{"id":"https://openalex.org/W4283381516","doi":"https://doi.org/10.3390/rs14133004","title":"Estimating Irrigation Water Consumption Using Machine Learning and Remote Sensing Data in Kansas High Plains","display_name":"Estimating Irrigation Water Consumption Using Machine Learning and Remote Sensing Data in Kansas High Plains","publication_year":2022,"publication_date":"2022-06-23","ids":{"openalex":"https://openalex.org/W4283381516","doi":"https://doi.org/10.3390/rs14133004"},"language":"en","primary_location":{"id":"doi:10.3390/rs14133004","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133004","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3004/pdf?version=1655987001","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/2072-4292/14/13/3004/pdf?version=1655987001","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023771780","display_name":"Shiqi Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiqi Wei","raw_affiliation_strings":["School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA"],"affiliations":[{"raw_affiliation_string":"School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085274793","display_name":"Tianfang Xu","orcid":"https://orcid.org/0000-0002-9565-9208"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianfang Xu","raw_affiliation_strings":["School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA"],"affiliations":[{"raw_affiliation_string":"School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082540817","display_name":"Guo\u2010Yue Niu","orcid":"https://orcid.org/0000-0003-2105-7690"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guo-Yue Niu","raw_affiliation_strings":["Department of Hydrology and Atmospheric Sciences, University of Arizona, Tucson, AZ 85721, USA"],"affiliations":[{"raw_affiliation_string":"Department of Hydrology and Atmospheric Sciences, University of Arizona, Tucson, AZ 85721, USA","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023539148","display_name":"Ruijie Zeng","orcid":"https://orcid.org/0000-0003-3229-3146"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ruijie Zeng","raw_affiliation_strings":["School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA"],"affiliations":[{"raw_affiliation_string":"School of Sustainable Engineering and The Built Environment, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5023539148"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.9931,"has_fulltext":true,"cited_by_count":38,"citation_normalized_percentile":{"value":0.91091703,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"14","issue":"13","first_page":"3004","last_page":"3004"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T10330","display_name":"Hydrology and Watershed Management Studies","score":0.9991000294685364,"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T10930","display_name":"Flood Risk Assessment and Management","score":0.9977999925613403,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.8081209063529968},{"id":"https://openalex.org/keywords/irrigation","display_name":"Irrigation","score":0.7214174866676331},{"id":"https://openalex.org/keywords/evapotranspiration","display_name":"Evapotranspiration","score":0.6960890293121338},{"id":"https://openalex.org/keywords/hydrology","display_name":"Hydrology (agriculture)","score":0.47890177369117737},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.44568032026290894},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1387302577495575},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09129360318183899}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.8081209063529968},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.7214174866676331},{"id":"https://openalex.org/C176783924","wikidata":"https://www.wikidata.org/wiki/Q828158","display_name":"Evapotranspiration","level":2,"score":0.6960890293121338},{"id":"https://openalex.org/C76886044","wikidata":"https://www.wikidata.org/wiki/Q2883300","display_name":"Hydrology (agriculture)","level":2,"score":0.47890177369117737},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.44568032026290894},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1387302577495575},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09129360318183899},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/rs14133004","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133004","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3004/pdf?version=1655987001","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:repository.arizona.edu:10150/665513","is_oa":true,"landing_page_url":"http://hdl.handle.net/10150/665513","pdf_url":null,"source":{"id":"https://openalex.org/S4306400271","display_name":"UA Campus Repository (The University of Arizona)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138006243","host_organization_name":"University of Arizona","host_organization_lineage":["https://openalex.org/I138006243"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Remote Sensing","raw_type":"text"},{"id":"pmh:oai:doaj.org/article:6e7c891e3eea4b458be3b0760aa1d554","is_oa":true,"landing_page_url":"https://doaj.org/article/6e7c891e3eea4b458be3b0760aa1d554","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 14, Iss 13, p 3004 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/13/3004/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14133004","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"},{"id":"pmh:oai:noaa.stacks:noaa:58794","is_oa":true,"landing_page_url":"https://repository.library.noaa.gov/view/noaa/58794","pdf_url":null,"source":{"id":"https://openalex.org/S4377196172","display_name":"NOAA Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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, 14(13), 