ 114 ], "along": [ 115 ], "test": [ 117 ], "data": [ 118 ], "tutorials,": [ 120 ], "available": [ 122 ], "an": [ 124 ], "open-source": [ 125 ], "Python": [ 126 ], "package": [ 127 ], "called": [ 128 ], "ratingcurve.": [ 129 ], "implementation": [ 131 ], "uses": [ 132 ], "modern": [ 134 ], "probabilistic": [ 135 ], "machine-learning": [ 136 ], "framework,": [ 137 ], "relatively": [ 140 ], "easy": [ 141 ], "modify": [ 143 ], "so": [ 144 ], "others": [ 146 ], "improve": [ 148 ], "upon": [ 149 ], "it.": [ 150 ] }, "apc_list": { "value": 1600, "currency": "CHF", "value_usd": 1732, "provenance": "doaj" }, "apc_paid": { "value": 1600, "currency": "CHF", "value_usd": 1732, "provenance": "doaj" }, "authorships": [ { "author_position": "first", "author": { "id": "https://openalex.org/A5022032881", "display_name": "Timothy Hodson", "orcid": "https://orcid.org/0000-0003-0962-5130" }, "institutions": [ { "id": "https://openalex.org/I1286329397", "display_name": "United States Geological Survey", "ror": "https://ror.org/035a68863", "country_code": "US", "type": "government", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Timothy O. Hodson", "raw_affiliation_strings": [ "U.S. Geological Survey Water Resources Mission Area, Urbana, IL 61801, USA" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey Water Resources Mission Area, Urbana, IL 61801, USA", "institution_ids": [ "https://openalex.org/I1286329397" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5034563137", "display_name": "Keith Doore", "orcid": "https://orcid.org/0000-0001-5035-4016" }, "institutions": [ { "id": "https://openalex.org/I1286329397", "display_name": "United States Geological Survey", "ror": "https://ror.org/035a68863", "country_code": "US", "type": "government", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Keith J. Doore", "raw_affiliation_strings": [ "U.S. Geological Survey Central Midwest Water Science Center, Iowa City, IA 52240, USA;" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey Central Midwest Water Science Center, Iowa City, IA 52240, USA;", "institution_ids": [ "https://openalex.org/I1286329397" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5051805180", "display_name": "Terry A. Kenney", "orcid": "https://orcid.org/0000-0003-4477-7295" }, "institutions": [ { "id": "https://openalex.org/I1286329397", "display_name": "United States Geological Survey", "ror": "https://ror.org/035a68863", "country_code": "US", "type": "government", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Terry A. Kenney", "raw_affiliation_strings": [ "U.S. Geological Survey Water Resources Mission Area, West Valley City, UT 84119, USA;" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey Water Resources Mission Area, West Valley City, UT 84119, USA;", "institution_ids": [ "https://openalex.org/I1286329397" ] } ] }, { "author_position": "middle", "author": { "id": "https://openalex.org/A5029827571", "display_name": "Thomas M. Over", "orcid": "https://orcid.org/0000-0001-8280-4368" }, "institutions": [ { "id": "https://openalex.org/I1286329397", "display_name": "United States Geological Survey", "ror": "https://ror.org/035a68863", "country_code": "US", "type": "government", "lineage": [ "https://openalex.org/I1286329397", "https://openalex.org/I1335927249" ] } ], "countries": [ "US" ], "is_corresponding": false, "raw_author_name": "Thomas M. Over", "raw_affiliation_strings": [ "U.S. Geological Survey Central Midwest Water Science Center, Urbana, IL 61801, USA;" ], "affiliations": [ { "raw_affiliation_string": "U.S. Geological Survey Central Midwest Water Science Center, Urbana, IL 61801, USA;", "institution_ids": [ "https://openalex.org/I1286329397" ] } ] }, { "author_position": "last", "author": { "id": "https://openalex.org/A5005891570", "display_name": "Muluken B. Yeheyis", "orcid": null }, "institutions": [ { "id": "https://openalex.org/I1342547582", "display_name": "Environment