{"id":"https://openalex.org/W7204154128","doi":"https://doi.org/10.5281/zenodo.22090720","title":"Geo-Spatial Analysis of Area and Production of Foodgrain Sector in Karnataka: A Trend Analysis","display_name":"Geo-Spatial Analysis of Area and Production of Foodgrain Sector in Karnataka: A Trend Analysis","publication_year":2026,"publication_date":"2026-08-25","ids":{"openalex":"https://openalex.org/W7204154128","doi":"https://doi.org/10.5281/zenodo.22090720"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.22090720","doi":"https://doi.org/10.5281/zenodo.22090720","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22090720","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"volume":null,"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.22090720","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148065744","display_name":"Dr. Chandrakumar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dr. Chandrakumar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5148065744"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65717003,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13508","display_name":"Agricultural Economics and Practices","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"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/T13508","display_name":"Agricultural Economics and Practices","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"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/T14473","display_name":"Social and Economic Development in India","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11862","display_name":"Agriculture, Land Use, Rural Development","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"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/food-grain-production","display_name":"food grain production","score":0.9190000295639038},{"id":"https://openalex.org/keywords/agricultural-productivity","display_name":"agricultural productivity","score":0.734000027179718},{"id":"https://openalex.org/keywords/karnataka-agriculture","display_name":"Karnataka agriculture","score":0.5789999961853027},{"id":"https://openalex.org/keywords/temporal-trends","display_name":"temporal trends","score":0.5920000076293945},{"id":"https://openalex.org/keywords/rainfall-variability","display_name":"rainfall variability","score":0.8270000219345093},{"id":"https://openalex.org/keywords/sorghum","display_name":"sorghum","score":0.6370000243186951},{"id":"https://openalex.org/keywords/finger-millet","display_name":"finger millet","score":0.9980000257492065},{"id":"https://openalex.org/keywords/agroclimatic-conditions","display_name":"agroclimatic conditions","score":0.7039999961853027},{"id":"https://openalex.org/keywords/climate-resilient-agriculture","display_name":"climate-resilient agriculture","score":0.75},{"id":"https://openalex.org/keywords/irrigation-development","display_name":"irrigation development","score":0.5519999861717224},{"id":"https://openalex.org/keywords/improved-cultivar","display_name":"improved varieties","score":0.5920000076293945}],"concepts":[{"id":"https://openalex.org/C82896369","wikidata":"https://www.wikidata.org/wiki/Q949243","display_name":"Lakh","level":3,"score":0.9843999743461609},{"id":"https://openalex.org/C202050865","wikidata":"https://www.wikidata.org/wiki/Q35852","display_name":"Hectare","level":3,"score":0.8434000015258789},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6962000131607056},{"id":"https://openalex.org/C48824518","wikidata":"https://www.wikidata.org/wiki/Q396340","display_name":"Agricultural economics","level":1,"score":0.6861000061035156},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.6151999831199646},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5468999743461609},{"id":"https://openalex.org/C88862950","wikidata":"https://www.wikidata.org/wiki/Q11453","display_name":"Irrigation","level":2,"score":0.5271000266075134},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.43230000138282776},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.4316999912261963},{"id":"https://openalex.org/C37621935","wikidata":"https://www.wikidata.org/wiki/Q3606845","display_name":"Agricultural science","level":1,"score":0.41850000619888306},{"id":"https://openalex.org/C127142870","wikidata":"https://www.wikidata.org/wiki/Q7838279","display_name":"Trend analysis","level":2,"score":0.41850000619888306},{"id":"https://openalex.org/C129047720","wikidata":"https://www.wikidata.org/wiki/Q175185","display_name":"Rural area","level":2,"score":0.3727000057697296},{"id":"https://openalex.org/C189326681","wikidata":"https://www.wikidata.org/wiki/Q10294","display_name":"Poverty","level":2,"score":0.3562000095844269},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.3386000096797943},{"id":"https://openalex.org/C88199923","wikidata":"https://www.wikidata.org/wiki/Q627371","display_name":"Food