{"id":"https://openalex.org/W4396807860","doi":"https://doi.org/10.1007/s00521-024-09850-4","title":"Evaluating the performance of metaheuristic-tuned weight agnostic neural networks for crop yield prediction","display_name":"Evaluating the performance of metaheuristic-tuned weight agnostic neural networks for crop yield prediction","publication_year":2024,"publication_date":"2024-05-10","ids":{"openalex":"https://openalex.org/W4396807860","doi":"https://doi.org/10.1007/s00521-024-09850-4"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-024-09850-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-09850-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-09850-4.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-09850-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068911769","display_name":"Luka Jovanovi\u0107","orcid":"https://orcid.org/0000-0001-9402-7391"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Luka Jovanovic","raw_affiliation_strings":["Faculty of Technical Sciences, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072469505","display_name":"Miodrag \u017divkovi\u0107","orcid":"https://orcid.org/0000-0002-4351-068X"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Miodrag Zivkovic","raw_affiliation_strings":["Faculty of Informatics and Computing, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Informatics and Computing, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064081550","display_name":"Neboj\u0161a Ba\u010danin","orcid":"https://orcid.org/0000-0002-2062-924X"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]},{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]},{"id":"https://openalex.org/I91633459","display_name":"Middle East University","ror":"https://ror.org/059bgad73","country_code":"JO","type":"education","lineage":["https://openalex.org/I91633459"]}],"countries":["IN","JO","RS"],"is_corresponding":false,"raw_author_name":"Nebojsa Bacanin","raw_affiliation_strings":["Department of Mathematics, Saveetha School of Engineering, SIMATS, Thandalam, Chennai, 602105, Tamilnadu, India","Faculty of Informatics and Computing, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia","MEU Research Unit, Middle East University, Amman, Jordan"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Saveetha School of Engineering, SIMATS, Thandalam, Chennai, 602105, Tamilnadu, India","institution_ids":["https://openalex.org/I85461943"]},{"raw_affiliation_string":"Faculty of Informatics and Computing, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia","institution_ids":["https://openalex.org/I170253739"]},{"raw_affiliation_string":"MEU Research Unit, Middle East University, Amman, Jordan","institution_ids":["https://openalex.org/I91633459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064706748","display_name":"Milo\u0161 Dobrojevi\u0107","orcid":"https://orcid.org/0000-0003-3798-312X"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Milos Dobrojevic","raw_affiliation_strings":["Faculty of Technical Sciences, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia"],"affiliations":[{"raw_affiliation_string":"Faculty of Technical Sciences, Singidunum University, Danijelova 32, Belgrade, 11000, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011658703","display_name":"Vladimir \u0160imi\u0107","orcid":"https://orcid.org/0000-0001-5709-3744"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4068193","display_name":"University of Belgrade","ror":"https://ror.org/02qsmb048","country_code":"RS","type":"education","lineage":["https://openalex.org/I4068193"]},{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["KR","RS","TW"],"is_corresponding":false,"raw_author_name":"Vladimir Simic","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, 02841, Republic of Korea","Department of Industrial Engineering and Management, College of Engineering, Yuan Ze University, Yuandong Rd., Zhongli Dist., Taoyuan City, 320315, Taiwan","Faculty of Transport and Traffic Engineering, University of Belgrade, Vojvode Stepe 305, Belgrade, 11010, Serbia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Informatics, Korea University, Seoul, 02841, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Department of Industrial Engineering and Management, College of Engineering, Yuan Ze University, Yuandong Rd., Zhongli Dist., Taoyuan City, 320315, Taiwan","institution_ids":["https://openalex.org/I99908691"]},{"raw_affiliation_string":"Faculty of Transport and Traffic Engineering, University of Belgrade, Vojvode Stepe 305, Belgrade, 11010, Serbia","institution_ids":["https://openalex.org/I4068193"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053670657","display_name":"Kishor Kumar Sadasivuni","orcid":"https://orcid.org/0000-0003-2730-6483"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Kishor Kumar Sadasivuni","raw_affiliation_strings":["Center for Advanced Materials, Qatar University, P.O. Box 2713, Doha, Qatar"],"affiliations":[{"raw_affiliation_string":"Center for Advanced Materials, Qatar University, P.O. Box 2713, Doha, Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003847848","display_name":"Erfan Babaee T\u0131rkolaee","orcid":"https://orcid.org/0000-0003-1664-9210"},"institutions":[{"id":"https://openalex.org/I4210121333","display_name":"Istinye University","ror":"https://ror.org/03081nz23","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210121333"]},{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]}],"countries":["LB","TR"],"is_corresponding":true,"raw_author_name":"Erfan Babaee Tirkolaee","raw_affiliation_strings":["Department of Industrial Engineering, Istinye University, 34396, Istanbul, Turkey","Department of Industrial and Mechanical Engineering, Lebanese American University, Byblos, Lebanon"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Istinye University, 34396, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210121333"]},{"raw_affiliation_string":"Department of Industrial and Mechanical Engineering, Lebanese American