{"id":"https://openalex.org/W7202269280","doi":"https://doi.org/10.1007/s11696-026-05362-8","title":"Smart corrosion control: machine learning and genetic algorithm optimization of imidazole inhibitors","display_name":"Smart corrosion control: machine learning and genetic algorithm optimization of imidazole inhibitors","publication_year":2026,"publication_date":"2026-08-12","ids":{"openalex":"https://openalex.org/W7202269280","doi":"https://doi.org/10.1007/s11696-026-05362-8"},"language":"en","primary_location":{"id":"doi:10.1007/s11696-026-05362-8","doi":"https://doi.org/10.1007/s11696-026-05362-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11696-026-05362-8","pdf_url":null,"source":{"id":"https://openalex.org/S201842594","display_name":"Chemical Papers","issn_l":"0366-6352","issn":["0366-6352","1336-9075","2585-7290"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chemical Papers","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7202269280"],"child_works_count":0,"type":"article","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/A5120200129","display_name":"N. Dhanabalan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405258486","display_name":"Paavai Engineering College","ror":"https://ror.org/00r7c6e04","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405258486"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"N. Dhanabalan","raw_affiliation_strings":["Department of Chemistry, Paavai Engineering College, Namakkal, Tamil N\u0101du, 637018, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemistry, Paavai Engineering College, Namakkal, Tamil N\u0101du, 637018, India","institution_ids":["https://openalex.org/I4405258486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136576371","display_name":"S. Siddik","orcid":"https://orcid.org/0000-0002-4939-5336","observed_orcids":["https://orcid.org/0000-0002-4939-5336"]},"institutions":[{"id":"https://openalex.org/I4405258486","display_name":"Paavai Engineering College","ror":"https://ror.org/00r7c6e04","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405258486"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Siddik","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Paavai Engineering College, Namakkal, Tamil N\u0101du, 637018, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Paavai Engineering College, Namakkal, Tamil N\u0101du, 637018, India","institution_ids":["https://openalex.org/I4405258486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5146953503","display_name":"D. Balakrishnan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D. Balakrishnan","raw_affiliation_strings":["Department of Chemistry, Er. Perumal Manimekalai College of Engineering, Hosur, Tamil N\u0101du, 635117, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemistry, Er. Perumal Manimekalai College of Engineering, Hosur, Tamil N\u0101du, 635117, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067934003","display_name":"Kaliyamoorthy Sundaresan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210101093","display_name":"St. Joseph's Institute of Technology","ror":"https://ror.org/012npkr10","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210101093"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Sundaresan","raw_affiliation_strings":["Department of Chemistry, St. Joseph\u2019s Institute of Technology, OMR, Chennai, Tamil Nadu, 600119, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemistry, St. Joseph\u2019s Institute of Technology, OMR, Chennai, Tamil Nadu, 600119, India","institution_ids":["https://openalex.org/I4210101093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021307140","display_name":"A. Arunkumar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210146157","display_name":"Dhanalakshmi Srinivasan Group of Institutions","ror":"https://ror.org/04dmgvm89","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210146157"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. Arunkumar","raw_affiliation_strings":["Department of Chemistry, Dhanalakshmi Srinivasan Engineering College, Perambalur, Tamil Nadu, 621212, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemistry, Dhanalakshmi Srinivasan Engineering College, Perambalur, Tamil Nadu, 621212, India","institution_ids":["https://openalex.org/I4210146157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021504240","display_name":"Pagadala Jayaprakash","orcid":"https://orcid.org/0000-0002-4328-8433","observed_orcids":["https://orcid.org/0000-0002-4328-8433"]},"institutions":[{"id":"https://openalex.org/I4387154592","display_name":"St. Joseph\u2019s College of Engineering","ror":"https://ror.org/01g3pby21","country_code":"IN","type":"education","lineage":["https://openalex.org/I4387154592"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"P. Jayaprakash","raw_affiliation_strings":["Department of Physics, St. Joseph\u2019s College of Engineering, OMR, Chennai, Tamil Nadu, 600119, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, St. Joseph\u2019s College of Engineering, OMR, Chennai, Tamil Nadu, 600119, India","institution_ids":["https://openalex.org/I4387154592"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5021504240"],"corresponding_institution_ids":["https://openalex.org/I4387154592"],"apc_list":{"value":3490,"currency":"USD","value_usd":3490},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10310","display_name":"Corrosion Behavior and Inhibition","score":0.9994999766349792,"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":0.9994999766349792,"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":0.00019999999494757503,"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/T12086","display_name":"Structural