{"id":"https://openalex.org/W4407866151","doi":"https://doi.org/10.21609/jiki.v18i1.1303","title":"Transformative Insights into Corrosion Inhibition: A Machine Learning Journey from Prediction to Web-Based Application","display_name":"Transformative Insights into Corrosion Inhibition: A Machine Learning Journey from Prediction to Web-Based Application","publication_year":2024,"publication_date":"2024-06-22","ids":{"openalex":"https://openalex.org/W4407866151","doi":"https://doi.org/10.21609/jiki.v18i1.1303"},"language":"en","primary_location":{"id":"doi:10.21609/jiki.v18i1.1303","doi":"https://doi.org/10.21609/jiki.v18i1.1303","is_oa":true,"landing_page_url":"https://doi.org/10.21609/jiki.v18i1.1303","pdf_url":"https://jiki.cs.ui.ac.id/index.php/jiki/article/download/1303/520","source":{"id":"https://openalex.org/S4210186380","display_name":"Jurnal Ilmu Komputer dan Informasi","issn_l":"1979-0732","issn":["1979-0732","2088-7051","2502-9274"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315272","host_organization_name":"University of Indonesia","host_organization_lineage":["https://openalex.org/P4310315272"],"host_organization_lineage_names":["University of Indonesia"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmu Komputer dan Informasi","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://jiki.cs.ui.ac.id/index.php/jiki/article/download/1303/520","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115758877","display_name":"Dzaki Asari Surya Putra","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dzaki Asari Surya Putra","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093721580","display_name":"Nicholaus Verdhy Putranto","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nicholaus Verdhy Putranto","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115969286","display_name":"Nibras Bahy Ardyansyah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nibras Bahy Ardyansyah","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098578549","display_name":"Gustina Alfa Trisnapradika","orcid":"https://orcid.org/0009-0002-2917-6918","observed_orcids":["https://orcid.org/0009-0002-2917-6918"]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Gustina Alfa Trisnapradika","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039933141","display_name":"Muhamad Akrom","orcid":"https://orcid.org/0000-0003-3249-110X","observed_orcids":["https://orcid.org/0000-0003-3249-110X"]},"institutions":[{"id":"https://openalex.org/I4210127958","display_name":"Universitas Dian Nuswantoro","ror":"https://ror.org/02csxcg02","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210127958"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhamad Akrom","raw_affiliation_strings":["Universitas Dian Nuswantoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Dian Nuswantoro","institution_ids":["https://openalex.org/I4210127958"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210127958"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1155742,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10310","display_name":"Corrosion Behavior and Inhibition","score":0.5,"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"}},"topics":[{"id":"https://openalex.org/T10310","display_name":"Corrosion Behavior and Inhibition","score":0.5,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.47780001163482666,"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"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.006300000008195639,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/corrosion-inhibition","display_name":"corrosion inhibition","score":0.9100000262260437},{"id":"https://openalex.org/keywords/expired-medicines","display_name":"expired medicines","score":0.9179999828338623},{"id":"https://openalex.org/keywords/corrosion-inhibitors","display_name":"corrosion inhibitors","score":0.6970000267028809},{"id":"https://openalex.org/keywords/machine-learning-prediction","display_name":"machine learning prediction","score":0.7990000247955322},{"id":"https://openalex.org/keywords/xgboost","display_name":"XGBoost","score":0.8899999856948853},{"id":"https://openalex.org/keywords/streamlit-application","display_name":"Streamlit web application","score":0.8069999814033508},{"id":"https://openalex.org/keywords/non-expert-users","display_name":"non-expert users","score":0.4560000002384186}],"concepts":[{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.9189867973327637},{"id":"https://openalex.org/C20625102","wikidata":"https://www.wikidata.org/wiki/Q137056","display_name":"Corrosion","level":2,"score":0.5904390811920166},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42642703652381897},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3542264699935913},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3343393802642822},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.32858625054359436},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2859267592430115},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.2579505145549774},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.25704067945480347},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.08787259459495544}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.21609/jiki.v18i1.1303","doi":"https://doi.org/10.21609/jiki.v18i1.1303","is_oa":true,"landing_page_url":"https://doi.org/10.21609/jiki.v18i1.1303","pdf_url":"https://jiki.cs.ui.ac.id/index.php/jiki/article/download/1303/520","source":{"id":"https://openalex.org/S4210186380","display_name":"Jurnal