{"id":"https://openalex.org/W7214958919","doi":"https://doi.org/10.26434/chemrxiv.15009673/v1","title":"From prediction to process control: a critical review of machine learning in reactive dyeing of cotton","display_name":"From prediction to process control: a critical review of machine learning in reactive dyeing of cotton","publication_year":2026,"publication_date":"2026-09-29","ids":{"openalex":"https://openalex.org/W7214958919","doi":"https://doi.org/10.26434/chemrxiv.15009673/v1"},"language":"en","primary_location":{"id":"doi:10.26434/chemrxiv.15009673/v1","doi":"https://doi.org/10.26434/chemrxiv.15009673/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15009673/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15009673/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15009673/v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057658189","display_name":"Sk. Mainuddin","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sk. Mainuddin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148798506","display_name":"Tinon Turja Majumder","orcid":"https://orcid.org/0009-0000-0684-398X","observed_orcids":["https://orcid.org/0009-0000-0684-398X"]},"institutions":[{"id":"https://openalex.org/I85564003","display_name":"Bangladesh University of Textiles","ror":"https://ror.org/031evmb56","country_code":"BD","type":"education","lineage":["https://openalex.org/I85564003"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Tinon Turja Majumder","raw_affiliation_strings":["Department of Dyes and Chemical Engineering , Bangladesh University of Textiles (BUTEX) , Tejgaon Industrial Area , Dhaka 1208 , Bangladesh"],"raw_orcid":"https://orcid.org/0009-0000-0684-398X","affiliations":[{"raw_affiliation_string":"Department of Dyes and Chemical Engineering , Bangladesh University of Textiles (BUTEX) , Tejgaon Industrial Area , Dhaka 1208 , Bangladesh","institution_ids":["https://openalex.org/I85564003"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5148781261","display_name":"Md Shajjad Khan Faisal","orcid":"https://orcid.org/0009-0006-8384-5456","observed_orcids":["https://orcid.org/0009-0006-8384-5456","https://orcid.org/0009-0008-9995-6737"]},"institutions":[{"id":"https://openalex.org/I85564003","display_name":"Bangladesh University of Textiles","ror":"https://ror.org/031evmb56","country_code":"BD","type":"education","lineage":["https://openalex.org/I85564003"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md Shajjad Khan Faisal","raw_affiliation_strings":["Department of Dyes and Chemical Engineering , Bangladesh University of Textiles (BUTEX) , Tejgaon Industrial Area , Dhaka 1208 , Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dyes and Chemical Engineering , Bangladesh University of Textiles (BUTEX) , Tejgaon Industrial Area , Dhaka 1208 , Bangladesh","institution_ids":["https://openalex.org/I85564003"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11511","display_name":"Dyeing and Modifying Textile Fibers","score":0.9800000190734863,"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/T11511","display_name":"Dyeing and Modifying Textile Fibers","score":0.9800000190734863,"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"}},{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.002199999988079071,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.0013000000035390258,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"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/reactive-dyeing","display_name":"reactive dyeing","score":0.9860000014305115},{"id":"https://openalex.org/keywords/cotton","display_name":"cotton","score":0.8870000243186951},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.800000011920929},{"id":"https://openalex.org/keywords/process-control","display_name":"process control","score":0.9150000214576721},{"id":"https://openalex.org/keywords/in-line-monitoring","display_name":"in-line monitoring","score":0.6980000138282776},{"id":"https://openalex.org/keywords/dye-fixation","display_name":"dye fixation","score":0.5270000100135803},{"id":"https://openalex.org/keywords/water-and-energy-consumption","display_name":"water and energy consumption","score":0.6029999852180481},{"id":"https://openalex.org/keywords/reactive-dyes","display_name":"reactive dyes","score":0.6069999933242798},{"id":"https://openalex.org/keywords/dyeing-process-optimization","display_name":"dyeing process optimization","score":0.4000000059604645},{"id":"https://openalex.org/keywords/rule-based-control","display_name":"rule-based control","score":0.46000000834465027}],"concepts":[{"id":"https://openalex.org/C2778485729","wikidata":"https://www.wikidata.org/wiki/Q1164991","display_name":"Dyeing","level":2,"score":0.8614000082015991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5813999772071838},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.5177000164985657},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4950999915599823},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.4634999930858612},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4521999955177307},{"id":"https://openalex.org/C2778671685","wikidata":"https://www.wikidata.org/wiki/Q219239","display_name":"Recipe","level":2,"score":0.42969998717308044},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4253000020980835},{"id":"https://openalex.org/C2777732649","wikidata":"https://www.wikidata.org/wiki/Q1931541","display_name":"Paper machine","level":2,"score":0.41659998893737793},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4133000075817108},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.2863999903202057},{"id":"https://openalex.org/C146249460","wikidata":"https://www.wikidata.org/wiki/Q2914991","display_name":"Fixation (population genetics)","level":3,"score":0.2827000021934509},{"id":"https://openalex.org/C2780956279","wikidata":"https://www.wikidata.org/wiki/Q577117","display_name":"Pilot