processing","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C188897","wikidata":"https://www.wikidata.org/wiki/Q5333508","display_name":"Economic impact analysis","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C2778452349","wikidata":"https://www.wikidata.org/wiki/Q19708004","display_name":"Rural poverty","level":3,"score":0.28220000863075256},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.25609999895095825}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.22090720","doi":"https://doi.org/10.5281/zenodo.22090720","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22090720","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.22090721","doi":"https://doi.org/10.5281/zenodo.22090721","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22090721","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.5281/zenodo.22090720","doi":"https://doi.org/10.5281/zenodo.22090720","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.22090720","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"sustainable_development_goals":[{"score":0.9208999872207642,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"},{"score":0.48510000109672546,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"sustainable_development_goals_aurora":[{"score":0.5181984901428223,"id":"https://metadata.un.org/sdg/1","display_name":"No poverty"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Food-grain":[0,158],"production":[1,104,159,226,263],"constitutes":[2],"an":[3],"important":[4],"component":[5],"of":[6,36,47,101,105,154,176,196,234],"Karnataka\u2019s":[7],"agricultural":[8,25,215,245],"economy":[9],"and":[10,28,43,55,86,98,103,214,254],"plays":[11],"a":[12,33,118,152,174,194],"significant":[13],"role":[14],"in":[15,52,57,108,143,149,224,241,264],"rural":[16,84],"employment,":[17],"food":[18,42,106],"security,":[19],"household":[20],"income":[21],"stability,":[22],"poverty":[23],"reduction,":[24],"farmers'":[26],"improvement,":[27],"regional":[29,123],"development.":[30],"They":[31],"cover":[32],"large":[34],"portion":[35],"the":[37,53,58,95,134,170,201,221],"state's":[38],"farmland,":[39],"providing":[40],"daily":[41],"nutrition":[44],"to":[45,112,121,145,165,188],"millions":[46],"people.":[48],"Crops":[49],"like":[50],"ragi":[51],"south":[54],"jowar":[56],"north":[59],"are":[60,258],"perfectly":[61],"suited":[62],"for":[63,71,83,260],"dry":[64],"weather.":[65],"This":[66],"makes":[67],"them":[68],"highly":[69],"reliable":[70],"poor":[72],"farmers":[73],"who":[74],"depend":[75],"on":[76],"rainfall.":[77],"Cultivating":[78],"foodgrains":[79,137],"creates":[80],"steady":[81],"jobs":[82],"families":[85],"keeps":[87],"local":[88],"markets":[89],"stable.":[90],"The":[91,114,217],"present":[92],"study":[93,115,218],"examines":[94],"temporal":[96],"trend":[97],"spatial":[99],"dimensions":[100],"area":[102,135,236],"grains":[107],"Karnataka":[109],"during":[110,169,208],"2015\u201316":[111,144],"2024\u201325.":[113],"also":[116,238],"adopts":[117],"geo-spatial":[119],"perspective":[120],"understand":[122],"variations":[124],"associated":[125],"with":[126,193],"Karnataka's":[127],"diverse":[128],"agro-climatic":[129],"conditions.The":[130],"findings":[131],"indicate":[132],"that":[133,220],"under":[136],"increased":[138,160,181],"from":[139,161,182],"73.38":[140],"lakh":[141,147,163,167],"hectares":[142,148],"85.71":[146],"2024\u201325,":[150],"representing":[151],"CAGR":[153,175,195],"about":[155,177,197],"1.74":[156],"percent.":[157,179,199],"96.44":[162],"tonnes":[164,168],"151.57":[166],"same":[171],"period,":[172],"registering":[173],"5.15":[178],"Productivity":[180],"approximately":[183],"1,314":[184],"kg":[185,190],"per":[186,191],"hectare":[187],"1,768":[189],"hectare,":[192],"3.35":[198],"However,":[200],"series":[202],"shows":[203],"considerable":[204],"year-to-year":[205],"fluctuations,":[206],"particularly":[207],"years":[209],"affected":[210],"by":[211,232,239],"rainfall":[212],"variability":[213],"stress.":[216],"concludes":[219],"long-term":[222],"improvement":[223],"food-grain":[225,262],"has":[227],"been":[228],"driven":[229],"not":[230],"only":[231],"expansion":[233],"cultivated":[235],"but":[237],"improvements":[240],"productivity.":[242],"Spatially":[243],"differentiated":[244],"planning,":[246],"irrigation":[247],"development,":[248],"climate-resilient":[249],"technologies,":[250],"improved":[251],"seed":[252],"varieties":[253],"region-specific":[255],"crop":[256],"planning":[257],"essential":[259],"sustaining":[261],"Karnataka.":[265]},"counts_by_year":[],"updated_date":"2026-10-07T09:51:55.459714","created_date":"2026-08-26T00:00:00"}
