{"id":"https://openalex.org/W4388941833","doi":"https://doi.org/10.1021/acssuschemeng.3c04415","title":"Machine Learning-Assisted Electrode Material Fabrication and Electrochemical Efficiency Prediction and Validation of PANI-Ni/Co Hydroxide Nanocomposites","display_name":"Machine Learning-Assisted Electrode Material Fabrication and Electrochemical Efficiency Prediction and Validation of PANI-Ni/Co Hydroxide Nanocomposites","publication_year":2023,"publication_date":"2023-11-23","ids":{"openalex":"https://openalex.org/W4388941833","doi":"https://doi.org/10.1021/acssuschemeng.3c04415"},"language":"en","primary_location":{"id":"doi:10.1021/acssuschemeng.3c04415","doi":"https://doi.org/10.1021/acssuschemeng.3c04415","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acssuschemeng.3c04415","pdf_url":null,"source":{"id":"https://openalex.org/S2502047864","display_name":"ACS Sustainable Chemistry & Engineering","issn_l":"2168-0485","issn":["2168-0485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-1","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACS Sustainable Chemistry &amp; Engineering","raw_type":"journal-article"},"volume":null,"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/A5093325225","display_name":"Arpit B. Mendhe","orcid":"https://orcid.org/0009-0002-6612-5888","observed_orcids":["https://orcid.org/0009-0002-6612-5888"]},"institutions":[{"id":"https://openalex.org/I156406944","display_name":"Defence Institute of Advanced Technology","ror":"https://ror.org/05qpbfx18","country_code":"IN","type":"education","lineage":["https://openalex.org/I156406944"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arpit Mendhe","raw_affiliation_strings":["Sustainable Energy Laboratory, Department of Metallurgical and Materials Engineering, Defence Institute of Advanced Technology, Pune-411025, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sustainable Energy Laboratory, Department of Metallurgical and Materials Engineering, Defence Institute of Advanced Technology, Pune-411025, India","institution_ids":["https://openalex.org/I156406944"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029649905","display_name":"Himanshu Sekhar Panda","orcid":"https://orcid.org/0000-0003-1353-3714","observed_orcids":["https://orcid.org/0000-0003-1353-3714"]},"institutions":[{"id":"https://openalex.org/I156406944","display_name":"Defence Institute of Advanced Technology","ror":"https://ror.org/05qpbfx18","country_code":"IN","type":"education","lineage":["https://openalex.org/I156406944"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Himanshu Sekhar Panda","raw_affiliation_strings":["Sustainable Energy Laboratory, Department of Metallurgical and Materials Engineering, Defence Institute of Advanced Technology, Pune-411025, India"],"raw_orcid":"https://orcid.org/0000-0003-1353-3714","affiliations":[{"raw_affiliation_string":"Sustainable Energy Laboratory, Department of Metallurgical and Materials Engineering, Defence Institute of Advanced Technology, Pune-411025, India","institution_ids":["https://openalex.org/I156406944"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5029649905"],"corresponding_institution_ids":["https://openalex.org/I156406944"],"apc_list":{"value":5000,"currency":"USD","value_usd":5000},"apc_paid":null,"fwci":1.9881,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.86956383,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"11","issue":"49","first_page":"17262","last_page":"17271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10179","display_name":"Supercapacitor Materials and Fabrication","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"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/T10179","display_name":"Supercapacitor Materials and Fabrication","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"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":0.014299999922513962,"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/T10030","display_name":"Electrocatalysts for Energy