{"id":"https://openalex.org/W4393036554","doi":"https://doi.org/10.1109/iconnic59854.2023.10467549","title":"Classification of Arabica Coffee Beans Based on Multi-Features Using Artificial Neural Networks","display_name":"Classification of Arabica Coffee Beans Based on Multi-Features Using Artificial Neural Networks","publication_year":2023,"publication_date":"2023-10-14","ids":{"openalex":"https://openalex.org/W4393036554","doi":"https://doi.org/10.1109/iconnic59854.2023.10467549"},"language":"en","primary_location":{"id":"doi:10.1109/iconnic59854.2023.10467549","doi":"https://doi.org/10.1109/iconnic59854.2023.10467549","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iconnic59854.2023.10467549","pdf_url":null,"source":{"id":"https://openalex.org/S7407106722","display_name":"International Conference on Advanced Engineering and Technologies (ICONNIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 1st International Conference on Advanced Engineering and Technologies (ICONNIC)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5100786413","display_name":"Hamdani Hamdani","orcid":"https://orcid.org/0000-0002-4255-7662","observed_orcids":["https://orcid.org/0000-0002-4255-7662"]},"institutions":[{"id":"https://openalex.org/I47689905","display_name":"Mulawarman University","ror":"https://ror.org/02kwq2y85","country_code":"ID","type":"education","lineage":["https://openalex.org/I47689905"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hamdani Hamdani","raw_affiliation_strings":["Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","Dept. of Informatics, Mulawarman University, Samarinda, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","institution_ids":["https://openalex.org/I47689905"]},{"raw_affiliation_string":"Dept. of Informatics, Mulawarman University, Samarinda, Indonesia","institution_ids":["https://openalex.org/I47689905"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004140096","display_name":"Anindita Septiarini","orcid":"https://orcid.org/0000-0001-9758-5807","observed_orcids":["https://orcid.org/0000-0001-9758-5807"]},"institutions":[{"id":"https://openalex.org/I47689905","display_name":"Mulawarman University","ror":"https://ror.org/02kwq2y85","country_code":"ID","type":"education","lineage":["https://openalex.org/I47689905"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Anindita Septiarini","raw_affiliation_strings":["Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","Dept. of Informatics, Mulawarman University, Samarinda, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","institution_ids":["https://openalex.org/I47689905"]},{"raw_affiliation_string":"Dept. of Informatics, Mulawarman University, Samarinda, Indonesia","institution_ids":["https://openalex.org/I47689905"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111151333","display_name":"Firzatullah Akbar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I47689905","display_name":"Mulawarman University","ror":"https://ror.org/02kwq2y85","country_code":"ID","type":"education","lineage":["https://openalex.org/I47689905"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Firzatullah Akbar","raw_affiliation_strings":["Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","Dept. of Informatics, Mulawarman University, Samarinda, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","institution_ids":["https://openalex.org/I47689905"]},{"raw_affiliation_string":"Dept. of Informatics, Mulawarman University, Samarinda, Indonesia","institution_ids":["https://openalex.org/I47689905"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072833175","display_name":"Rizqi Saputra","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I47689905","display_name":"Mulawarman University","ror":"https://ror.org/02kwq2y85","country_code":"ID","type":"education","lineage":["https://openalex.org/I47689905"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Rizqi Saputra","raw_affiliation_strings":["Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","Dept. of Informatics, Mulawarman University, Samarinda, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mulawarman University,Dept. of Informatics,Samarinda,Indonesia","institution_ids":["https://openalex.org/I47689905"]},{"raw_affiliation_string":"Dept. of Informatics, Mulawarman University, Samarinda, Indonesia","institution_ids":["https://openalex.org/I47689905"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089103006","display_name":"Dita