{"id":"https://openalex.org/W4409737673","doi":"https://doi.org/10.1021/acs.langmuir.5c01125","title":"Machine Learning-Driven SCAPS Modeling for Optimizing CH3NH3SnBr3 Perovskite Solar Cells: Analytical Insights into Materials for Hole Transport and the Active Layer","display_name":"Machine Learning-Driven SCAPS Modeling for Optimizing CH3NH3SnBr3 Perovskite Solar Cells: Analytical Insights into Materials for Hole Transport and the Active Layer","publication_year":2025,"publication_date":"2025-04-24","ids":{"openalex":"https://openalex.org/W4409737673","doi":"https://doi.org/10.1021/acs.langmuir.5c01125","pmid":"https://pubmed.ncbi.nlm.nih.gov/40272899"},"language":"en","primary_location":{"id":"doi:10.1021/acs.langmuir.5c01125","doi":"https://doi.org/10.1021/acs.langmuir.5c01125","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.langmuir.5c01125","pdf_url":null,"source":{"id":"https://openalex.org/S75741262","display_name":"Langmuir","issn_l":"0743-7463","issn":["0743-7463","1520-5827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","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":"Langmuir","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"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/A5009665162","display_name":"Avijit Ghosh","orcid":"https://orcid.org/0009-0000-8044-7686","observed_orcids":["https://orcid.org/0009-0000-8044-7686"]},"institutions":[{"id":"https://openalex.org/I168889406","display_name":"Begum Rokeya University","ror":"https://ror.org/00hhr3x36","country_code":"BD","type":"education","lineage":["https://openalex.org/I168889406"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Avijit Ghosh","raw_affiliation_strings":["Begum Rokeya University","Department of Electrical and Electronic Engineering"],"raw_orcid":"https://orcid.org/0009-0000-8044-7686","affiliations":[{"raw_affiliation_string":"Begum Rokeya University","institution_ids":["https://openalex.org/I168889406"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114321055","display_name":"Mahbuba Moumita","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahbuba Moumita","raw_affiliation_strings":["Department of Mathematics","Lamar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics","institution_ids":[]},{"raw_affiliation_string":"Lamar University","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094251732","display_name":"Md Aliahsan Bappy","orcid":"https://orcid.org/0009-0008-8585-1512","observed_orcids":["https://orcid.org/0009-0008-8585-1512"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md. Aliahsan Bappy","raw_affiliation_strings":["Department of Mechanical Engineering","Lamar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering","institution_ids":[]},{"raw_affiliation_string":"Lamar University","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113415045","display_name":"Nondon Lal Dey","orcid":"https://orcid.org/0009-0008-4834-1230","observed_orcids":["https://orcid.org/0009-0008-4834-1230"]},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nondon Lal Dey","raw_affiliation_strings":["Department of Physics, University of Louisiana at Lafayette, 104 E. University Avenue, Lafayette, Louisiana 70504, United States"],"raw_orcid":"https://orcid.org/0009-0008-4834-1230","affiliations":[{"raw_affiliation_string":"Department of Physics, University of Louisiana at Lafayette, 104 E. University Avenue, Lafayette, Louisiana 70504, United States","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116482111","display_name":"Md. Aktarujjaman","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I97098773","display_name":"Webster University","ror":"https://ror.org/01x8j4206","country_code":"US","type":"education","lineage":["https://openalex.org/I97098773"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md. Aktarujjaman","raw_affiliation_strings":["Department of Information Technology Management","Webster University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology Management","institution_ids":[]},{"raw_affiliation_string":"Webster University","institution_ids":["https://openalex.org/I97098773"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095961184","display_name":"Md Majadul Islam Jim","orcid":"https://orcid.org/0009-0007-8179-8745","observed_orcids":["https://orcid.org/0009-0007-8179-8745"]},"institutions":[{"id":"https://openalex.org/I177898655","display_name":"Lamar University","ror":"https://ror.org/008ms5s18","country_code":"US","type":"education","lineage":["https://openalex.org/I177898655"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md. Majadul Islam Jim","raw_affiliation_strings":["Department of Information Systems","Lamar University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems","institution_ids":[]},{"raw_affiliation_string":"Lamar University","institution_ids":["https://openalex.org/I177898655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043577597","display_name":"Nasser S. Awwad","orcid":"https://orcid.org/0000-0002-3477-6996","observed_orcids":["https://orcid.org/0000-0002-3477-6996"]},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nasser S. Awwad","raw_affiliation_strings":["Central Labs","King