Conversion","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/supercapacitor-electrodes","display_name":"supercapacitor electrodes","score":0.8339999914169312},{"id":"https://openalex.org/keywords/polyaniline","display_name":"polyaniline","score":0.9789999723434448},{"id":"https://openalex.org/keywords/rate-capability","display_name":"rate capability","score":0.9769999980926514},{"id":"https://openalex.org/keywords/cycling-stability","display_name":"cycling stability","score":0.8100000023841858},{"id":"https://openalex.org/keywords/composite-electrode-materials","display_name":"composite electrode materials","score":0.527999997138977}],"concepts":[{"id":"https://openalex.org/C6585489","wikidata":"https://www.wikidata.org/wiki/Q754523","display_name":"Supercapacitor","level":4,"score":0.8463418483734131},{"id":"https://openalex.org/C17525397","wikidata":"https://www.wikidata.org/wiki/Q176140","display_name":"Electrode","level":2,"score":0.7391464710235596},{"id":"https://openalex.org/C2777580120","wikidata":"https://www.wikidata.org/wiki/Q417637","display_name":"Polyaniline","level":4,"score":0.7152124643325806},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.71381676197052},{"id":"https://openalex.org/C30066665","wikidata":"https://www.wikidata.org/wiki/Q164399","display_name":"Capacitance","level":3,"score":0.6313707828521729},{"id":"https://openalex.org/C40834362","wikidata":"https://www.wikidata.org/wiki/Q184893","display_name":"Horizontal scan rate","level":5,"score":0.6196184754371643},{"id":"https://openalex.org/C52859227","wikidata":"https://www.wikidata.org/wiki/Q7877","display_name":"Electrochemistry","level":3,"score":0.600989043712616},{"id":"https://openalex.org/C136525101","wikidata":"https://www.wikidata.org/wiki/Q5428139","display_name":"Fabrication","level":3,"score":0.5142666697502136},{"id":"https://openalex.org/C92880739","wikidata":"https://www.wikidata.org/wiki/Q2639556","display_name":"Nanocomposite","level":2,"score":0.5087621808052063},{"id":"https://openalex.org/C104779481","wikidata":"https://www.wikidata.org/wiki/Q50707","display_name":"Composite number","level":2,"score":0.4944331645965576},{"id":"https://openalex.org/C73916439","wikidata":"https://www.wikidata.org/wiki/Q837718","display_name":"Energy storage","level":3,"score":0.4444696307182312},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.4096038341522217},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.3572803735733032},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.34092068672180176},{"id":"https://openalex.org/C2777869211","wikidata":"https://www.wikidata.org/wiki/Q1147647","display_name":"Cyclic voltammetry","level":4,"score":0.2770964801311493},{"id":"https://openalex.org/C521977710","wikidata":"https://www.wikidata.org/wiki/Q81163","display_name":"Polymer","level":2,"score":0.15166842937469482},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.14470094442367554},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.09713995456695557},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C44228677","wikidata":"https://www.wikidata.org/wiki/Q181898","display_name":"Polymerization","level":3,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1021/acssuschemeng.3c04415","doi":"https://doi.org/10.1021/acssuschemeng.3c04415","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acssuschemeng.3c04415","pdf_url":null,"source":{"id":"https://openalex.org/S2502047864","display_name":"ACS Sustainable Chemistry & Engineering","issn_l":"2168-0485","issn":["2168-0485"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-b","jufo-1","ki-jl-1","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320006","host_organization_name":"American Chemical Society","host_organization_lineage":["https://openalex.org/P4310320006"],"host_organization_lineage_names":["American Chemical Society"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACS Sustainable Chemistry &amp; Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.571399986743927,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1608137301","https://openalex.org/W1966120014","https://openalex.org/W1975875406","https://openalex.org/W1981426715","https://openalex.org/W2009143243","https://openalex.org/W2033869170","https://openalex.org/W2037502361","https://openalex.org/W2069623766","https://openalex.org/W2122709469","https://openalex.org/W2134288491","https://openalex.org/W2135322341","https://openalex.org/W2415357546","https://openalex.org/W2467626456","https://openalex.org/W2508506819","https://openalex.org/W2514643291","https://openalex.org/W2530746530","https://openalex.org/W2787280682","https://openalex.org/W2806895895","https://openalex.org/W2890263828","https://openalex.org/W2895147187","https://openalex.org/W2901460839","https://openalex.org/W2908154425","https://openalex.org/W2979711536","https://openalex.org/W3003021798","https://openalex.org/W3005785894","https://openalex.org/W3010620477","https://openalex.org/W3012532225","https://openalex.org/W3042824877","https://openalex.org/W3046484439","https://openalex.org/W3047071153","https://openalex.org/W3165171569","https://openalex.org/W3183740727","https://openalex.org/W3189155683","https://openalex.org/W3189177734","https://openalex.org/W3189625560","https://openalex.org/W3200398799","https://openalex.org/W4205385512","https://openalex.org/W4206534465","https://openalex.org/W4210376548","https://openalex.org/W4210405809","https://openalex.org/W4210499813","https://openalex.org/W4210700691","https://openalex.org/W4212831199","https://openalex.org/W4244702428","https://openalex.org/W4284892043","https://openalex.org/W4285678557","https://openalex.org/W4293796386","https://openalex.org/W4313592532","https://openalex.org/W4362634279"],"related_works":["https://openalex.org/W4415841718","https://openalex.org/W7151260097","https://openalex.org/W4405045823","https://openalex.org/W4415621233","https://openalex.org/W7117469870","https://openalex.org/W4390262782","https://openalex.org/W7154745368","https://openalex.org/W7201960063","https://openalex.org/W4403743571","https://openalex.org/W4241990991"],"abstract_inverted_index":{"Electrode":[0],"materials":[1,163],"play":[2],"a":[3,42,145],"critical":[4],"role":[5],"in":[6,11],"the":[7,16,19,51,57,70,112,116,139,151,158],"charge":[8],"storage":[9,166],"mechanism":[10],"supercapacitor":[12,37],"devices.":[13],"Hence,":[14,150],"predicting":[15],"performance,":[17],"namely,":[18],"specific":[20],"capacitance":[21],"(":[22],"C":[23,72,76,99,129],"sp":[24,73,77,100,130],"),":[25],"rate":[26,104,125],"capability,":[27],"and":[28,75,97,122],"cyclic":[29],"stability":[30],"of":[31,53,60,79,88,106,132,142,148,160],"these":[32],"electrodes,":[33],"is":[34,93,119],"crucial":[35],"for":[36,90,164],"applications.":[38,167],"In":[39],"this":[40],"report,":[41],"data-centric":[43],"machine-learning":[44],"(ML)":[45],"approach":[46],"was":[47],"implemented":[48,155],"to":[49,68,156],"study":[50],"effect":[52],"polyaniline":[54],"(PANI)":[55],"on":[56],"electrochemical":[58],"behavior":[59],"NiCo(OH)":[61],"2":[62],".":[63],"ML":[64,152],"models":[65],"were":[66],"used":[67],"predict":[69,157],"combinational":[71],"-grade":[74],"-value":[78],"composite":[80],"electrode":[81,162],"materials.":[82],"The":[83,102,127],"lowest":[84],"relative":[85],"percentage":[86,146],"error":[87,147],"1.04%":[89],"3":[91,107],"PNC":[92,108],"observed":[94],"between":[95],"predicted":[96,140],"experimental":[98,113,128],"-values.":[101],"ML-predicted":[103],"capability":[105],"strongly":[109],"aligned":[110],"with":[111,144],"data":[114],"when":[115],"current":[117],"density":[118],"increased":[120],"4-fold":[121],"revealed":[123],"better":[124],"capability.":[126],"retention":[131,141],"82.4%":[133],"after":[134],"10000":[135],"cycles":[136],"closely":[137],"matched":[138],"88.56%,":[143],"6.92%.":[149],"may":[153],"be":[154],"performance":[159],"other":[161],"energy":[165]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":10}],"updated_date":"2026-10-24T09:50:30.924529","created_date":"2023-11-24T00:00:00"}