3004","raw_type":""}],"best_oa_location":{"id":"doi:10.3390/rs14133004","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14133004","pdf_url":"https://www.mdpi.com/2072-4292/14/13/3004/pdf?version=1655987001","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":[{"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6","score":0.47999998927116394},{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283381516.pdf","grobid_xml":"https://content.openalex.org/works/W4283381516.grobid-xml"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W60146509","https://openalex.org/W1534609677","https://openalex.org/W1971048734","https://openalex.org/W1992188404","https://openalex.org/W1995047010","https://openalex.org/W2017579548","https://openalex.org/W2059707707","https://openalex.org/W2090137585","https://openalex.org/W2090635069","https://openalex.org/W2103245863","https://openalex.org/W2110351472","https://openalex.org/W2114695886","https://openalex.org/W2116412356","https://openalex.org/W2116770956","https://openalex.org/W2117934747","https://openalex.org/W2118930997","https://openalex.org/W2129859781","https://openalex.org/W2147450519","https://openalex.org/W2160643200","https://openalex.org/W2202953355","https://openalex.org/W2234018419","https://openalex.org/W2261059368","https://openalex.org/W2288664970","https://openalex.org/W2307818867","https://openalex.org/W2344392791","https://openalex.org/W2516236395","https://openalex.org/W2559791155","https://openalex.org/W2611210550","https://openalex.org/W2751629929","https://openalex.org/W2768000806","https://openalex.org/W2770849281","https://openalex.org/W2773034409","https://openalex.org/W2785029907","https://openalex.org/W2800833485","https://openalex.org/W2886280815","https://openalex.org/W2890649118","https://openalex.org/W2910454802","https://openalex.org/W2911964244","https://openalex.org/W2949663102","https://openalex.org/W2980627149","https://openalex.org/W2999507056","https://openalex.org/W3005635049","https://openalex.org/W3007167522","https://openalex.org/W3007592798","https://openalex.org/W3048693357","https://openalex.org/W3092794615","https://openalex.org/W3094122424","https://openalex.org/W3094355325","https://openalex.org/W3097226136","https://openalex.org/W3100645060","https://openalex.org/W3112835794","https://openalex.org/W3121989780","https://openalex.org/W3155151874","https://openalex.org/W3157185009","https://openalex.org/W3168055587","https://openalex.org/W3193026963","https://openalex.org/W3198306493","https://openalex.org/W3207413033","https://openalex.org/W4205856081","https://openalex.org/W4210995068","https://openalex.org/W4240039257","https://openalex.org/W6602406329","https://openalex.org/W6687789755","https://openalex.org/W6754365064","https://openalex.org/W6774233079"],"related_works":["https://openalex.org/W2102874016","https://openalex.org/W2352756686","https://openalex.org/W2354103845","https://openalex.org/W3689139","https://openalex.org/W2080467217","https://openalex.org/W2030038391","https://openalex.org/W2329093186","https://openalex.org/W2043190763","https://openalex.org/W2240811799","https://openalex.org/W2588972388"],"abstract_inverted_index":{"Groundwater-based":[0],"irrigation":[1,29,66,99,130,143,170,224],"has":[2,10],"dramatically":[3],"expanded":[4],"over":[5],"the":[6,44,56,85,97,136,150,164,188,192,198,206],"past":[7],"decades.":[8],"It":[9,179],"important":[11],"implications":[12],"for":[13,142],"terrestrial":[14],"water,":[15],"energy":[16],"fluxes,":[17],"and":[18,51,55,81,119,127,147,166,195,218],"food":[19],"production,":[20],"as":[21,23],"well":[22,182],"local":[24],"to":[25,34,40,72,95,213],"regional":[26],"climates.":[27],"However,":[28],"water":[30,67,100,144],"use":[31,90,145],"is":[32,185],"hard":[33],"monitor":[35],"at":[36,102],"large":[37],"scales":[38],"due":[39],"various":[41,112],"constraints,":[42],"including":[43,114],"high":[45],"cost":[46],"of":[47,58,107,138,169,191],"metering":[48],"equipment":[49],"installation":[50],"maintenance,":[52],"privacy":[53],"issues,":[54],"presence":[57],"illegal":[59],"or":[60],"unregistered":[61],"wells.":[62],"This":[63],"study":[64,193],"estimates":[65],"amounts":[68,171],"using":[69,154],"machine":[70],"learning":[71],"integrate":[73],"in":[74,84],"situ":[75],"pumping":[76],"records,":[77],"remote":[78],"sensing":[79],"products,":[80],"climate":[82],"data":[83],"Kansas":[86],"High":[87],"Plains.":[88],"We":[89],"a":[91,103,128,173,222],"random":[92,158],"forest":[93,159],"regression":[94,160],"estimate":[96],"annual":[98],"amount":[101],"reprojected":[104],"spatial":[105,167],"resolution":[106],"6":[108],"km":[109],"based":[110],"on":[111,187,197],"data,":[113],"remotely":[115],"sensed":[116],"vegetation":[117],"indices":[118],"evapotranspiration":[120],"(ET),":[121],"land":[122],"cover,":[123],"near-surface":[124],"meteorological":[125],"forcing,":[126],"satellite-derived":[129],"map.":[131],"In":[132],"addition,":[133],"we":[134],"assess":[135],"value":[137],"ECOSTRESS":[139],"ET":[140,217,220],"products":[141],"estimation":[146,225],"compare":[148],"with":[149,172],"baseline":[151],"results":[152],"by":[153],"MODIS":[155,219],"ET.":[156],"The":[157],"model":[161],"can":[162],"capture":[163],"temporal":[165],"variability":[168],"satisfactory":[174],"accuracy":[175],"(R2":[176],"=":[177],"0.82).":[178],"performs":[180],"reasonably":[181],"when":[183],"it":[184],"calibrated":[186],"western":[189,207],"portion":[190,200],"area":[194],"tested":[196],"eastern":[199],"that":[201],"receives":[202],"more":[203],"rain":[204],"than":[205],"one,":[208],"suggesting":[209],"its":[210],"potential":[211],"transferability":[212],"other":[214],"regions.":[215],"ECSOTRESS":[216],"yield":[221],"similar":[223],"accuracy.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}