{"id":"https://openalex.org/W4399773571","doi":"https://doi.org/10.3233/idt-240423","title":"Soil nutrient prediction for paddy cultivation via soil fertility and pH trained hybrid architecture: Recommendations based on nutrient deficiency","display_name":"Soil nutrient prediction for paddy cultivation via soil fertility and pH trained hybrid architecture: Recommendations based on nutrient deficiency","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4399773571","doi":"https://doi.org/10.3233/idt-240423"},"language":"en","primary_location":{"id":"doi:10.3233/idt-240423","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-240423","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","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/A5100687922","display_name":"S Kavitha","orcid":null},"institutions":[{"id":"https://openalex.org/I4387152970","display_name":"MIT Academy of Engineering","ror":"https://ror.org/05sjf8653","country_code":null,"type":"education","lineage":["https://openalex.org/I4387152970"]},{"id":"https://openalex.org/I4210146358","display_name":"Raisoni Group of Institutions","ror":"https://ror.org/03dp11s58","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210146358"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kavitha S","raw_affiliation_strings":["Computer Science and Engineering, G. H. Raisoni University, Amravati, Maharashtra, India","School of Computer Engineering, MIT Academy of Engineering, Pune, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, G. H. Raisoni University, Amravati, Maharashtra, India","institution_ids":["https://openalex.org/I4210146358"]},{"raw_affiliation_string":"School of Computer Engineering, MIT Academy of Engineering, Pune, Maharashtra, India","institution_ids":["https://openalex.org/I4387152970"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022125410","display_name":"Kotadi Chinnaiah\u00ad","orcid":"https://orcid.org/0000-0002-7382-9931"},"institutions":[{"id":"https://openalex.org/I4210146358","display_name":"Raisoni Group of Institutions","ror":"https://ror.org/03dp11s58","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210146358"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kotadi Chinnaiah","raw_affiliation_strings":["Computer Science and Engineering, G. H. Raisoni College of Engineering, Nagpur, Maharashtra, India"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, G. H. Raisoni College of Engineering, Nagpur, Maharashtra, India","institution_ids":["https://openalex.org/I4210146358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100687922"],"corresponding_institution_ids":["https://openalex.org/I4210146358","https://openalex.org/I4387152970"],"apc_list":null,"apc_paid":null,"fwci":3.2504,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.91301741,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"18","issue":"2","first_page":"685","last_page":"703"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12045","display_name":"Rice Cultivation and Yield Improvement","score":0.9452000260353088,"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/T12045","display_name":"Rice Cultivation and Yield Improvement","score":0.9452000260353088,"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/T12310","display_name":"Crop Yield and Soil Fertility","score":0.929099977016449,"subfield":{"id":"https://openalex.org/subfields/1102","display_name":"Agronomy and Crop 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/T10770","display_name":"Soil Geostatistics and Mapping","score":0.9207000136375427,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/nutrient","display_name":"Nutrient","score":0.845887303352356},{"id":"https://openalex.org/keywords/soil-fertility","display_name":"Soil fertility","score":0.7017134428024292},{"id":"https://openalex.org/keywords/agronomy","display_name":"Agronomy","score":0.6054731011390686},{"id":"https://openalex.org/keywords/soil-nutrients","display_name":"Soil nutrients","score":0.5835461616516113},{"id":"https://openalex.org/keywords/nutrient-deficiency","display_name":"Nutrient deficiency","score":0.465035617351532},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4588386118412018},{"id":"https://openalex.org/keywords/soil-science","display_name":"Soil science","score":0.27599024772644043},{"id":"https://openalex.org/keywords/soil-water","display_name":"Soil water","score":0.26071226596832275},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.2271137535572052},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.15347233414649963}],"concepts":[{"id":"https://openalex.org/C142796444","wikidata":"https://www.wikidata.org/wiki/Q181394","display_name":"Nutrient","level":2,"score":0.845887303352356},{"id":"https://openalex.org/C38774213","wikidata":"https://www.wikidata.org/wiki/Q202080","display_name":"Soil fertility","level":3,"score":0.7017134428024292},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.6054731011390686},{"id":"https://openalex.org/C2992136107","wikidata":"https://www.wikidata.org/wiki/Q104856566","display_name":"Soil