Nurmadewi","orcid":"https://orcid.org/0000-0001-8718-2393","observed_orcids":["https://orcid.org/0000-0001-8718-2393"]},"institutions":[{"id":"https://openalex.org/I205458487","display_name":"Bakrie University","ror":"https://ror.org/01xbsne82","country_code":"ID","type":"education","lineage":["https://openalex.org/I205458487"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dita Nurmadewi","raw_affiliation_strings":["Universitas Bakrie,Department of Information System,Jakarta,Indonesia","Department of Information System, Universitas Bakrie, Jakarta, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Bakrie,Department of Information System,Jakarta,Indonesia","institution_ids":["https://openalex.org/I205458487"]},{"raw_affiliation_string":"Department of Information System, Universitas Bakrie, Jakarta, Indonesia","institution_ids":["https://openalex.org/I205458487"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082660883","display_name":"Surya Eka Priyatna","orcid":"https://orcid.org/0000-0003-4673-3704","observed_orcids":["https://orcid.org/0000-0003-4673-3704"]},"institutions":[{"id":"https://openalex.org/I4391768234","display_name":"Universitas Islam Negeri Antasari Banjarmasin","ror":"https://ror.org/02jnjb343","country_code":"ID","type":"education","lineage":["https://openalex.org/I4391768234"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Surya Eka Priyatna","raw_affiliation_strings":["Antasari State Islamic University,Information Technology,Banjarmasin,Indonesia","Information Technology, Antasari State Islamic University, Banjarmasin, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Antasari State Islamic University,Information Technology,Banjarmasin,Indonesia","institution_ids":["https://openalex.org/I4391768234"]},{"raw_affiliation_string":"Information Technology, Antasari State Islamic University, Banjarmasin, Indonesia","institution_ids":["https://openalex.org/I4391768234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.369,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50960828,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"115","issue":null,"first_page":"85","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.6592000126838684,"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":0.6592000126838684,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.2563000023365021,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.03920000046491623,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/arabica-coffee-beans","display_name":"Arabica coffee beans","score":0.984000027179718},{"id":"https://openalex.org/keywords/coffee-bean-classification","display_name":"coffee bean classification","score":0.9850000143051147},{"id":"https://openalex.org/keywords/computer-vision","display_name":"computer vision","score":0.8489999771118164},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"image segmentation","score":0.5699999928474426},{"id":"https://openalex.org/keywords/color-features","display_name":"color features","score":0.7020000219345093},{"id":"https://openalex.org/keywords/shape-features","display_name":"shape features","score":0.8519999980926514},{"id":"https://openalex.org/keywords/texture-features","display_name":"texture features","score":1.0},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7210000157356262},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8360000252723694},{"id":"https://openalex.org/keywords/indonesian-coffee","display_name":"Indonesian coffee","score":0.6299999952316284}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6642240881919861},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6365927457809448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.592240571975708},{"id":"https://openalex.org/C2910939217","wikidata":"https://www.wikidata.org/wiki/Q47685","display_name":"Arabica coffee","level":2,"score":0.5362095236778259},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4498070478439331},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3743172883987427},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3692551255226135},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.07999402284622192},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.07871431112289429}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iconnic59854.2023.10467549","doi":"https://doi.org/10.1109/iconnic59854.2023.10467549","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iconnic59854.2023.10467549","pdf_url":null,"source":{"id":"https://openalex.org/S7407106722","display_name":"International