{"id":"https://openalex.org/W4406947271","doi":"https://doi.org/10.1109/access.2025.3536327","title":"Characterization of the Collagen Extraction Manufacturing Process Using Markov Chains and Artificial Neural Networks","display_name":"Characterization of the Collagen Extraction Manufacturing Process Using Markov Chains and Artificial Neural Networks","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406947271","doi":"https://doi.org/10.1109/access.2025.3536327"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3536327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3536327","pdf_url":null,"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://doi.org/10.1109/access.2025.3536327","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076836452","display_name":"Rosa Trasvi\u00f1a-Osorio","orcid":"https://orcid.org/0000-0003-0895-2009"},"institutions":[{"id":"https://openalex.org/I4210118279","display_name":"Mathematics Research Center","ror":null,"country_code":"MX","type":null,"lineage":["https://openalex.org/I4210118279"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Rosa Trasvi\u00f1a-Osorio","raw_affiliation_strings":["Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":"https://orcid.org/0000-0003-0895-2009","affiliations":[{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I4210118279"]},{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079545728","display_name":"Sergio Alonso\u2010Romero","orcid":"https://orcid.org/0000-0001-6469-0408"},"institutions":[{"id":"https://openalex.org/I4210118279","display_name":"Mathematics Research Center","ror":null,"country_code":"MX","type":null,"lineage":["https://openalex.org/I4210118279"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Sergio Alonso-Romero","raw_affiliation_strings":["Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":"https://orcid.org/0000-0001-6469-0408","affiliations":[{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I4210118279"]},{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060125300","display_name":"Juan de Anda-Su\u00e1rez","orcid":"https://orcid.org/0000-0003-3728-0459"},"institutions":[{"id":"https://openalex.org/I3130395211","display_name":"Instituto Tecnol\u00f3gico Superior de Xalapa","ror":"https://ror.org/009rr6x76","country_code":"MX","type":"education","lineage":["https://openalex.org/I3130395211"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Juan de Anda-Su\u00e1rez","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":"https://orcid.org/0000-0003-3728-0459","affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I3130395211"]},{"raw_affiliation_string":"Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000275460","display_name":"Valent\u00edn Calzada-Ledesma","orcid":"https://orcid.org/0000-0001-9328-971X"},"institutions":[{"id":"https://openalex.org/I3130395211","display_name":"Instituto Tecnol\u00f3gico Superior de Xalapa","ror":"https://ror.org/009rr6x76","country_code":"MX","type":"education","lineage":["https://openalex.org/I3130395211"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Valent\u00edn Calzada-Ledesma","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I3130395211"]},{"raw_affiliation_string":"Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044822249","display_name":"Javier Y\u00e1\u00f1ez-Mendiola","orcid":"https://orcid.org/0000-0003-0772-5947"},"institutions":[{"id":"https://openalex.org/I4210118279","display_name":"Mathematics Research Center","ror":null,"country_code":"MX","type":null,"lineage":["https://openalex.org/I4210118279"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Javier Ya\u00f1ez-Mendiola","raw_affiliation_strings":["Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I4210118279"]},{"raw_affiliation_string":"Centro de Innovaci&#x00F3;n Aplicada en Tecnolog&#x00ED;as Competitivas, Le&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032747318","display_name":"Luis Fernando Villanueva-Jim\u00e9nez","orcid":"https://orcid.org/0000-0002-8411-072X"},"institutions":[{"id":"https://openalex.org/I3130395211","display_name":"Instituto Tecnol\u00f3gico Superior de Xalapa","ror":"https://ror.org/009rr6x76","country_code":"MX","type":"education","lineage":["https://openalex.org/I3130395211"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Luis Fernando Villanueva-Jim\u00e9nez","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I3130395211"]},{"raw_affiliation_string":"Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062631914","display_name":"E. Rojas-Mancera","orcid":"https://orcid.org/0000-0002-5965-9120"},"institutions":[{"id":"https://openalex.org/I3130395211","display_name":"Instituto Tecnol\u00f3gico Superior de Xalapa","ror":"https://ror.org/009rr6x76","country_code":"MX","type":"education","lineage":["https://openalex.org/I3130395211"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Erick Rojas-Mancera","raw_affiliation_strings":["Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Tecnol&#x00F3;gico Superior de Pur&#x00ED;sima del Rinc&#x00F3;n, Tecnol&#x00F3;gico Nacional de M&#x00E9;xico, Pur&#x00ED;sima del Rinc&#x00F3;n, Guanajuato, Mexico","institution_ids":["https://openalex.org/I3130395211"]},{"raw_affiliation_string":"Tecnol&#x00F3;gico Nacional de M&#x00E9;xico / ITS de Pur&#x00ED;sima del Rinc&#x00F3;n, Pur&#x00ED;sima del Rinc&#x00F3;n Guanajuato, M&#x00E9;xico","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"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":1.5554,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.81700159,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"13","issue":null,"first_page":"25612","last_page":"25621"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13113","display_name":"Engineering Technology and Methodologies","score":0.8227999806404114,"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"}},"topics":[{"id":"https://openalex.org/T13113","display_name":"Engineering Technology and Methodologies","score":0.8227999806404114,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6754552721977234},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.591568648815155},{"id":"https://openalex.org/keywords/characterization","display_name":"Characterization (materials science)","score":0.5814908742904663},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.5566410422325134},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5316539406776428},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49995970726013184},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4787389636039734},{"id":"https://openalex.org/keywords/manufacturing-process","display_name":"Manufacturing