{"id":"https://openalex.org/W3203613371","doi":"https://doi.org/10.1109/access.2021.3117247","title":"WB-CPI: Weather Based Crop Prediction in India Using Big Data Analytics","display_name":"WB-CPI: Weather Based Crop Prediction in India Using Big Data Analytics","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3203613371","doi":"https://doi.org/10.1109/access.2021.3117247","mag":"3203613371"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3117247","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3117247","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09557312.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09557312.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078430210","display_name":"Rishi Gupta","orcid":"https://orcid.org/0000-0003-1211-7989"},"institutions":[{"id":"https://openalex.org/I99552915","display_name":"University of Rajasthan","ror":"https://ror.org/05arfhc56","country_code":"IN","type":"education","lineage":["https://openalex.org/I99552915"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rishi Gupta","raw_affiliation_strings":["SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India","institution_ids":["https://openalex.org/I99552915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087630623","display_name":"Akhilesh Sharma","orcid":"https://orcid.org/0000-0002-7308-7800"},"institutions":[{"id":"https://openalex.org/I2802772831","display_name":"Rajasthan University of Health Sciences","ror":"https://ror.org/04f5g2442","country_code":"IN","type":"education","lineage":["https://openalex.org/I2802772831"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Akhilesh Kumar Sharma","raw_affiliation_strings":["SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India. (e-mail: akhileshshm@gmail.com)"],"raw_orcid":"https://orcid.org/0000-0002-7308-7800","affiliations":[{"raw_affiliation_string":"SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India. (e-mail: akhileshshm@gmail.com)","institution_ids":["https://openalex.org/I2802772831"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004494482","display_name":"Oorja Garg","orcid":"https://orcid.org/0000-0002-3316-3338"},"institutions":[{"id":"https://openalex.org/I99552915","display_name":"University of Rajasthan","ror":"https://ror.org/05arfhc56","country_code":"IN","type":"education","lineage":["https://openalex.org/I99552915"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Oorja Garg","raw_affiliation_strings":["SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India"],"raw_orcid":"https://orcid.org/0000-0002-3316-3338","affiliations":[{"raw_affiliation_string":"SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India","institution_ids":["https://openalex.org/I99552915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012850254","display_name":"Krishna Modi","orcid":"https://orcid.org/0000-0002-6494-1745"},"institutions":[{"id":"https://openalex.org/I99552915","display_name":"University of Rajasthan","ror":"https://ror.org/05arfhc56","country_code":"IN","type":"education","lineage":["https://openalex.org/I99552915"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Krishna Modi","raw_affiliation_strings":["SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India"],"raw_orcid":"https://orcid.org/0000-0002-6494-1745","affiliations":[{"raw_affiliation_string":"SCIT, Department of Computer Science and Engineering & IT, Manipal University Jaipur, Jaipur, Rajasthan 303007, India","institution_ids":["https://openalex.org/I99552915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064913575","display_name":"Shahreen Kasim","orcid":"https://orcid.org/0000-0002-4180-4377"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Shahreen Kasim","raw_affiliation_strings":["Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074204664","display_name":"Zirawani Baharum","orcid":"https://orcid.org/0000-0003-3748-9690"},"institutions":[{"id":"https://openalex.org/I4528857","display_name":"University of Kuala Lumpur","ror":"https://ror.org/026wwrx19","country_code":"MY","type":"education","lineage":["https://openalex.org/I4528857"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zirawani Baharum","raw_affiliation_strings":["Malaysian Institute of Industrial Technology, Universiti Kuala Lumpur, Persiaran Sinaran Ilmu, Bandar Seri Alam, 81750 Johor Bahru, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Malaysian Institute of Industrial Technology, Universiti Kuala Lumpur, Persiaran Sinaran Ilmu, Bandar Seri Alam, 81750 Johor Bahru, Malaysia","institution_ids":["https://openalex.org/I4528857"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057640595","display_name":"Hairulnizam Mahdin","orcid":"https://orcid.org/0000-0002-2275-0094"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Hairulnizam Mahdin","raw_affiliation_strings":["Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016511172","display_name":"Salama A. Mostafa","orcid":"https://orcid.org/0000-0001-5348-502X"},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Salama A. Mostafa","raw_affiliation_strings":["Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center of Intelligent and Autonomous System, Faculty of Computer Science and Information Technology, Universiti Tun Hussein Onn Malaysia, Batu Pahat 86400, Malaysia","institution_ids":["https://openalex.org/I930072361"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":9.222,"has_fulltext":true,"cited_by_count":71,"citation_normalized_percentile":{"value":0.97972228,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"9","issue":null,"first_page":"137869","last_page":"137885"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.97079998254776,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.97079998254776,"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"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9632999897003174,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.9455999732017517,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7091611623764038},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.664419949054718},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6306931376457214},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6021840572357178},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5561637282371521},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4721246659755707},{"id":"https://openalex.org/keywords/crop","display_name":"Crop","score":0.44337353110313416},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44042131304740906},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.43867599964141846},{"id":"https://openalex.org/keywords/agricultural-engineering","display_name":"Agricultural