{"id":"https://openalex.org/W2524274283","doi":"https://doi.org/10.1147/jrd.2016.2591698","title":"Toward large-scale crop production forecasts for global food security","display_name":"Toward large-scale crop production forecasts for global food security","publication_year":2016,"publication_date":"2016-09-01","ids":{"openalex":"https://openalex.org/W2524274283","doi":"https://doi.org/10.1147/jrd.2016.2591698","mag":"2524274283"},"language":"en","primary_location":{"id":"doi:10.1147/jrd.2016.2591698","is_oa":false,"landing_page_url":"https://doi.org/10.1147/jrd.2016.2591698","pdf_url":null,"source":{"id":"https://openalex.org/S4210219925","display_name":"IBM Journal of Research and Development","issn_l":"0018-8646","issn":["0018-8646","2151-8556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320652","host_organization_name":"IBM","host_organization_lineage":["https://openalex.org/P4310320652"],"host_organization_lineage_names":["IBM"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IBM Journal of Research and Development","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045772105","display_name":"Golnaz Badr","orcid":"https://orcid.org/0000-0002-3608-2664"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"G. Badr","raw_affiliation_strings":["Washington State University, Prosser, WA, USA"],"affiliations":[{"raw_affiliation_string":"Washington State University, Prosser, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023556527","display_name":"Levente J. Klein","orcid":"https://orcid.org/0000-0001-9497-1403"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. J. Klein","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004915957","display_name":"Marcus Freitag","orcid":"https://orcid.org/0009-0009-0356-7057"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Freitag","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034296562","display_name":"Conrad M Albrecht","orcid":"https://orcid.org/0009-0009-2422-7289"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C. M. Albrecht","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048390860","display_name":"Fernando J. Marianno","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"F. J. Marianno","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077306511","display_name":"Siyuan Lu","orcid":"https://orcid.org/0009-0000-0919-134X"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Lu","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101507326","display_name":"Xia Shao","orcid":"https://orcid.org/0000-0002-8618-0473"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"X. Shao","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075934845","display_name":"Nigel Hinds","orcid":"https://orcid.org/0000-0002-3463-9828"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"N. Hinds","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047677277","display_name":"Gerrit Hoogenboom","orcid":"https://orcid.org/0000-0002-1555-0537"},"institutions":[{"id":"https://openalex.org/I72951846","display_name":"Washington State University","ror":"https://ror.org/05dk0ce17","country_code":"US","type":"education","lineage":["https://openalex.org/I72951846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"G. Hoogenboom","raw_affiliation_strings":["AgWeatherNet Program, Washington State University, Prosser, WA, USA"],"affiliations":[{"raw_affiliation_string":"AgWeatherNet Program, Washington State University, Prosser, WA, USA","institution_ids":["https://openalex.org/I72951846"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048701479","display_name":"Hendrik F. Hamann","orcid":"https://orcid.org/0000-0001-9049-1330"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H. F. Hamann","raw_affiliation_strings":["IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5045772105"],"corresponding_institution_ids":["https://openalex.org/I72951846"],"apc_list":null,"apc_paid":null,"fwci":1.7294,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90012937,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"60","issue":"5/6","first_page":"5:1","last_page":"5:11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10439","display_name":"Climate change impacts on agriculture","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10439","display_name":"Climate change impacts on agriculture","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9592999815940857,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.944100022315979,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.8051772117614746},{"id":"https://openalex.org/keywords/food-security","display_name":"Food security","score":0.6264123320579529},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5867556929588318},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.542426586151123},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5398250818252563},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5192608833312988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5092038512229919},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.47314417362213135},{"id":"https://openalex.org/keywords/dssat","display_name":"DSSAT","score":0.4475824236869812},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4129892587661743},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.4104114770889282},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.40977197885513306},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.2694999873638153},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20101970434188843},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1664780080318451},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.1638077199459076},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15721255540847778},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.12687870860099792},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.09743472933769226}],"concepts":[{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.8051772117614746},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