{"id":"https://openalex.org/W3137160051","doi":"https://doi.org/10.3390/rs13051039","title":"Improvement of Spatial Interpolation of Precipitation Distribution Using Cokriging Incorporating Rain-Gauge and Satellite (SMOS) Soil Moisture Data","display_name":"Improvement of Spatial Interpolation of Precipitation Distribution Using Cokriging Incorporating Rain-Gauge and Satellite (SMOS) Soil Moisture Data","publication_year":2021,"publication_date":"2021-03-09","ids":{"openalex":"https://openalex.org/W3137160051","doi":"https://doi.org/10.3390/rs13051039","mag":"3137160051"},"language":"en","primary_location":{"id":"doi:10.3390/rs13051039","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13051039","pdf_url":"https://www.mdpi.com/2072-4292/13/5/1039/pdf?version=1615378250","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/13/5/1039/pdf?version=1615378250","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046106792","display_name":"B. Usowicz","orcid":"https://orcid.org/0000-0002-6134-2237"},"institutions":[{"id":"https://openalex.org/I4210107764","display_name":"Institute of Agrophysics, Polish Academy of Sciences","ror":"https://ror.org/01qxm2j98","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210107764","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Bogus\u0142aw Usowicz","raw_affiliation_strings":["Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland"],"affiliations":[{"raw_affiliation_string":"Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland","institution_ids":["https://openalex.org/I4210107764"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004186059","display_name":"Jerzy Lipiec","orcid":"https://orcid.org/0000-0001-5268-0966"},"institutions":[{"id":"https://openalex.org/I4210107764","display_name":"Institute of Agrophysics, Polish Academy of Sciences","ror":"https://ror.org/01qxm2j98","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210107764","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jerzy Lipiec","raw_affiliation_strings":["Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland"],"affiliations":[{"raw_affiliation_string":"Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland","institution_ids":["https://openalex.org/I4210107764"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029532370","display_name":"Mateusz \u0141ukowski","orcid":"https://orcid.org/0000-0003-2795-5408"},"institutions":[{"id":"https://openalex.org/I4210107764","display_name":"Institute of Agrophysics, Polish Academy of Sciences","ror":"https://ror.org/01qxm2j98","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210107764","https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Mateusz \u0141ukowski","raw_affiliation_strings":["Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland"],"affiliations":[{"raw_affiliation_string":"Institute of Agrophysics, Polish Academy of Sciences, Do\u015bwiadczalna 4, 20-290 Lublin, Poland","institution_ids":["https://openalex.org/I4210107764"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075812390","display_name":"Jan S\u0142omi\u0144ski","orcid":"https://orcid.org/0000-0002-1955-9512"},"institutions":[{"id":"https://openalex.org/I122697084","display_name":"Centrum Bada\u0144 Kosmicznych","ror":"https://ror.org/03zm2br59","country_code":"PL","type":"facility","lineage":["https://openalex.org/I122697084","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Jan S\u0142omi\u0144ski","raw_affiliation_strings":["Space Research Centre, Polish Academy of Sciences, Bartycka 18A, 00-716 Warsaw, Poland"],"affiliations":[{"raw_affiliation_string":"Space Research Centre, Polish Academy of Sciences, Bartycka 18A, 00-716 Warsaw, Poland","institution_ids":["https://openalex.org/I122697084","https://openalex.org/I99542240"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046106792"],"corresponding_institution_ids":["https://openalex.org/I4210107764"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.9008,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.90983585,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"13","issue":"5","first_page":"1039","last_page":"1039"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11234","display_name":"Precipitation Measurement and Analysis","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.9998000264167786,"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/T10644","display_name":"Cryospheric studies and observations","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inverse-distance-weighting","display_name":"Inverse distance weighting","score":0.7329408526420593},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7211989164352417},{"id":"https://openalex.org/keywords/precipitation","display_name":"Precipitation","score":0.7015206217765808},{"id":"https://openalex.org/keywords/rain-gauge","display_name":"Rain gauge","score":0.6880956292152405},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.6237139701843262},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.5747442245483398},{"id":"https://openalex.org/keywords/spatial-distribution","display_name":"Spatial