{"id":"https://openalex.org/W4409917332","doi":"https://doi.org/10.1109/ocit65031.2024.00072","title":"Machine Learning-Based Device Modeling and Performance Optimization for OTFT","display_name":"Machine Learning-Based Device Modeling and Performance Optimization for OTFT","publication_year":2024,"publication_date":"2024-12-12","ids":{"openalex":"https://openalex.org/W4409917332","doi":"https://doi.org/10.1109/ocit65031.2024.00072"},"language":"en","primary_location":{"id":"doi:10.1109/ocit65031.2024.00072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ocit65031.2024.00072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 OITS International Conference on Information Technology (OCIT)","raw_type":"proceedings-article"},"type":"article","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/A5117372683","display_name":"Prasanthi Lingala","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Prasanthi Lingala","raw_affiliation_strings":["SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India"],"affiliations":[{"raw_affiliation_string":"SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India","institution_ids":["https://openalex.org/I4210131147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014634045","display_name":"Bethalam Venkata Siva Sai Greeshma","orcid":"https://orcid.org/0009-0002-4518-0538"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bethalam Venkata Siva Sai Greeshma","raw_affiliation_strings":["SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India"],"affiliations":[{"raw_affiliation_string":"SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India","institution_ids":["https://openalex.org/I4210131147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101436532","display_name":"Patta Supraja","orcid":"https://orcid.org/0000-0002-8962-5263"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Patta Supraja","raw_affiliation_strings":["SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India"],"affiliations":[{"raw_affiliation_string":"SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India","institution_ids":["https://openalex.org/I4210131147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065670073","display_name":"Sanjay Kumar","orcid":"https://orcid.org/0000-0003-3659-5387"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sanjay Kumar","raw_affiliation_strings":["SRM University- AP,Visual Information Processing Lab,Department of Computer Science and Engineering,Guntur,India"],"affiliations":[{"raw_affiliation_string":"SRM University- AP,Visual Information Processing Lab,Department of Computer Science and Engineering,Guntur,India","institution_ids":["https://openalex.org/I4210131147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108031802","display_name":"M. Durga Prakash","orcid":"https://orcid.org/0000-0002-5273-2380"},"institutions":[{"id":"https://openalex.org/I4210131147","display_name":"SRM University","ror":"https://ror.org/037skf023","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018","https://openalex.org/I4210131147"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Matta Durga Prakash","raw_affiliation_strings":["SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India"],"affiliations":[{"raw_affiliation_string":"SRM University- AP,Department of Electronics and Communication Engineering,Guntur,India","institution_ids":["https://openalex.org/I4210131147"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5117372683"],"corresponding_institution_ids":["https://openalex.org/I4210131147"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28112781,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"374","last_page":"378"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10205","display_name":"Advanced Fiber Optic Sensors","score":0.824999988079071,"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/T10205","display_name":"Advanced Fiber Optic Sensors","score":0.824999988079071,"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/T10299","display_name":"Photonic and Optical Devices","score":0.7386000156402588,"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/T14158","display_name":"Optical Systems and Laser Technology","score":0.6969000101089478,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7773094177246094},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3951581120491028}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7773094177246094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3951581120491028}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ocit65031.2024.00072","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ocit65031.2024.00072","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 OITS International Conference on Information Technology (OCIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2001587481","https://openalex.org/W2046697679","https://openalex.org/W2073458727","https://openalex.org/W2102394379","https://openalex.org/W2601485179","https://openalex.org/W2885806496","https://openalex.org/W2946494228","https://openalex.org/W2963166711","https://openalex.org/W3130367027","https://openalex.org/W3170461766","https://openalex.org/W4285174853","https://openalex.org/W4285256653","https://openalex.org/W4313052839","https://openalex.org/W4313593543","https://openalex.org/W4386282408"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0,73],"the":[1,11,44,100,246],"huge":[2],"growth":[3],"of":[4,83,99,156,250],"semiconductor":[5,40],"industry,":[6],"it":[7],"is":[8,14,20,52,113,184,193,225,233],"noticed":[9],"that":[10,172],"device":[12,30,146],"simulation":[13,82,104],"a":[15,53,80,127,194],"very":[16,21,211,218],"sluggish":[17],"process.":[18],"It":[19],"promising":[22,54,195,255],"to":[23,56,61,106,115,132,197,235],"use":[24],"Machine":[25],"Learning":[26],"(ML)":[27],"techniques":[28],"in":[29,39,97,122,248],"modeling":[31],"as":[32,159,165,254],"their":[33],"combination":[34],"will":[35],"create":[36],"great":[37],"results":[38,169],"industry":[41],"and":[42,66,89,154,162,252],"reduce":[43],"computational":[45],"time.":[46],"Organic":[47],"Thin":[48],"Film":[49],"Transistor":[50],"(OTFT)":[51],"alternative":[55,196],"amorphous":[57],"silicon":[58],"devices":[59],"due":[60],"its":[62],"flexibility,":[63],"low":[64,219],"cost,":[65],"can":[67,92,176,244],"be":[68,93,107,186,236],"manufactured":[69],"at":[70,77],"reduced":[71],"temperatures.":[72],"traditional":[74,198],"TCAD":[75],"simulation,":[76],"once":[78],"only":[79],"single":[81],"OTFT":[84,134,150],"for":[85,95,119,148,227],"fixed":[86],"length,":[87,152],"width":[88,153],"dielectric":[90,157],"thickness":[91,155],"done,":[94],"change":[96],"any":[98],"input":[101,123,160],"parameter":[102],"again":[103],"has":[105,170],"done.":[108],"To":[109],"avoid":[110],"this":[111],"ML":[112,137,144,189],"used":[114],"predict":[116,177],"drain":[117,163,178],"current":[118,164,179,214,221],"simultaneous":[120],"changes":[121],"parameters.":[124],"This":[125],"introduces":[126],"machine":[128],"learning":[129],"based":[130,145,190],"structure":[131],"model":[133,147,175],"integrated":[135],"with":[136],"algorithm":[138],"named":[139],"Random":[140],"Forest":[141],"Regressor":[142],"(RFR).":[143],"p-type":[149],"takes":[151],"layer":[158],"parameters":[161],"output":[166],"parameter.":[167],"Experimental":[168],"shown":[171],"our":[173],"ML-based":[174],"accurately.":[180],"<tex":[181,207,229],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[182,208,216,223,230,238],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{R}^{2}$</tex>-value":[183],"found":[185],"around":[187],"0.997253.":[188],"performance":[191,251],"optimization":[192,247],"technology":[199],"computer":[200],"aided":[201],"design":[202],"(TCAD)":[203],"tools.":[204],"The":[205,240],"highest":[206],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{I}_{\\text{ON}}/\\mathbf{I}_{\\text{OFF}}$</tex>":[209,231],"ratio,":[210],"high":[212],"ON":[213],"(I<inf":[215,222],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">ON</inf>),":[217],"OFF":[220],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">OFF</inf>)":[224],"achieved":[226],"OTFT.":[228],"ratio":[232],"obtained":[234],"10<sup":[237],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">11</sup>.":[239],"trained":[241],"RFR":[242],"models":[243],"accelerate":[245],"terms":[249],"serves":[253],"alternative.":[256]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}