and Climate Change Canada", "ror": "https://ror.org/026ny0e17", "country_code": "CA", "type": "government", "lineage": [ "https://openalex.org/I1342547582", "https://openalex.org/I2802286613" ] } ], "countries": [ "CA" ], "is_corresponding": false, "raw_author_name": "Muluken B. Yeheyis", "raw_affiliation_strings": [ "Environment and Climate Change Canada, 351 Saint-Joseph Boulevard, Gatineau, QC K1A PH3, Canada;" ], "affiliations": [ { "raw_affiliation_string": "Environment and Climate Change Canada, 351 Saint-Joseph Boulevard, Gatineau, QC K1A PH3, Canada;", "institution_ids": [ "https://openalex.org/I1342547582" ] } ] } ], "best_oa_location": { "is_oa": true, "landing_page_url": "https://doi.org/10.3390/hydrology11020014", "pdf_url": "https://www.mdpi.com/2306-5338/11/2/14/pdf?version=1706497310", "source": { "id": "https://openalex.org/S4210184486", "display_name": "Hydrology", "issn_l": "2306-5338", "issn": [ "2306-5338" ], "is_oa": true, "is_in_doaj": true, "is_core": true, "host_organization": "https://openalex.org/P4310310987", "host_organization_name": "Multidisciplinary Digital Publishing Institute", "host_organization_lineage": [ "https://openalex.org/P4310310987" ], "host_organization_lineage_names": [ "Multidisciplinary Digital Publishing Institute" ], "type": "journal" }, "license": "cc-by", "license_id": "https://openalex.org/licenses/cc-by", "version": "publishedVersion", "is_accepted": true, "is_published": true }, "biblio": { "volume": "11", "issue": "2", "first_page": "14", "last_page": "14" }, "citation_normalized_percentile": null, "cited_by_api_url": "https://api.openalex.org/works?filter=cites:W4391335698", "cited_by_count": 0, "cited_by_percentile_year": { "min": 0, "max": 88 }, "concepts": [ { "id": "https://openalex.org/C53739315", "wikidata": "https://www.wikidata.org/wiki/Q29425295", "display_name": "Streamflow", "level": 3, "score": 0.8217966 }, { "id": "https://openalex.org/C519991488", "wikidata": "https://www.wikidata.org/wiki/Q28865", "display_name": "Python (programming language)", "level": 2, "score": 0.78636014 }, { "id": "https://openalex.org/C87027312", "wikidata": "https://www.wikidata.org/wiki/Q3487242", "display_name": "Rating curve", "level": 3, "score": 0.64653385 }, { "id": "https://openalex.org/C41008148", "wikidata": "https://www.wikidata.org/wiki/Q21198", "display_name": "Computer science", "level": 0, "score": 0.6113063 }, { "id": "https://openalex.org/C2984074130", "wikidata": "https://www.wikidata.org/wiki/Q73539779", "display_name": "R package", "level": 2, "score": 0.5309462 }, { "id": "https://openalex.org/C2780148112", "wikidata": "https://www.wikidata.org/wiki/Q1432581", "display_name": "Proxy (statistics)", "level": 2, "score": 0.5211477 }, { "id": "https://openalex.org/C2780009758", "wikidata": "https://www.wikidata.org/wiki/Q6804172", "display_name": "Measure (data warehouse)", "level": 2, "score": 0.45773152 }, { "id": "https://openalex.org/C49937458", "wikidata": "https://www.wikidata.org/wiki/Q2599292", "display_name": "Probabilistic logic", "level": 2, "score": 0.45752725 }, { "id": "https://openalex.org/C124101348", "wikidata": "https://www.wikidata.org/wiki/Q172491", "display_name": "Data mining", "level": 1, "score": 0.42671582 }, { "id": "https://openalex.org/C76886044", "wikidata": "https://www.wikidata.org/wiki/Q2883300", "display_name": "Hydrology (agriculture)", "level": 2, "score": 0.35034347 }, { "id": "https://openalex.org/C154945302", "wikidata": "https://www.wikidata.org/wiki/Q11660", "display_name": "Artificial intelligence", "level": 1, "score": 0.31066847 }, { "id": "https://openalex.org/C119857082", "wikidata": "https://www.wikidata.org/wiki/Q2539", "display_name": "Machine learning", "level": 1, "score": 0.30275756 }, { "id": "https://openalex.org/C127313418", "wikidata": "https://www.wikidata.org/wiki/Q1069", "display_name": "Geology", "level": 0, "score": 