distribution","score":0.5529428720474243},{"id":"https://openalex.org/keywords/multivariate-interpolation","display_name":"Multivariate interpolation","score":0.4661703407764435},{"id":"https://openalex.org/keywords/watershed","display_name":"Watershed","score":0.44110772013664246},{"id":"https://openalex.org/keywords/water-content","display_name":"Water content","score":0.41656115651130676},{"id":"https://openalex.org/keywords/spatial-variability","display_name":"Spatial variability","score":0.4116821885108948},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.36878103017807007},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.3615049719810486},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.34537452459335327},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.2519952058792114},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17371776700019836},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1396215558052063}],"concepts":[{"id":"https://openalex.org/C47872207","wikidata":"https://www.wikidata.org/wiki/Q1430701","display_name":"Inverse distance weighting","level":4,"score":0.7329408526420593},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7211989164352417},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.7015206217765808},{"id":"https://openalex.org/C120961793","wikidata":"https://www.wikidata.org/wiki/Q190052","display_name":"Rain gauge","level":3,"score":0.6880956292152405},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.6237139701843262},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.5747442245483398},{"id":"https://openalex.org/C2777016058","wikidata":"https://www.wikidata.org/wiki/Q7574061","display_name":"Spatial distribution","level":2,"score":0.5529428720474243},{"id":"https://openalex.org/C203332170","wikidata":"https://www.wikidata.org/wiki/Q6334079","display_name":"Multivariate interpolation","level":3,"score":0.4661703407764435},{"id":"https://openalex.org/C150547873","wikidata":"https://www.wikidata.org/wiki/Q947851","display_name":"Watershed","level":2,"score":0.44110772013664246},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.41656115651130676},{"id":"https://openalex.org/C94747663","wikidata":"https://www.wikidata.org/wiki/Q7574086","display_name":"Spatial variability","level":2,"score":0.4116821885108948},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.36878103017807007},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.3615049719810486},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.34537452459335327},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.2519952058792114},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17371776700019836},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1396215558052063},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C205203396","wikidata":"https://www.wikidata.org/wiki/Q612143","display_name":"Bilinear interpolation","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs13051039","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13051039","pdf_url":"https://www.mdpi.com/2072-4292/13/5/1039/pdf?version=1615378250","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d70c9fc7289e4c2983178d5fc9b1278a","is_oa":true,"landing_page_url":"https://doaj.org/article/d70c9fc7289e4c2983178d5fc9b1278a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 13, Iss 5, p 1039 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/13/5/1039/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs13051039","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs13051039","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs13051039","pdf_url":"https://www.mdpi.com/2072-4292/13/5/1039/pdf?version=1615378250","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"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,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3137160051.pdf","grobid_xml":"https://content.openalex.org/works/W3137160051.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W1448604344","https://openalex.org/W1550206690","https://openalex.org/W1972736953","https://openalex.org/W1973492692","https://openalex.org/W1974211373","https://openalex.org/W1977441627","https://openalex.org/W1979940623","https://openalex.org/W1980119991","https://openalex.org/W1981480030","https://openalex.org/W1993731464","https://openalex.org/W1996375963","https://openalex.org/W1998041414","https://openalex.org/W2003567919","https://openalex.org/W2003938839","https://openalex.org/W2029291795","https://openalex.org/W2034956981","https://openalex.org/W2056193610","https://openalex.org/W2063274650","https://openalex.org/W2072654600","https://openalex.org/W2072903702","https://openalex.org/W2080430101","https://openalex.org/W2084789048","https://openalex.org/W2087242960","https://openalex.org/W2092981979","https://openalex.org/W2094973654","https://openalex.org/W2115208153","https://openalex.org/W2116428100","https://openalex.org/W2135752245","https://openalex.org/W2141219203","https://openalex.org/W2144051257","https://openalex.org/W2153929342","https://openalex.org/W2154630229","https://openalex.org/W2155601180","https://openalex.