process","score":0.42121443152427673},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3441429138183594},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3065507709980011},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.17898207902908325},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1327294409275055},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.12737572193145752},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.08928191661834717},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.0738254189491272}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6754552721977234},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.591568648815155},{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.5814908742904663},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.5566410422325134},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5316539406776428},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49995970726013184},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4787389636039734},{"id":"https://openalex.org/C2987875673","wikidata":"https://www.wikidata.org/wiki/Q187939","display_name":"Manufacturing process","level":2,"score":0.42121443152427673},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3441429138183594},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3065507709980011},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.17898207902908325},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1327294409275055},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.12737572193145752},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.08928191661834717},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0738254189491272},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3536327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3536327","pdf_url":null,"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:85ccad2396f34748afcfc606db0206ee","is_oa":true,"landing_page_url":"https://doaj.org/article/85ccad2396f34748afcfc606db0206ee","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 13, Pp 25612-25621 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3536327","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3536327","pdf_url":null,"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/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W997303941","https://openalex.org/W1493022201","https://openalex.org/W1570494026","https://openalex.org/W1927181533","https://openalex.org/W1948275881","https://openalex.org/W2006984168","https://openalex.org/W2011794268","https://openalex.org/W2027441187","https://openalex.org/W2028981036","https://openalex.org/W2051930069","https://openalex.org/W2139075905","https://openalex.org/W2784132122","https://openalex.org/W2801250397","https://openalex.org/W2811156570","https://openalex.org/W2891799885","https://openalex.org/W2922220074","https://openalex.org/W2928044920","https://openalex.org/W2963202765","https://openalex.org/W3018290896","https://openalex.org/W3021270873","https://openalex.org/W3044438564","https://openalex.org/W3047183405","https://openalex.org/W3047205208","https://openalex.org/W3090014117","https://openalex.org/W3133657579","https://openalex.org/W3174282500","https://openalex.org/W4214763722","https://openalex.org/W4225270076","https://openalex.org/W4229037979","https://openalex.org/W4293114338","https://openalex.org/W4321437232","https://openalex.org/W4378528083","https://openalex.org/W4391223813","https://openalex.org/W6851661515"],"related_works":["https://openalex.org/W3107994849","https://openalex.org/W4247143848","https://openalex.org/W2009883749","https://openalex.org/W2735573198","https://openalex.org/W29442446","https://openalex.org/W330727063","https://openalex.org/W2896904446","https://openalex.org/W1483407203","https://openalex.org/W4206825956","https://openalex.org/W651098627"],"abstract_inverted_index":{"Modelling":[0],"a":[1,4,31,76,82,105,129,137,177,209,213,234],"process":[2,33,198],"requires":[3,233],"priori":[5],"knowledge":[6],"of":[7,78,107,117,134,141,157,160,173,203],"the":[8,13,17,21,110,114,118,121,124,152,183,191,195,200,221],"possible":[9],"causal":[10],"relationships":[11],"between":[12],"study":[14],"variables":[15],"and":[16,99,136,165,190],"response,":[18],"especially":[19],"when":[20],"raw":[22],"material":[23],"is":[24,34,176,217],"waste.":[25],"A":[26],"new":[27],"approach":[28],"to":[29,36,42,50,63,71,229],"characterizing":[30],"manufacturing":[32],"presented":[35,104,128],"extend":[37],"data":[38,74,95,112,149,239],"that":[39,181,232],"are":[40],"difficult":[41],"obtain":[43],"by":[44],"direct":[45],"experimentation.":[46],"This":[47],"research":[48,175],"aims":[49],"identify":[51],"industrial":[52],"applications":[53],"for":[54,68,94,167,194,219],"derivatives":[55],"from":[56,75,199],"animal":[57],"by-products,":[58],"such":[59],"as":[60],"tilapia":[61],"skin,":[62],"develop":[64],"an":[65,89],"alternative":[66],"methodology":[67],"issues":[69],"related":[70],"collagen.":[72],"Empirical":[73],"design":[77],"experiments":[79],"(DoE)":[80],"fed":[81],"Markov":[83],"chain":[84],"Monte":[85],"Carlo":[86],"algorithm":[87],"in":[88,109,113],"artificial":[90],"neural":[91],"network":[92],"(MCMC-ANN)":[93],"imputation,":[96],"numerical":[97],"simulation,":[98],"training.":[100],"The":[101,143,155,171,205],"DoE":[102],"model":[103,126,144,180],"coefficient":[106],"86.92%":[108],"observed":[111],"first":[115],"stage":[116],"methodology.":[119],"In":[120],"second":[122],"stage,":[123],"predictive":[125,179],"MCMC-ANN":[127,161,225],"mean":[130],"square":[131],"error":[132],"(MSE)":[133],"0.00171,":[135],"standard":[138],"deviation":[139,214],"(SD)":[140],"0.00133.":[142],"was":[145],"tested":[146],"using":[147],"validation":[148,159],"obtained":[150],"outside":[151],"training":[153],"process.":[154],"SD":[156],"empirical":[158],"were":[162],"1.7890,":[163],"0.2051":[164],"0.0919":[166],"three":[168],"random":[169],"points.":[170],"product":[172],"this":[174],"four-dimensional":[178],"estimates":[182],"yield":[184],"with":[185,212,237],"decreasing":[186],"material,":[187],"energy":[188],"resources,":[189],"time":[192],"required":[193],"collagen":[196,222],"extraction":[197,223],"skin":[201],"waste":[202],"tilapia.":[204],"proposed":[206],"tool":[207],"obtains":[208],"minimum":[210],"adjustment":[211],"whose":[215],"tolerance":[216],"valid":[218],"predicting":[220],"yield.":[224],"can":[226],"be":[227],"applied":[228],"any":[230],"case":[231],"deeper":[235],"analysis":[236],"more":[238],"or":[240],"experiments.":[241]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