Khalid University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Central Labs","institution_ids":[]},{"raw_affiliation_string":"King Khalid University","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061201872","display_name":"Hala A. Ibrahium","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Hala A. Ibrahium","raw_affiliation_strings":["Department of Biology, Faculty of Science","King Khalid University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology, Faculty of Science","institution_ids":[]},{"raw_affiliation_string":"King Khalid University","institution_ids":["https://openalex.org/I82952536"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5009665162"],"corresponding_institution_ids":["https://openalex.org/I168889406"],"apc_list":{"value":4500,"currency":"USD","value_usd":4500},"apc_paid":null,"fwci":3.5617,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.93795044,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"41","issue":"17","first_page":"11215","last_page":"11237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10247","display_name":"Perovskite Materials and Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10247","display_name":"Perovskite Materials and Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10045","display_name":"Organic Electronics and Photovoltaics","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/perovskite-solar-cells","display_name":"perovskite solar cells","score":0.9169999957084656},{"id":"https://openalex.org/keywords/hole-transport-layer","display_name":"hole transport layer","score":0.7559999823570251},{"id":"https://openalex.org/keywords/electron-transport-layer","display_name":"electron transport layer","score":0.7419999837875366},{"id":"https://openalex.org/keywords/scaps-1d-simulation","display_name":"SCAPS-1D simulation","score":0.7720000147819519},{"id":"https://openalex.org/keywords/machine-learning-optimization","display_name":"machine learning optimization","score":0.6039999723434448},{"id":"https://openalex.org/keywords/sns2","display_name":"SnS2","score":0.7020000219345093},{"id":"https://openalex.org/keywords/bismuth-triiodide","display_name":"bismuth triiodide","score":0.718999981880188},{"id":"https://openalex.org/keywords/wse2","display_name":"WSe2","score":0.8500000238418579},{"id":"https://openalex.org/keywords/defect-density","display_name":"defect density","score":0.8679999709129333},{"id":"https://openalex.org/keywords/power-conversion-efficiency","display_name":"power conversion efficiency","score":0.6169999837875366}],"concepts":[{"id":"https://openalex.org/C155011858","wikidata":"https://www.wikidata.org/wiki/Q3036449","display_name":"Perovskite (structure)","level":2,"score":0.766642689704895},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4215732216835022},{"id":"https://openalex.org/C61696701","wikidata":"https://www.wikidata.org/wiki/Q770766","display_name":"Engineering physics","level":1,"score":0.3535260558128357},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.32308492064476013},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.29184144735336304},{"id":"https://openalex.org/C42360764","wikidata":"https://www.wikidata.org/wiki/Q83588","display_name":"Chemical engineering","level":1,"score":0.28955960273742676},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2188822627067566}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1021/acs.langmuir.5c01125","doi":"https://doi.org/10.1021/acs.langmuir.5c01125","is_oa":false,"landing_page_url":"https://doi.org/10.1021/acs.langmuir.5c01125","pdf_url":null,"source":{"id":"https://openalex.org/S75741262","display_name":"Langmuir","issn_l":"0743-7463","issn":["0743-7463","1520-5827"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-d","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","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":"Langmuir","raw_type":"journal-article"},{"id":"pmid:40272899","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40272899","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Langmuir : the ACS journal of surfaces and colloids","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G7409510935","display_name":null,"funder_award_id":"CL/PAT/1","funder_id":"https://openalex.org/F4320324433","funder_display_name":"King Khalid University"}],"funders":[{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1836200409","https://openalex.org/W1984795059","https://openalex.org/W2006736200","https://openalex.org/W2020683240","https://openalex.org/W2048445249","https://openalex.org/W2071772856","https://openalex.org/W2071795798","https://openalex.org/W2075181628","https://openalex.org/W2298017622","https://openalex.org/W2511864954","https://openalex.org/W2781482633","https://openalex.org/W2789450682","https://openalex.org/W2803958419","https://openalex.org/W2810649595","https://openalex.org/W2902351170","https://openalex.org/W2916592008","https://openalex.org/W2937435442","https://openalex.org/W2942721817","https://openalex.org/W2955053054","https://openalex.org/W2982062156","https://openalex.org/W3008303152","https://openalex.org/W3019029505","https://openalex.org/W3037330114","https://openalex.org/W3048501781","https://openalex.org/W3091259895","https://openalex.org/W3101093144","https://openalex.org/W3108686605","https://openalex.org/W3113232636","https://openalex.org/W3115640820","https://openalex.org/W3118436943","https://openalex.org/W3118505960","https://openalex.org/W3128517286","https://openalex.org/W3129475130","https://openalex.org/W3135210710","https://openalex.org/W3135490077","https://openalex.org/W3136843424","https://openalex.org/W3156600105","https://openalex.org/W3158499315","https://openalex.org/W3158960287","https://openalex.org/W3165047141","https://openalex.org/W3166097121","https://openalex.org/W3200797613","https://openalex.org/W4205134085","https://openalex.org/W4220710018","https://openalex.org/W4221048104","https://openalex.org/W4281849619","https://openalex.org/W4283265756","https://openalex.org/W4283463317","https://openalex.org/W4293925544","https://openalex.org/W4294843054","https://openalex.org/W4307286744","https://openalex.org/W4308964749","https://openalex.org/W4312094059","https://openalex.org/W4318154198","https://openalex.org/W4319593391","https://openalex.org/W4323317876","https://openalex.org/W4324135465","https://openalex.org/W4362662592","https://openalex.org/W4362665656","https://openalex.org/W4362726414","https://openalex.org/W4380682524","https://openalex.org/W4380874894","https://openalex.org/W4385264522","https://openalex.org/W4385325721","https://openalex.org/W4385624114","https://openalex.org/W4386425106","https://openalex.org/W4387357449","https://openalex.org/W4387771331","https://openalex.org/W4390058319","https://openalex.org/W4390630280","https://openalex.org/W4391647595","https://openalex.org/W4392459003","https://openalex.org/W4392519748","https://openalex.org/W4393145408","https://openalex.org/W4396827589","https://openalex.org/W4399913186","https://openalex.org/W4399923504","https://openalex.org/W4400575366","https://openalex.org/W4401076828","https://openalex.org/W4401354035","https://openalex.org/W4401914706","https://openalex.org/W4404438345","https://openalex.org/W4404508793","https://openalex.org/W4404553728","https://openalex.org/W4405194133","https://openalex.org/W4408442403","https://openalex.org/W4408793323"],"related_works":["https://openalex.org/W7155500761","https://openalex.org/W4408913494","https://openalex.org/W4416022268","https://openalex.org/W4405750932","https://openalex.org/W7217241829","https://openalex.org/W4396888451","https://openalex.org/W3166097121","https://openalex.org/W4313643591","https://openalex.org/W7220650643","https://openalex.org/W7129070034"],"abstract_inverted_index":{"This":[0,20,235],"work":[1],"explores":[2],"the":[3,65,119,203,218,245],"potential":[4],"for":[5,154],"integrating":[6],"organic":[7],"compounds,":[8],"which":[9],"serve":[10],"as":[11,173],"absorbers,":[12],"with":[13,162,202,228],"HTL":[14],"to":[15,111,144],"achieve":[16],"steady,":[17],"efficient":[18],"PSCs.":[19],"study\u2019s":[21,236],"proposed":[22],"architecture":[23],"is":[24,62,142,160],"made":[25],"up":[26],"of":[27,41,47,83,89,96,101,108,121,182,188,195,200,217,232,247],"ETL,":[28],"HTL,":[29,49,175],"and":[30,44,50,53,98,114,150,197,239],"a":[31,58,80,86,94,178,185,193],"CH":[32,122,250],"3":[33,35,37,72,74,76,123,125,127,135,137,139,164,207,209,211,251,253,255],"NH":[34,73,124,136,208,252],"SnBr":[36,75,126,138,210,254],"absorber.":[38],"The":[39,68,131,157,214],"effect":[40],"thickness,":[42],"doping,":[43],"defect":[45,55,116],"densities":[46,56],"absorber,":[48],"ETL":[51],"layers":[52,172],"interface":[54],"on":[57],"solar":[59,129,222,257],"device\u2019s":[60],"output":[61],"investigated":[63,143,219],"utilizing":[64],"SCAPS-1D":[66],"model.":[67],"FTO/SnS":[69,132,204],"2":[70,133,166,170,205],"/CH":[71,134,206],"/Ni":[77],"structure":[78,141,159],"has":[79],"V":[81,180],"OC":[82,181],"0.991":[84],"V,":[85,184],"J":[87,186],"SC":[88,187],"28.796":[90],"mA":[91,190],"cm":[92,191],"\u20132,":[93,192],"PCE":[95,194],"23.88%,":[97],"an":[99,174,198,229,248],"FF":[100,199],"83.69%.":[102],"Concerns":[103],"about":[104],"stability,":[105,149],"rapid":[106],"oxidation":[107],"Sn":[109,112,146],"2+":[110],"4+,":[113],"high":[115],"density":[117],"limit":[118],"efficiency":[120],"-based":[128],"cells.":[130],"/HTL/Ni":[140],"prevent":[145],"oxidation,":[147],"increase":[148],"improve":[151],"charge":[152],"transport":[153],"improved":[155],"performance.":[156],"analyzed":[158],"integrated":[161],"BiI":[163],"/SnS/WSe":[165],"/PTAA/CuS/CuI/C":[167],"6":[168],"TBTAPH":[169],"/CBTS":[171],"resulting":[176],"in":[177,244],"maximum":[179],"1.128":[183],"34.014":[189],"33.70%,":[196],"87.83%":[201],"/CBTS/Ni":[212],"structure.":[213],"performance":[215],"matrix":[216],"best":[220],"optimum":[221],"cell":[223],"was":[224],"predicted":[225],"by":[226],"ML":[227],"accuracy":[230],"rate":[231],"roughly":[233],"83.75%.":[234],"useful":[237],"design":[238],"important":[240],"discoveries":[241],"could":[242],"result":[243],"creation":[246],"inexpensive":[249],"thin-film":[256],"cell.":[258]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":5}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2025-04-24T00:00:00"}