University, Byblos, Lebanon","institution_ids":["https://openalex.org/I56306041"]}]}],"institutions":[],"countries_distinct_count":8,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5003847848"],"corresponding_institution_ids":["https://openalex.org/I4210121333","https://openalex.org/I56306041"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":6.9916,"has_fulltext":true,"cited_by_count":30,"citation_normalized_percentile":{"value":0.98301471,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"36","issue":"24","first_page":"14727","last_page":"14756"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9882000088691711,"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/T12093","display_name":"Greenhouse Technology and Climate Control","score":0.9735000133514404,"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/yield","display_name":"Yield (engineering)","score":0.6402451992034912},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6143869757652283},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.5199402570724487},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46239766478538513},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36223655939102173},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3599281907081604},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1298016905784607}],"concepts":[{"id":"https://openalex.org/C134121241","wikidata":"https://www.wikidata.org/wiki/Q899301","display_name":"Yield (engineering)","level":2,"score":0.6402451992034912},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6143869757652283},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.5199402570724487},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46239766478538513},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36223655939102173},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3599281907081604},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1298016905784607},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s00521-024-09850-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-09850-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-09850-4.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},{"id":"pmh:oai:qspace.qu.edu.qa:10576/63055","is_oa":true,"landing_page_url":"http://hdl.handle.net/10576/63055","pdf_url":"http://qspace.qu.edu.qa/bitstream/10576/63055/1/s00521-024-09850-4.pdf","source":{"id":"https://openalex.org/S4306400014","display_name":"Qatar University QSpace (Qatar University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60342839","host_organization_name":"Qatar University","host_organization_lineage":["https://openalex.org/I60342839"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1007/s00521-024-09850-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-09850-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-09850-4.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396807860.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1970431725","https://openalex.org/W2024518622","https://openalex.org/W2043845271","https://openalex.org/W2057848726","https://openalex.org/W2063016658","https://openalex.org/W2096166399","https://openalex.org/W2144317842","https://openalex.org/W2151554678","https://openalex.org/W2290883490","https://openalex.org/W2573137292","https://openalex.org/W2602159426","https://openalex.org/W2735671596","https://openalex.org/W2738737700","https://openalex.org/W2768149277","https://openalex.org/W2788388592","https://openalex.org/W2919979744","https://openalex.org/W3007040893","https://openalex.org/W3042556338","https://openalex.org/W3085720755","https://openalex.org/W3118509858","https://openalex.org/W3162351968","https://openalex.org/W3163864478","https://openalex.org/W3194627252","https://openalex.org/W3203095355","https://openalex.org/W3212797097","https://openalex.org/W4220738912","https://openalex.org/W4224308360","https://openalex.org/W4226072956","https://openalex.org/W4226499541","https://openalex.org/W4246540172","https://openalex.org/W4249545506","https://openalex.org/W4250708327","https://openalex.org/W4292242250","https://openalex.org/W4293213859","https://openalex.org/W4297199112","https://openalex.org/W4308509827","https://openalex.org/W4312090279","https://openalex.org/W4313367158","https://openalex.org/W4323313783","https://openalex.org/W4387844290","https://openalex.org/W4388248293","https://openalex.org/W4389775953","https://openalex.org/W4391738567","https://openalex.org/W4392013116"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Abstract":[0],"This":[1],"study":[2],"explores":[3],"crop":[4,47,72],"yield":[5],"forecasting":[6,73,108],"through":[7],"weight":[8],"agnostic":[9],"neural":[10],"networks":[11,24],"(WANN)":[12],"optimized":[13,78],"by":[14],"a":[15,29,82],"modified":[16],"metaheuristic.":[17],"WANNs":[18],"offer":[19],"the":[20,63,66,121,128],"potential":[21,70],"for":[22,114],"lighter":[23],"with":[25,74],"shared":[26,38],"weights,":[27],"utilizing":[28],"two-layer":[30],"cooperative":[31],"framework":[32],"to":[33],"optimize":[34],"network":[35],"architecture":[36],"and":[37,49,89,112,116,124],"weights.":[39],"The":[40,77],"proposed":[41,129],"metaheuristic":[42],"is":[43],"tested":[44],"on":[45],"real-world":[46],"datasets":[48],"benchmarked":[50],"against":[51],"state-of-the-art":[52],"algorithms":[53],"using":[54],"standard":[55],"regression":[56],"metrics.":[57],"While":[58],"not":[59],"claiming":[60],"WANN":[61,79],"as":[62],"definitive":[64],"solution,":[65],"model":[67],"demonstrates":[68],"significant":[69],"in":[71],"lightweight":[75],"architectures.":[76],"models":[80],"achieve":[81],"mean":[83],"absolute":[84],"error":[85],"(MAE)":[86],"of":[87,104,127],"0.017698":[88],"an":[90],"R":[91],"-squared":[92],"(":[93],"$$R^2$$":[94],"<mml:math":[95],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[96],"<mml:msup>":[97],"<mml:mi>R</mml:mi>":[98],"<mml:mn>2</mml:mn>":[99],"</mml:msup>":[100],"</mml:math>":[101],")":[102],"score":[103],"0.886555,":[105],"indicating":[106],"promising":[107],"performance.":[109],"Statistical":[110],"analysis":[111],"Simulator":[113],"Autonomy":[115],"Generality":[117],"Evaluation":[118],"(SAGE)":[119],"validate":[120],"improvement":[122],"significance":[123],"feature":[125],"importance":[126],"approach.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}