plant","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2705000042915344},{"id":"https://openalex.org/C198091228","wikidata":"https://www.wikidata.org/wiki/Q19557","display_name":"Alkali metal","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C167123822","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automatic control","level":2,"score":0.26330000162124634}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.26434/chemrxiv.15009673/v1","doi":"https://doi.org/10.26434/chemrxiv.15009673/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15009673/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15009673/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.26434/chemrxiv.15009673/v1","doi":"https://doi.org/10.26434/chemrxiv.15009673/v1","is_oa":true,"landing_page_url":"https://doi.org/10.26434/chemrxiv.15009673/v1","pdf_url":"https://chemrxiv.org/doi/pdf/10.26434/chemrxiv.15009673/v1","source":{"id":"https://openalex.org/S4393918830","display_name":"ChemRxiv","issn_l":"2573-2293","issn":["2573-2293"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12","score":0.7811999917030334}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7214958919.pdf","grobid_xml":"https://content.openalex.org/works/W7214958919.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1968691696","https://openalex.org/W2003469782","https://openalex.org/W2041817159","https://openalex.org/W2046634309","https://openalex.org/W2053071528","https://openalex.org/W2068178309","https://openalex.org/W2094440959","https://openalex.org/W2155530580","https://openalex.org/W2162697292","https://openalex.org/W2460747189","https://openalex.org/W2606109168","https://openalex.org/W2736601468","https://openalex.org/W2944159408","https://openalex.org/W2964370947","https://openalex.org/W3004438897","https://openalex.org/W3024726348","https://openalex.org/W3035020591","https://openalex.org/W3110954692","https://openalex.org/W3119036680","https://openalex.org/W3147779041","https://openalex.org/W3173889758","https://openalex.org/W3204811240","https://openalex.org/W3210453766","https://openalex.org/W4210433366","https://openalex.org/W4221130049","https://openalex.org/W4229010617","https://openalex.org/W4281554949","https://openalex.org/W4304588680","https://openalex.org/W4381927387","https://openalex.org/W4385425374","https://openalex.org/W4387221235","https://openalex.org/W4392714362","https://openalex.org/W4392756393","https://openalex.org/W4393435835","https://openalex.org/W4394854612","https://openalex.org/W4399966333","https://openalex.org/W4400658551","https://openalex.org/W4402117880","https://openalex.org/W4402892140","https://openalex.org/W4406462345","https://openalex.org/W4409445851","https://openalex.org/W4410569195","https://openalex.org/W4415210554","https://openalex.org/W4416685020","https://openalex.org/W7117117775","https://openalex.org/W7117773340","https://openalex.org/W7118021899","https://openalex.org/W7133219633","https://openalex.org/W7140200409","https://openalex.org/W7161812250","https://openalex.org/W7163657504","https://openalex.org/W7167030088","https://openalex.org/W7202082135","https://openalex.org/W7204798978","https://openalex.org/W7213947996"],"related_works":["https://openalex.org/W4385425374","https://openalex.org/W2146915357","https://openalex.org/W2038929987","https://openalex.org/W1896966712","https://openalex.org/W7139413520","https://openalex.org/W2607071471","https://openalex.org/W1488708085","https://openalex.org/W4399516795","https://openalex.org/W7204798978","https://openalex.org/W4281554949"],"abstract_inverted_index":{"Abstract":[0],"Reactive":[1],"exhaust":[2],"dyeing":[3,75],"of":[4,9,63,76,162,179,195],"cotton":[5],"uses":[6],"large":[7],"amounts":[8],"water,":[10],"salt,":[11],"alkali":[12,129,149],"and":[13,19,56,83,106,172,191,198],"heat,":[14],"partly":[15],"because":[16],"the":[17,35,90,100,180],"recipe":[18],"programme":[20],"are":[21,111],"fixed":[22,146],"when":[23],"a":[24,38,118,139,145,192],"batch":[25],"starts.":[26],"This":[27],"review":[28],"asks":[29],"whether":[30],"learned":[31,119],"models,":[32],"acting":[33],"on":[34,159],"machine":[36],"during":[37,138],"batch,":[39],"have":[40],"been":[41],"shown":[42],"to":[43,51,170],"reduce":[44],"that":[45,189],"consumption.":[46],"An":[47],"OpenAlex":[48],"search":[49],"(2003":[50],"September":[52],"2026,":[53],"862":[54],"records)":[55],"web":[57],"searching":[58],"identified":[59],"27":[60],"primary":[61],"studies":[62,161],"learned,":[64,196],"rule-based,":[65],"model-based":[66],"or":[67,70,128,131,135],"search-based":[68],"methods,":[69],"inline":[71],"monitoring,":[72],"in":[73],"reactive":[74],"cotton.":[77],"Each":[78],"was":[79],"coded":[80],"by":[81,84],"setting":[82],"how":[85,177],"far":[86],"its":[87],"output":[88],"reached":[89],"process.":[91],"Twenty-two":[92],"stop":[93],"at":[94,151],"offline":[95],"prediction,":[96],"three":[97],"only":[98],"measure":[99],"bath,":[101],"one":[102,107,142],"advises":[103],"an":[104,123],"operator":[105,199],"acts":[108],"automatically;":[109],"24":[110],"laboratory":[112],"studies.":[113],"No":[114],"included":[115],"study":[116,174],"documents":[117],"model":[120],"automatically":[121],"changing":[122],"outcome-level":[124],"decision":[125],"(dye,":[126],"salt":[127],"quantity":[130],"timing,":[132],"temperature":[133],"programme,":[134],"rinse":[136],"endpoint)":[137],"batch.":[140],"The":[141],"automatic":[143],"controller,":[144],"rule":[147],"timing":[148],"injection":[150],"pilot":[152],"scale,":[153],"is":[154],"not":[155],"learned.":[156],"A":[157],"check":[158],"135":[160],"all":[163],"fibres":[164],"agreed.":[165],"Reported":[166],"fixation":[167],"spans":[168],"40":[169],"70%,":[171],"no":[173],"has":[175],"measured":[176],"much":[178],"shortfall":[181],"control":[182],"could":[183],"recover.":[184],"Two":[185],"priorities":[186],"follow:":[187],"measuring":[188],"share,":[190],"matched-batch":[193],"trial":[194],"rule-based":[197],"control.":[200]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2026-10-01T00:00:00"}