Integrity and Reliability Analysis","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/corrosion-inhibition","display_name":"corrosion inhibition","score":0.8489999771118164},{"id":"https://openalex.org/keywords/low-carbon-steel","display_name":"mild steel","score":0.8759999871253967},{"id":"https://openalex.org/keywords/hydrochloric-acid-corrosion","display_name":"hydrochloric acid corrosion","score":0.9440000057220459},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8149999976158142},{"id":"https://openalex.org/keywords/support-vector-regression","display_name":"support vector regression","score":0.9919999837875366},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9539999961853027},{"id":"https://openalex.org/keywords/genetic-algorithm-optimization","display_name":"genetic algorithm optimization","score":0.984000027179718},{"id":"https://openalex.org/keywords/inhibitor-concentration-optimization","display_name":"inhibitor concentration optimization","score":0.8880000114440918},{"id":"https://openalex.org/keywords/weight-loss-measurement","display_name":"weight loss measurement","score":0.5590000152587891},{"id":"https://openalex.org/keywords/electrochemical-measurement","display_name":"electrochemical measurement","score":0.8989999890327454}],"concepts":[{"id":"https://openalex.org/C20625102","wikidata":"https://www.wikidata.org/wiki/Q137056","display_name":"Corrosion","level":2,"score":0.815500020980835},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6223999857902527},{"id":"https://openalex.org/C2780874372","wikidata":"https://www.wikidata.org/wiki/Q328692","display_name":"Imidazole","level":2,"score":0.6089000105857849},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6075999736785889},{"id":"https://openalex.org/C2777145204","wikidata":"https://www.wikidata.org/wiki/Q2468815","display_name":"Corrosion inhibitor","level":3,"score":0.5620999932289124},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49810001254081726},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4869000017642975},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4575999975204468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4537999927997589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.448199987411499},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3939000070095062},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.38839998841285706},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3833000063896179},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.26829999685287476},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C2781272187","wikidata":"https://www.wikidata.org/wiki/Q5173027","display_name":"Corrosion monitoring","level":3,"score":0.2542000114917755},{"id":"https://openalex.org/C150077022","wikidata":"https://www.wikidata.org/wiki/Q3136137","display_name":"Response surface methodology","level":2,"score":0.25270000100135803},{"id":"https://openalex.org/C183696295","wikidata":"https://www.wikidata.org/wiki/Q2487696","display_name":"Biochemical engineering","level":1,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11696-026-05362-8","doi":"https://doi.org/10.1007/s11696-026-05362-8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11696-026-05362-8","pdf_url":null,"source":{"id":"https://openalex.org/S201842594","display_name":"Chemical Papers","issn_l":"0366-6352","issn":["0366-6352","1336-9075","2585-7290"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Chemical Papers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W162913333","https://openalex.org/W1845438655","https://openalex.org/W1964230491","https://openalex.org/W1968393547","https://openalex.org/W1975234341","https://openalex.org/W1975400049","https://openalex.org/W1979744261","https://openalex.org/W1987241361","https://openalex.org/W2023626747","https://openalex.org/W2024755553","https://openalex.org/W2027018744","https://openalex.org/W2045545566","https://openalex.org/W2047382737","https://openalex.org/W2048266662","https://openalex.org/W2052011791","https://openalex.org/W2052343447","https://openalex.org/W2065627221","https://openalex.org/W2079207631","https://openalex.org/W2102148524","https://openalex.org/W2128575535","https://openalex.org/W2133870693","https://openalex.org/W2162369856","https://openalex.org/W2564769537","https://openalex.org/W2605559236","https://openalex.org/W2789519102","https://openalex.org/W2924926958","https://openalex.org/W2969447306","https://openalex.org/W2971789369","https://openalex.org/W3089279190","https://openalex.org/W3120759873","https://openalex.org/W3194279988","https://openalex.org/W4282592227","https://openalex.org/W4285332010","https://openalex.org/W4378837885","https://openalex.org/W4380302329","https://openalex.org/W4386422998","https://openalex.org/W4394299947","https://openalex.org/W4402276227","https://openalex.org/W4404462121","https://openalex.org/W4406149468","https://openalex.org/W4409161193","https://openalex.org/W4409822796","https://openalex.org/W4411065198","https://openalex.org/W4412430456","https://openalex.org/W4414039081"],"related_works":["https://openalex.org/W4405011121","https://openalex.org/W7170300949","https://openalex.org/W4408541456","https://openalex.org/W4402637254","https://openalex.org/W4403344372","https://openalex.org/W4413152812","https://openalex.org/W4409501987","https://openalex.org/W7118614711","https://openalex.org/W7117484076","https://openalex.org/W7130717557"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-08T09:06:37.294493","created_date":"2026-08-13T00:00:00"}