org/W2157980636","https://openalex.org/W2160445377","https://openalex.org/W2167670765","https://openalex.org/W2249468287","https://openalex.org/W2329036072","https://openalex.org/W2348428089","https://openalex.org/W2482718210","https://openalex.org/W2529371834","https://openalex.org/W2575270753","https://openalex.org/W2593025517","https://openalex.org/W2613490474","https://openalex.org/W2621390516","https://openalex.org/W2740694965","https://openalex.org/W2767069991","https://openalex.org/W2783794630","https://openalex.org/W2794063637","https://openalex.org/W2795800690","https://openalex.org/W2797490744","https://openalex.org/W2883760052","https://openalex.org/W2891118032","https://openalex.org/W2909571150","https://openalex.org/W2914296818","https://openalex.org/W2917539550","https://openalex.org/W2923153689","https://openalex.org/W2940998957","https://openalex.org/W2943276871","https://openalex.org/W2947259873","https://openalex.org/W2969986354","https://openalex.org/W2970549764","https://openalex.org/W2981730281","https://openalex.org/W2989156480","https://openalex.org/W2992567001","https://openalex.org/W3012015081","https://openalex.org/W3095729060","https://openalex.org/W3097419414","https://openalex.org/W4233034318","https://openalex.org/W6633142322","https://openalex.org/W6753048962"],"related_works":["https://openalex.org/W2021907765","https://openalex.org/W2357092082","https://openalex.org/W4221115393","https://openalex.org/W2389334698","https://openalex.org/W1965726555","https://openalex.org/W2800389260","https://openalex.org/W2362713997","https://openalex.org/W3082665713","https://openalex.org/W2101792336","https://openalex.org/W4245424902"],"abstract_inverted_index":{"Precipitation":[0],"data":[1,50,139,176,289,297],"provide":[2],"a":[3,142,292],"crucial":[4],"input":[5],"for":[6,115,204,220,222,242,249,278,281,305],"examining":[7],"hydrological":[8],"issues,":[9],"including":[10],"watershed":[11],"management":[12],"and":[13,21,31,60,102,106,121,126,185,235,245,263],"mitigation":[14],"of":[15,18,35,68,82,86,90,119,129,211,215,230,254,261,272,295,308,312,317],"the":[16,29,66,80,83,130,152,161,182,205,212,218,228,243,252,299,309,318],"effects":[17],"floods,":[19],"drought,":[20],"landslides.":[22],"However,":[23],"they":[24],"are":[25,76],"collected":[26,140],"frequently":[27],"from":[28,48,146,164,181],"scarce":[30],"often":[32],"insufficient":[33],"network":[34],"ground-based":[36,57],"rain-gauge":[37,148,167],"stations":[38,149,168],"to":[39,56,64,78,94,202],"generate":[40],"continuous":[41],"precipitation":[42,45,69,138,203],"maps.":[43],"Recently,":[44],"maps":[46],"derived":[47],"satellite":[49,190],"have":[51],"not":[52],"been":[53],"sufficiently":[54],"linked":[55],"rain":[58],"gauges":[59],"satellite-derived":[61],"soil":[62,178],"moisture":[63,179],"improve":[65],"assessment":[67],"distribution":[70,85,214,311],"using":[71],"spatial":[72,84,117,213,310],"statistics.":[73],"Kriging":[74],"methods":[75,275,304],"used":[77,195],"enhance":[79],"estimation":[81,307],"precipitations.":[87,283],"The":[88,174,208,270,284],"aim":[89],"this":[91],"study":[92,153,285],"was":[93,217,236,256,276],"assess":[95],"two":[96],"geostatistical":[97],"methods,":[98],"ordinary":[99,103],"kriging":[100],"(OK)":[101],"cokriging":[104,300],"(OCK),":[105],"one":[107],"deterministic":[108],"method":[109],"(i.e.,":[110],"inverse":[111],"distance":[112],"weighting":[113],"(IDW))":[114],"improved":[116],"interpolation":[118,274],"quarterly":[120,268,282],"monthly":[122,158,250,279],"precipitations":[123,159,216,313],"in":[124,151,160,170,192,200,298,314],"Poland":[125,171],"near-border":[127],"areas":[128],"neighbouring":[131],"countries":[132],"(~325,000":[133],"or":[134],"800,000":[135],"km2).":[136],"Quarterly":[137],"during":[141],"5-year":[143],"period":[144],"(2010\u20132014)":[145],"113\u2013116":[147],"located":[150,169],"area":[154],"were":[155,172,194],"used.":[156,173],"Additionally,":[157],"years":[162],"2014\u20132017":[163],"over":[165],"400":[166],"spatiotemporal":[175],"on":[177],"(SM)":[180],"Soil":[183],"Moisture":[184],"Ocean":[186],"Salinity":[187],"(SMOS)":[188],"global":[189],"(launched":[191],"2009)":[193],"as":[196,225,266],"an":[197],"auxiliary":[198,296],"variable":[199],"addition":[201],"OCK":[206,221,255],"method.":[207],"predictive":[209],"performance":[210,253,271],"best":[219],"all":[223,273],"quarters,":[224],"indicated":[226],"by":[227],"coefficient":[229],"determination":[231],"(R2":[232,239],"=":[233,240],"0.944\u20130.992),":[234],"less":[237],"efficient":[238],"0.039\u20130.634)":[241],"OK":[244],"IDW":[246,262],"methods.":[247],"As":[248],"precipitation,":[251],"considerably":[257],"higher":[258],"than":[259,280],"that":[260,287],"OK,":[264],"similarly":[265],"with":[267],"precipitation.":[269],"better":[277,306],"indicates":[286],"SMOS":[288],"can":[290],"be":[291],"valuable":[293],"source":[294],"and/or":[301],"other":[302],"multivariate":[303],"various":[315],"regions":[316],"world.":[319]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-11T08:14:18.477133","created_date":"2025-10-10T00:00:00"}