Ilmu Komputer dan Informasi","issn_l":"1979-0732","issn":["1979-0732","2088-7051","2502-9274"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315272","host_organization_name":"University of Indonesia","host_organization_lineage":["https://openalex.org/P4310315272"],"host_organization_lineage_names":["University of Indonesia"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmu Komputer dan Informasi","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:255f99625d934ff89f1e2828f0be736e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/255f99625d934ff89f1e2828f0be736e","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,"listed_in":[],"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":"Jurnal Ilmu Komputer dan Informasi, Vol 18, Iss 1 (2025)","raw_type":"article"},{"id":"pmh:oai:ojs.jiki.cs.ui.ac.id:article/1303","doi":null,"is_oa":true,"landing_page_url":"https://jiki.cs.ui.ac.id/index.php/jiki/article/view/1303","pdf_url":null,"source":{"id":"https://openalex.org/S4210186380","display_name":"Jurnal Ilmu Komputer dan Informasi","issn_l":"1979-0732","issn":["1979-0732","2088-7051","2502-9274"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315272","host_organization_name":"University of Indonesia","host_organization_lineage":["https://openalex.org/P4310315272"],"host_organization_lineage_names":["University of Indonesia"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"10.21609/jiki.v18i1","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.21609/jiki.v18i1.1303","doi":"https://doi.org/10.21609/jiki.v18i1.1303","is_oa":true,"landing_page_url":"https://doi.org/10.21609/jiki.v18i1.1303","pdf_url":"https://jiki.cs.ui.ac.id/index.php/jiki/article/download/1303/520","source":{"id":"https://openalex.org/S4210186380","display_name":"Jurnal Ilmu Komputer dan Informasi","issn_l":"1979-0732","issn":["1979-0732","2088-7051","2502-9274"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310315272","host_organization_name":"University of Indonesia","host_organization_lineage":["https://openalex.org/P4310315272"],"host_organization_lineage_names":["University of Indonesia"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Ilmu Komputer dan Informasi","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407866151.pdf","grobid_xml":"https://content.openalex.org/works/W4407866151.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4406665737","https://openalex.org/W4392657935","https://openalex.org/W7117484076","https://openalex.org/W4412430456","https://openalex.org/W4407774029","https://openalex.org/W4404218177","https://openalex.org/W4311014453","https://openalex.org/W4404087025","https://openalex.org/W4405028194","https://openalex.org/W4406101552"],"abstract_inverted_index":{"This":[0,68],"study":[1],"focuses":[2],"on":[3,81],"the":[4,26,59,65,71,82,86,93,111,122,138,154],"exploration":[5],"and":[6,46],"evaluation":[7],"of":[8,99,127],"machine":[9],"learning":[10],"(ML)":[11],"models":[12,50,66,89],"to":[13,54,63,120,142,149],"analyze":[14],"expired":[15],"pharmaceutical":[16],"data":[17],"for":[18,61,140],"their":[19],"potential":[20],"use":[21],"as":[22],"corrosion":[23,40,132],"inhibitors.":[24],"Additionally,":[25],"entire":[27],"modeling":[28],"process":[29],"is":[30,130],"integrated":[31],"into":[32],"a":[33,37,76,114,131,150],"user-friendly":[34],"platform":[35],"through":[36],"Streamlit":[38],"service-assisted":[39],"inhibitor":[41,133],"website,":[42],"facilitating":[43],"broader":[44,151],"accessibility":[45],"practical":[47],"application.":[48],"The":[49,124],"are":[51,105],"trained":[52],"offline":[53],"ensure":[55],"accurate":[56],"performance,":[57],"eliminating":[58],"need":[60,139],"users":[62,141],"retrain":[64],"themselves.":[67],"approach":[69],"simplifies":[70],"user":[72],"experience":[73],"by":[74],"offering":[75],"ready-to-use":[77],"prediction":[78],"service":[79],"directly":[80],"website":[83,116],"platform.":[84],"Among":[85],"various":[87],"ML":[88,146],"implemented,":[90],"XGB":[91],"demonstrated":[92],"highest":[94],"performance":[95],"with":[96,108],"an":[97],"R2-score":[98],"0.99999999.":[100],"Given":[101],"that":[102,117,136],"many":[103],"chemists":[104],"not":[106],"familiar":[107],"informatics":[109],"coding,":[110],"researchers":[112],"developed":[113],"Streamlit-based":[115],"includes":[118],"tools":[119],"customize":[121],"models.":[123],"end":[125],"product":[126],"this":[128],"work":[129],"experimentation":[134],"tool":[135],"eliminates":[137],"code,":[143],"making":[144],"advanced":[145],"techniques":[147],"accessible":[148],"audience":[152],"within":[153],"chemistry":[155],"community.":[156]},"counts_by_year":[],"updated_date":"2026-08-23T07:36:19.812096","created_date":"2025-02-24T00:00:00"}