0.1442191 }, { "id": "https://openalex.org/C199360897", "wikidata": "https://www.wikidata.org/wiki/Q9143", "display_name": "Programming language", "level": 1, "score": 0.10845792 }, { "id": "https://openalex.org/C58640448", "wikidata": "https://www.wikidata.org/wiki/Q42515", "display_name": "Cartography", "level": 1, "score": 0.09080261 }, { "id": "https://openalex.org/C126645576", "wikidata": "https://www.wikidata.org/wiki/Q166620", "display_name": "Drainage basin", "level": 2, "score": 0.0 }, { "id": "https://openalex.org/C187320778", "wikidata": "https://www.wikidata.org/wiki/Q1349130", "display_name": "Geotechnical engineering", "level": 1, "score": 0.0 }, { "id": "https://openalex.org/C2816523", "wikidata": "https://www.wikidata.org/wiki/Q180184", "display_name": "Sediment", "level": 2, "score": 0.0 }, { "id": "https://openalex.org/C205649164", "wikidata": "https://www.wikidata.org/wiki/Q1071", "display_name": "Geography", "level": 0, "score": 0.0 }, { "id": "https://openalex.org/C151730666", "wikidata": "https://www.wikidata.org/wiki/Q7205", "display_name": "Paleontology", "level": 1, "score": 0.0 } ], "corresponding_author_ids": [], "corresponding_institution_ids": [], "countries_distinct_count": 2, "counts_by_year": [], "created_date": "2024-01-30", "datasets": [], "display_name": "Ratingcurve: A Python Package for Fitting Streamflow Rating Curves", "doi": "https://doi.org/10.3390/hydrology11020014", "fulltext_origin": "pdf", "fwci": 0.0, "grants": [], "has_fulltext": true, "id": "https://openalex.org/W4391335698", "ids": { "openalex": "https://openalex.org/W4391335698", "doi": "https://doi.org/10.3390/hydrology11020014" }, "indexed_in": [ "crossref" ], "institutions_distinct_count": 2, "is_paratext": false, "is_retracted": false, "keywords": [ { "id": "https://openalex.org/keywords/python", "display_name": "Python (programming language)", "score": 0.78636014 }, { "id": "https://openalex.org/keywords/rating-curve", "display_name": "Rating curve", "score": 0.64653385 }, { "id": "https://openalex.org/keywords/streamflow-trends", "display_name": "Streamflow Trends", "score": 0.59318 }, { "id": "https://openalex.org/keywords/hydrology", "display_name": "Hydrology", "score": 0.542145 }, { "id": "https://openalex.org/keywords/rainfall-runoff-modeling", "display_name": "Rainfall-Runoff Modeling", "score": 0.540868 }, { "id": "https://openalex.org/keywords/r-package", "display_name": "R package", "score": 0.5309462 }, { "id": "https://openalex.org/keywords/hydrological-modeling", "display_name": "Hydrological Modeling", "score": 0.526355 }, { "id": "https://openalex.org/keywords/proxy", "display_name": "Proxy (statistics)", "score": 0.5211477 }, { "id": "https://openalex.org/keywords/groundwater-level-forecasting", "display_name": "Groundwater Level Forecasting", "score": 0.514378 } ], "language": "en", "locations": [ { "is_oa": true, "landing_page_url": "https://doi.org/10.3390/hydrology11020014", "pdf_url": "https://www.mdpi.com/2306-5338/11/2/14/pdf?version=1706497310", "source": { "id": "https://openalex.org/S4210184486", "display_name": "Hydrology", "issn_l": "2306-5338", "issn": [ "2306-5338" ], "is_oa": true, "is_in_doaj": true, "is_core": true, "host_organization": "https://openalex.org/P4310310987", "host_organization_name": "Multidisciplinary Digital Publishing Institute", "host_organization_lineage": [ "https://openalex.org/P4310310987" ], "host_organization_lineage_names": [ "Multidisciplinary Digital Publishing Institute" ], "type": "journal" }, "license": "cc-by", "license_id": "https://openalex.org/licenses/cc-by", "version": "publishedVersion", "is_accepted": true, "is_published": true } ], "locations_count": 1, "mesh": [], "ngrams_url": "https://api.openalex.org/works/W4391335698/ngrams", "open_access": { "is_oa": true, "oa_status": "gold", "oa_url": "https://www.mdpi.com/2306-5338/11/2/14/pdf?version=1706497310", "any_repository_has_fulltext": false }, "primary_location": { "is_oa": true, "landing_page_url": "https://doi.org/10.3390/hydrology11020014", "pdf_url": "https://www.mdpi.com/2306-5338/11/2/14/pdf?version=1706497310", "source": { "id": "https://openalex.org/S4210184486", "display_name": "Hydrology", "issn_l": "2306-5338", "issn": [ "2306-5338" ], "is_oa": true, "is_in_doaj": true, "is_core": true, "host_organization": "https://openalex.org/P4310310987", "host_organization_name": "Multidisciplinary Digital Publishing Institute", "host_organization_lineage": [ "https://openalex.org/P4310310987" ], "host_organization_lineage_names": [ "Multidisciplinary Digital Publishing Institute" ], "type": "journal" }, "license": "cc-by", "license_id": "https://openalex.org/licenses/cc-by", "version": "publishedVersion", "is_accepted": true, "is_published": true }, "primary_topic": { "id": "https://openalex.org/T10330", "display_name": "Hydrological Modeling and Water Resource Management", "score": 0.9991, "subfield": { "id": "https://openalex.org/subfields/2312", "display_name": "Water Science and Technology" }, "field": { "id": "https://openalex.org/fields/23", "display_name": "Environmental Science" }, "domain": { "id": "https://openalex.org/domains/3", "display_name": "Physical Sciences" } }, "publication_date": "2024-01-28", "publication_year": 2024, "referenced_works": [ "https://openalex.org/W1957575022", "https://openalex.org/W1999884815", "https://openalex.org/W2074763044", "https://openalex.org/W2077637719", "https://openalex.org/W2079796493", "https://openalex.org/W2093689556", "https://openalex.org/W2217402295", "https://openalex.org/W2264709743", "https://openalex.org/W2885449134", "https://openalex.org/W2888167712", "https://openalex.org/W2925299697", "https://openalex.org/W2962994101", "https://openalex.org/W2963977107", "https://openalex.org/W2978927916", "https://openalex.org/W4200350019" ], "referenced_works_count": 15, "related_works": [ "https://openalex.org/W98325756", "https://openalex.org/W4206439804", "https://openalex.org/W3174343427", "https://openalex.org/W3017129813", "https://openalex.org/W2954194496", "https://openalex.org/W2439644404", "https://openalex.org/W2341492732", "https://openalex.org/W2283146602", "https://openalex.org/W2040823998", "https://openalex.org/W2000979301" ], "sustainable_development_goals": [ { "display_name": "Clean water and sanitation", "id": "https://metadata.un.org/sdg/6", "score": 0.41 } ], "title": "Ratingcurve: A Python Package for Fitting Streamflow Rating Curves", "topics": [ { "id": "https://openalex.org/T10330", "display_name": "Hydrological Modeling and Water Resource Management", "score": 0.9991, "subfield": { "id": "https://openalex.org/subfields/2312", "display_name": "Water Science and Technology" }, "field": { "id": "https://openalex.org/fields/23", "display_name": "Environmental Science" }, "domain": { "id": "https://openalex.org/domains/3", "display_name": "Physical Sciences" } }, { "id": "https://openalex.org/T11490", "display_name": "Hydrological Modeling using Machine Learning Methods", "score": 0.9937, "subfield": { "id": "https://openalex.org/subfields/2305", "display_name": "Environmental Engineering" }, "field": { "id": "https://openalex.org/fields/23", "display_name": "Environmental Science" }, "domain": { "id": "https://openalex.org/domains/3", "display_name": "Physical Sciences" } }, { "id": "https://openalex.org/T11186", "display_name": "Global Drought Monitoring and Assessment", "score": 0.9937, "subfield": { "id": "https://openalex.org/subfields/2306", "display_name": "Global and Planetary Change" }, "field": { "id": "https://openalex.org/fields/23", "display_name": "Environmental Science" }, "domain": { "id": "https://openalex.org/domains/3", "display_name": "Physical Sciences" } } ], "type": "article", "type_crossref": "journal-article", "updated_date": "2024-08-11T21:57:18.196408", "versions": [] }
}