{"id":"https://openalex.org/W4408092573","doi":"https://doi.org/10.1109/acai63924.2024.10899474","title":"AI-Driven Optimization of Ring Spinning: Adaptive Spacer Adjustment for Enhanced Yarn Quality and Production Efficiency","display_name":"AI-Driven Optimization of Ring Spinning: Adaptive Spacer Adjustment for Enhanced Yarn Quality and Production Efficiency","publication_year":2024,"publication_date":"2024-12-20","ids":{"openalex":"https://openalex.org/W4408092573","doi":"https://doi.org/10.1109/acai63924.2024.10899474"},"language":"en","primary_location":{"id":"doi:10.1109/acai63924.2024.10899474","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acai63924.2024.10899474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI)","raw_type":"proceedings-article"},"type":"conference-paper","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":null,"display_name":"Sourabh Kumar Sen","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145126","display_name":"Aditya Birla (India)","ror":"https://ror.org/03pztks36","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210145126"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sourabh Kumar Sen","raw_affiliation_strings":["Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India","institution_ids":["https://openalex.org/I4210145126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027582252","display_name":"Garima Sen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Garima Sen","raw_affiliation_strings":["Aryaabhatta Engineering College & Research Center,Power System Engineering,Ajmer (Raj),India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aryaabhatta Engineering College & Research Center,Power System Engineering,Ajmer (Raj),India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042525966","display_name":"Abhishek Srivastava","orcid":"https://orcid.org/0000-0002-7113-6947"},"institutions":[{"id":"https://openalex.org/I4210145126","display_name":"Aditya Birla (India)","ror":"https://ror.org/03pztks36","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210145126"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Abhishek Srivastava","raw_affiliation_strings":["Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India","institution_ids":["https://openalex.org/I4210145126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5116479434","display_name":"Meher Master","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145126","display_name":"Aditya Birla (India)","ror":"https://ror.org/03pztks36","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210145126"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Meher Master","raw_affiliation_strings":["Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aditya Birla Management Corporation Pvt. Ltd,Department of Industry4.0 & Business Platform,Mumbai,India","institution_ids":["https://openalex.org/I4210145126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.51501251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/yarn","display_name":"Yarn","score":0.8835046291351318},{"id":"https://openalex.org/keywords/spinning","display_name":"Spinning","score":0.8714920282363892},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5850173234939575},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5731406807899475},{"id":"https://openalex.org/keywords/ring","display_name":"Ring (chemistry)","score":0.5613974928855896},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4449922442436218},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44275861978530884},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.3935382068157196},{"id":"https://openalex.org/keywords/manufacturing-engineering","display_name":"Manufacturing engineering","score":0.3716033101081848},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.29762065410614014},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2592659294605255},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09837943315505981},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09161308407783508},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.06176474690437317}],"concepts":[{"id":"https://openalex.org/C2778787235","wikidata":"https://www.wikidata.org/wiki/Q49007","display_name":"Yarn","level":2,"score":0.8835046291351318},{"id":"https://openalex.org/C154815118","wikidata":"https://www.wikidata.org/wiki/Q453762","display_name":"Spinning","level":2,"score":0.8714920282363892},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5850173234939575},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5731406807899475},{"id":"https://openalex.org/C2780378348","wikidata":"https://www.wikidata.org/wiki/Q25351438","display_name":"Ring (chemistry)","level":2,"score":0.5613974928855896},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4449922442436218},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44275861978530884},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.3935382068157196},{"id":"https://openalex.org/C117671659","wikidata":"https://www.wikidata.org/wiki/Q11049265","display_name":"Manufacturing engineering","level":1,"score":0.3716033101081848},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.29762065410614014},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2592659294605255},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09837943315505981},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09161308407783508},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.06176474690437317},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acai63924.2024.10899474","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acai63924.2024.10899474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2052517866","https://openalex.org/W2358500504","https://openalex.org/W2363905931","https://openalex.org/W2350560966","https://openalex.org/W2385870399","https://openalex.org/W2386381029","https://openalex.org/W2080754887","https://openalex.org/W2360210914","https://openalex.org/W2025514383","https://openalex.org/W2577148521"],"abstract_inverted_index":{"This":[0,49,154],"study":[1],"investigates":[2],"the":[3,12,41,135],"optimization":[4,133,163],"of":[5,14,75,93,137],"ring":[6],"frame":[7],"parameters,":[8],"particularly":[9],"focusing":[10],"on":[11,17,45,54],"effects":[13],"spacer":[15,38,65,131],"size":[16,39,132],"yarn":[18,60,113,124,148],"quality-specifically":[19],"strength,":[20],"evenness,":[21],"imperfections,":[22],"and":[23,57,72,83,103,111,115,126,134,150],"hairiness.":[24],"Additionally,":[25],"a":[26,91,157],"novel":[27],"AI-Driven":[28],"Adaptive":[29],"Spacer":[30],"Adjustment":[31],"System":[32],"is":[33],"introduced,":[34],"which":[35],"dynamically":[36],"adjusts":[37],"during":[40],"spinning":[42,161],"process":[43,116,162],"based":[44],"real-time":[46,144],"sensor":[47],"data.":[48],"combined":[50],"analysis":[51],"includes":[52],"trials":[53],"40":[55],"Ne":[56,59],"60":[58],"counts":[61],"with":[62,169],"six":[63],"different":[64],"sizes":[66],"(2.75":[67],"mm":[68],"to":[69,108,160],"4":[70],"mm)":[71],"an":[73],"evaluation":[74],"machine":[76],"efficiency":[77],"improvements":[78,122],"for":[79],"9":[80],"combed":[81],"wool":[82],"24":[84],"carded":[85],"counts.":[86],"The":[87,118,140],"AI":[88,141,167],"system":[89,142],"uses":[90],"combination":[92],"optical":[94],"sensors,":[95],"reinforcement":[96],"learning":[97],"(PPO),":[98],"support":[99],"vector":[100],"regression":[101],"(SVR),":[102],"convolutional":[104],"neural":[105],"networks":[106],"(CNN)":[107],"continuously":[109],"monitor":[110],"optimize":[112],"quality":[114,125,149],"efficiency.":[117],"results":[119],"show":[120],"significant":[121],"in":[123],"productivity":[127],"through":[128],"both":[129],"conventional":[130],"integration":[136],"AI-driven":[138],"automation.":[139],"offers":[143],"adjustments":[145],"that":[146],"enhance":[147],"reduce":[151],"production":[152],"inefficiencies.":[153],"research":[155],"provides":[156],"transformative":[158],"approach":[159],"by":[164],"combining":[165],"cutting-edge":[166],"technology":[168],"traditional":[170],"manufacturing":[171],"techniques.":[172]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}