nutrients","level":3,"score":0.5835461616516113},{"id":"https://openalex.org/C2993497135","wikidata":"https://www.wikidata.org/wiki/Q7070481","display_name":"Nutrient deficiency","level":3,"score":0.465035617351532},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4588386118412018},{"id":"https://openalex.org/C159390177","wikidata":"https://www.wikidata.org/wiki/Q9161265","display_name":"Soil science","level":1,"score":0.27599024772644043},{"id":"https://openalex.org/C159750122","wikidata":"https://www.wikidata.org/wiki/Q96621023","display_name":"Soil water","level":2,"score":0.26071226596832275},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.2271137535572052},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.15347233414649963}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/idt-240423","is_oa":false,"landing_page_url":"https://doi.org/10.3233/idt-240423","pdf_url":null,"source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2885068093","https://openalex.org/W2944920702","https://openalex.org/W2974716421","https://openalex.org/W2989423654","https://openalex.org/W3008718545","https://openalex.org/W3024877706","https://openalex.org/W3026656079","https://openalex.org/W3031793935","https://openalex.org/W3108731213","https://openalex.org/W3114307384","https://openalex.org/W3138631854","https://openalex.org/W3171555800","https://openalex.org/W3175862127","https://openalex.org/W3177037395","https://openalex.org/W3197417524","https://openalex.org/W3197693894","https://openalex.org/W3206005725","https://openalex.org/W3207531566","https://openalex.org/W4214916944","https://openalex.org/W4226495054","https://openalex.org/W4249549882","https://openalex.org/W4283277290","https://openalex.org/W4284704305","https://openalex.org/W4285151071","https://openalex.org/W4296437496","https://openalex.org/W4297857214","https://openalex.org/W4309709629","https://openalex.org/W4313500594","https://openalex.org/W4362588283","https://openalex.org/W6792300077"],"related_works":["https://openalex.org/W2384096773","https://openalex.org/W53324526","https://openalex.org/W2361689979","https://openalex.org/W2381629489","https://openalex.org/W2385791913","https://openalex.org/W2340818617","https://openalex.org/W424356527","https://openalex.org/W2354245305","https://openalex.org/W2353322615","https://openalex.org/W2188709241"],"abstract_inverted_index":{"Soil":[0],"testing":[1],"can":[2],"assist":[3],"in":[4,40,72,165,180,190],"determining":[5],"how":[6],"much":[7],"fertilizer":[8],"is":[9,38,49,58,70,105,112,137,223],"necessary,":[10],"as":[11,119],"it":[12,57],"depends":[13],"on":[14,152],"the":[15,20,50,62,80,86,98,102,153,168,195,216,219],"fertility":[16,24,124],"and":[17,25,56,122,134,178,188,209],"crop":[18],"of":[19,52,182,218],"soil.":[21],"Through":[22],"soil":[23,31,54,67,116,123],"pH-trained":[26],"hybrid":[27,128,156],"architecture,":[28],"a":[29,127],"new":[30],"nutrient":[32,140],"prediction":[33,157],"model":[34],"for":[35,101,139,148],"paddy":[36],"agriculture":[37],"proposed":[39],"this":[41,73,96,143],"work.":[42],"First,":[43],"data":[44,82,84,92,99,111],"acquisition":[45],"takes":[46],"place,":[47],"which":[48,172],"act":[51],"gathering":[53],"data,":[55],"subsequently":[59],"preprocessed":[60,81],"using":[61],"Improved":[63],"Normalization":[64],"method.":[65],"A":[66],"information":[68],"dataset":[69],"employed":[71],"work":[74],"to":[75,114],"help":[76],"with":[77],"this.":[78],"Subsequently,":[79],"undergoes":[83],"augmentation;":[85],"correlation":[87,103],"method":[88],"facilitates":[89],"an":[90],"enhanced":[91],"augmentation":[93],"procedure.":[94],"In":[95],"case,":[97],"used":[100,113],"approach":[104],"min-max":[106],"normalization":[107],"data.":[108],"The":[109,155],"augmented":[110],"extract":[115],"properties":[117],"such":[118],"pH":[120],"level":[121],"index.":[125],"Additionally,":[126],"classifier":[129,170],"strategy":[130],"that":[131,159],"combines":[132],"RNN":[133,207],"Modified":[135,220],"LSTM":[136,200],"suggested":[138,145,162],"prediction.":[141],"Lastly,":[142],"article":[144],"some":[146],"fertilizers":[147],"nutritional":[149],"insufficiency":[150],"based":[151],"projection.":[154],"classifiers":[158],"have":[160],"been":[161],"perform":[163],"better":[164],"experiments":[166],"than":[167],"classic":[169],"models,":[171],"include":[173],"LSTM,":[174],"RNN,":[175],"SVM,":[176],"Bi-GRU,":[177],"DNN,":[179],"terms":[181],"sensitivity,":[183],"accuracy,":[184],"FPR,":[185],"MCC,":[186],"precision,":[187],"efficiency":[189],"predicting":[191],"nutrients.":[192],"Even":[193],"though":[194],"CNN":[196],"(0.075),":[197],"Bi-GRU":[198],"(0.080),":[199,206],"(0.087),":[201],"DBN":[202],"(0.078),":[203],"Enhanced-1DCNN":[204],"DLM":[205],"(0.085),":[208],"RFA":[210],"(0.052)":[211],"obtained":[212],"maximal":[213],"FPR":[214,217],"ratings,":[215],"LSTM+RNN":[221],"scheme":[222],"0.052.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