engineering","score":0.4335886538028717},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.4210909903049469},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3898928761482239},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.30397510528564453},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.195683091878891},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.18665271997451782},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08257967233657837}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7091611623764038},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.664419949054718},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6306931376457214},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6021840572357178},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5561637282371521},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4721246659755707},{"id":"https://openalex.org/C137580998","wikidata":"https://www.wikidata.org/wiki/Q235352","display_name":"Crop","level":2,"score":0.44337353110313416},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44042131304740906},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.43867599964141846},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.4335886538028717},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.4210909903049469},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3898928761482239},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.30397510528564453},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.195683091878891},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.18665271997451782},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08257967233657837},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3117247","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3117247","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09557312.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3d14a864ff824a598b01c793aee484ce","is_oa":true,"landing_page_url":"https://doaj.org/article/3d14a864ff824a598b01c793aee484ce","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 137869-137885 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3117247","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3117247","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09557312.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310112","display_name":"Universiti Tun Hussein Onn Malaysia","ror":"https://ror.org/01c5wha71"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3203613371.pdf","grobid_xml":"https://content.openalex.org/works/W3203613371.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1486190755","https://openalex.org/W1490444182","https://openalex.org/W1982589161","https://openalex.org/W2076672195","https://openalex.org/W2087794793","https://openalex.org/W2151207331","https://openalex.org/W2167807629","https://openalex.org/W2249865094","https://openalex.org/W2303810804","https://openalex.org/W2362415385","https://openalex.org/W2550552207","https://openalex.org/W2564103795","https://openalex.org/W2770047066","https://openalex.org/W2783835112","https://openalex.org/W2785986157","https://openalex.org/W2786047728","https://openalex.org/W2792799947","https://openalex.org/W2901418937","https://openalex.org/W2903343514","https://openalex.org/W2942076272","https://openalex.org/W3010636511","https://openalex.org/W3124887142","https://openalex.org/W3184763326","https://openalex.org/W3191403381","https://openalex.org/W4225247866"],"related_works":["https://openalex.org/W2341492732","https://openalex.org/W3187193180","https://openalex.org/W106542691","https://openalex.org/W4287027380","https://openalex.org/W1699080303","https://openalex.org/W4297799326","https://openalex.org/W3116064965","https://openalex.org/W4390608645","https://openalex.org/W3193760048","https://openalex.org/W4285822516"],"abstract_inverted_index":{"This":[0],"paper":[1],"aims":[2],"at":[3],"collecting":[4],"and":[5,14,42,51,68,86,99,109,124,142],"analysing":[6],"temperature,":[7,97],"rainfall,":[8,96],"soil,":[9],"seed,":[10],"crop":[11],"production,":[12],"humidity":[13],"wind":[15],"speed":[16],"data":[17,37,75],"(in":[18],"a":[19,39,70,113,128,134,155],"few":[20],"regions),":[21],"which":[22,48],"will":[23],"help":[24],"the":[25,28,36,45,53,74,91,94,122,148,159],"farmers":[26],"improve":[27],"produce":[29],"of":[30,56,78,102,151],"their":[31],"crops.":[32],"Firstly,":[33],"we":[34,82],"pre-process":[35],"in":[38,76,133,154,158],"Python":[40],"environment":[41],"then":[43],"apply":[44],"MapReduce":[46,67],"framework,":[47],"further":[49],"analyses":[50],"processes":[52],"large":[54],"volume":[55],"data.":[57],"Secondly,":[58],"k-means":[59],"clustering":[60],"is":[61,140],"employed":[62],"on":[63,73,127],"results":[64],"gained":[65],"from":[66],"provides":[69],"mean":[71],"result":[72],"terms":[77],"accuracy.":[79],"After":[80],"that":[81],"use":[83],"bar":[84],"graphs":[85],"scatter":[87],"plots":[88],"to":[89,120,146],"study":[90],"relationship":[92],"between":[93],"crop,":[95],"soil":[98],"seed":[100],"type":[101],"two":[103],"regions":[104],"(Ahmednagar,":[105],"Maharashtra":[106],"and,":[107],"Andaman":[108],"Nicobar":[110],"Islands).":[111],"Further,":[112],"self-designed":[114],"recommender":[115],"system":[116,138],"has":[117],"been":[118],"used":[119,145],"predict":[121],"crops":[123,150],"display":[125],"them":[126],"Graphic":[129],"User":[130],"Interface":[131],"designed":[132],"Flask":[135],"environment.":[136],"The":[137],"design":[139],"scalable":[141],"can":[143],"be":[144],"find":[147],"recommended":[149],"other":[152],"states":[153],"similar":[156],"manner":[157],"future.":[160]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":25},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-31T08:31:51.225901","created_date":"2025-10-10T00:00:00"}