Conference on Advanced Engineering and Technologies (ICONNIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 1st International Conference on Advanced Engineering and Technologies (ICONNIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.5666999816894531}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1836231398","https://openalex.org/W1969766614","https://openalex.org/W2734715312","https://openalex.org/W2801303530","https://openalex.org/W2808249611","https://openalex.org/W2886590014","https://openalex.org/W2909498127","https://openalex.org/W2924094660","https://openalex.org/W2937035224","https://openalex.org/W2953941515","https://openalex.org/W2961933561","https://openalex.org/W2979535898","https://openalex.org/W2980262723","https://openalex.org/W2985704374","https://openalex.org/W2990672198","https://openalex.org/W3020578323","https://openalex.org/W3022771627","https://openalex.org/W3027710045","https://openalex.org/W3032542105","https://openalex.org/W3085453125","https://openalex.org/W3094453699","https://openalex.org/W3094816474","https://openalex.org/W3116981493","https://openalex.org/W3119670325","https://openalex.org/W3129937184","https://openalex.org/W3138349318","https://openalex.org/W3177094424","https://openalex.org/W3191837861","https://openalex.org/W3214311379","https://openalex.org/W4200352757","https://openalex.org/W4220765839","https://openalex.org/W4293221362","https://openalex.org/W4293868510","https://openalex.org/W4313000080","https://openalex.org/W4316497513","https://openalex.org/W4367309697","https://openalex.org/W4375935802"],"related_works":["https://openalex.org/W2808249611","https://openalex.org/W4409060080","https://openalex.org/W3211774418","https://openalex.org/W4387351425","https://openalex.org/W4402238051","https://openalex.org/W7150855159","https://openalex.org/W3170806325","https://openalex.org/W4400111685","https://openalex.org/W4417062095","https://openalex.org/W7128809558"],"abstract_inverted_index":{"Indonesian":[0],"Arabica":[1,31,75],"coffee":[2,42,76,80],"beans":[3,77],"undergo":[4],"meticulous":[5],"cultivation":[6],"by":[7,117],"local":[8],"farmers":[9],"and":[10,21,26,51,63,103,113,128,138,149],"are":[11],"subjected":[12],"to":[13,56,78],"various":[14],"processing":[15],"methods,":[16],"including":[17],"wet-hulled,":[18],"honey,":[19],"natural,":[20],"washed.":[22],"Indonesia":[23],"has":[24],"cultivated":[25],"produced":[27],"the":[28,158],"most":[29],"renowned":[30],"coffees":[32],"in":[33,46],"six":[34],"distinct":[35],"regions.":[36],"The":[37,87,122,151],"several":[38,92,119],"types":[39],"of":[40,91,136],"arabica":[41],"beans,":[43],"mostly":[44],"found":[45],"Indonesia,":[47],"have":[48],"similar":[49],"sizes":[50],"shapes,":[52],"making":[53],"them":[54,85],"hard":[55],"distinguish.":[57],"Naturally,":[58],"aroma,":[59],"flavor,":[60],"sweetness,":[61],"roasting,":[62],"other":[64],"factors":[65],"vary":[66],"when":[67],"ingested.":[68],"Thus,":[69],"computer":[70],"vision":[71],"technology":[72],"must":[73],"classify":[74],"improve":[79],"bean":[81],"identification":[82],"without":[83],"consuming":[84],"first.":[86],"proposed":[88],"method":[89,156],"consists":[90],"main":[93],"processes:":[94],"data":[95],"acquisition,":[96],"ROI":[97],"detection,":[98],"pre-processing,":[99],"segmentation,":[100],"feature":[101],"extraction,":[102],"classification.":[104],"Feature":[105],"extraction":[106],"is":[107],"applied":[108],"based":[109],"on":[110,164],"color,":[111],"shape,":[112],"texture":[114],"features,":[115],"followed":[116],"implementing":[118],"machine-learning":[120],"methods.":[121],"dataset":[123],"was":[124,142],"divided":[125],"into":[126],"training":[127],"testing":[129],"sets":[130],"using":[131,144],"cross-validation":[132],"with":[133],"K-Fold":[134,165],"values":[135],"5":[137,166],"10.":[139,168],"Performance":[140],"evaluation":[141],"performed":[143],"three":[145],"parameters:":[146],"precision,":[147],"recall,":[148],"accuracy.":[150],"Artificial":[152],"Neural":[153],"Network":[154],"(ANN)":[155],"achieved":[157],"best":[159],"results,":[160],"achieving":[161],"99.75%":[162],"accuracy":[163],"&":[167]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-03-22T00:00:00"}