.6264123320579529},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5867556929588318},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.542426586151123},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5398250818252563},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5192608833312988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5092038512229919},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.47314417362213135},{"id":"https://openalex.org/C2777399377","wikidata":"https://www.wikidata.org/wiki/Q17073957","display_name":"DSSAT","level":3,"score":0.4475824236869812},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4129892587661743},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.4104114770889282},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.40977197885513306},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20101970434188843},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1664780080318451},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.1638077199459076},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15721255540847778},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.12687870860099792},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.09743472933769226},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1147/jrd.2016.2591698","is_oa":false,"landing_page_url":"https://doi.org/10.1147/jrd.2016.2591698","pdf_url":null,"source":{"id":"https://openalex.org/S4210219925","display_name":"IBM Journal of Research and Development","issn_l":"0018-8646","issn":["0018-8646","2151-8556"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320652","host_organization_name":"IBM","host_organization_lineage":["https://openalex.org/P4310320652"],"host_organization_lineage_names":["IBM"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IBM Journal of Research and Development","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W45928423","https://openalex.org/W98486258","https://openalex.org/W145041319","https://openalex.org/W275900168","https://openalex.org/W1492815834","https://openalex.org/W1568832590","https://openalex.org/W1854079585","https://openalex.org/W1868798185","https://openalex.org/W1905191619","https://openalex.org/W1967720470","https://openalex.org/W1989017925","https://openalex.org/W1991055500","https://openalex.org/W1995109328","https://openalex.org/W1995953115","https://openalex.org/W1996905547","https://openalex.org/W2011652601","https://openalex.org/W2013414890","https://openalex.org/W2019555005","https://openalex.org/W2023645530","https://openalex.org/W2057045198","https://openalex.org/W2063563722","https://openalex.org/W2066626803","https://openalex.org/W2067055509","https://openalex.org/W2074222846","https://openalex.org/W2081757228","https://openalex.org/W2088603520","https://openalex.org/W2091143805","https://openalex.org/W2115583184","https://openalex.org/W2118921617","https://openalex.org/W2122050911","https://openalex.org/W2129513103","https://openalex.org/W2130560194","https://openalex.org/W2139709933","https://openalex.org/W2140389576","https://openalex.org/W2142332398","https://openalex.org/W2148333466","https://openalex.org/W2152406093","https://openalex.org/W2158883105","https://openalex.org/W2166004064","https://openalex.org/W2170500865","https://openalex.org/W2173213060","https://openalex.org/W2183429579","https://openalex.org/W2202100984","https://openalex.org/W2299879415","https://openalex.org/W2301386188","https://openalex.org/W2320808450","https://openalex.org/W2482884810","https://openalex.org/W2491477437","https://openalex.org/W2757190560","https://openalex.org/W2910815239","https://openalex.org/W6679088272","https://openalex.org/W6682921818","https://openalex.org/W6698090901","https://openalex.org/W6744988346"],"related_works":["https://openalex.org/W1966109204","https://openalex.org/W2892306107","https://openalex.org/W3045742537","https://openalex.org/W4386397141","https://openalex.org/W2026148167","https://openalex.org/W4229457566","https://openalex.org/W183281496","https://openalex.org/W4318339370","https://openalex.org/W2511763078","https://openalex.org/W98486258"],"abstract_inverted_index":{"Predicting":[0],"crop":[1,25,71,121,144],"production":[2],"plays":[3],"a":[4,44,78,90,99,129],"critical":[5],"role":[6],"in":[7,38,56],"food":[8,14],"price":[9],"forecasting":[10],"and":[11,29,51,109],"mitigating":[12],"potential":[13],"shortages.":[15],"Crop":[16],"models":[17,72,145],"may":[18],"require":[19],"parameters":[20],"from,":[21],"for":[22,32,117],"example,":[23],"weather,":[24],"genotype,":[26],"farm":[27],"management,":[28],"soil.":[30],"Sources":[31],"these":[33],"data":[34,81,87,103,140],"are":[35],"often":[36],"found":[37],"very":[39],"different":[40],"places.":[41],"Researchers":[42],"spend":[43],"significant":[45],"amount":[46],"of":[47,98,138,148,150],"time":[48],"to":[49,58,67,74,83,112,142],"collect":[50],"curate":[52],"them.":[53],"In":[54,89],"addition,":[55],"order":[57],"scale":[59],"yield":[60],"forecasts":[61],"from":[62],"the":[63,68,85,96,113],"single-farm":[64],"level":[65],"up":[66],"continental":[69],"scale,":[70],"have":[73],"be":[75],"coupled":[76],"with":[77],"geospatial":[79,101,133],"big":[80,102],"platform":[82],"provide":[84],"required":[86],"inputs.":[88],"proof-of-concept":[91],"case":[92],"study,":[93],"we":[94],"investigate":[95],"coupling":[97],"scalable":[100],"platform,":[104],"Physical":[105],"Analytics":[106],"Integrated":[107],"Repository":[108],"Services":[110],"(PAIRS),":[111],"Decision":[114],"Support":[115],"System":[116],"Agrotechnology":[118],"Transfer":[119],"(DSSAT)":[120],"model.":[122],"We":[123],"envision":[124],"running":[125],"this":[126],"system":[127],"on":[128],"global":[130],"scale.":[131],"For":[132],"analytics,":[134],"PAIRS":[135],"provides":[136],"curation":[137],"heterogeneous":[139],"sources":[141],"simulate":[143],"using":[146],"hundreds":[147],"terabytes":[149],"data.":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
