{"id":"https://openalex.org/W4403977110","doi":"https://doi.org/10.1109/access.2024.3489727","title":"Optimization of Multi-Fins FinFET Implemented on SOI Wafer Based on SiGe and Gaussian Process Regression","display_name":"Optimization of Multi-Fins FinFET Implemented on SOI Wafer Based on SiGe and Gaussian Process Regression","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403977110","doi":"https://doi.org/10.1109/access.2024.3489727"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3489727","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3489727","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3489727","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021762114","display_name":"Christofer N. Yalung","orcid":null},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Christofer N. Yalung","raw_affiliation_strings":["Doctor of Philosophy Program in Nanoscience and Nanotechnology (International Program/Interdisciplinary), Materials Science Research Center, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand","Faculty of Science, Doctor of Philosophy Program in Nanoscience and Nanotechnology (International Program/Interdisciplinary), Center of Excellence in Materials Science and Technology, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0009-0007-4093-9732","affiliations":[{"raw_affiliation_string":"Doctor of Philosophy Program in Nanoscience and Nanotechnology (International Program/Interdisciplinary), Materials Science Research Center, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]},{"raw_affiliation_string":"Faculty of Science, Doctor of Philosophy Program in Nanoscience and Nanotechnology (International Program/Interdisciplinary), Center of Excellence in Materials Science and Technology, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013888233","display_name":"Wittawat Yamwong","orcid":"https://orcid.org/0000-0001-9029-170X"},"institutions":[{"id":"https://openalex.org/I14316845","display_name":"National Electronics and Computer Technology Center","ror":"https://ror.org/04z82ry91","country_code":"TH","type":"government","lineage":["https://openalex.org/I1332092204","https://openalex.org/I14316845"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Wittawat Yamwong","raw_affiliation_strings":["Thai Microelectronics Center (TMEC), National Electronics and Computer Technology Center (NECTEC), Chachoengsao, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-9029-170X","affiliations":[{"raw_affiliation_string":"Thai Microelectronics Center (TMEC), National Electronics and Computer Technology Center (NECTEC), Chachoengsao, Thailand","institution_ids":["https://openalex.org/I14316845"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054852968","display_name":"Doldet Tantraviwat","orcid":"https://orcid.org/0000-0001-7102-0883"},"institutions":[{"id":"https://openalex.org/I48076826","display_name":"Chiang Mai University","ror":"https://ror.org/05m2fqn25","country_code":"TH","type":"education","lineage":["https://openalex.org/I48076826"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Doldet Tantraviwat","raw_affiliation_strings":["Department of Electrical Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand","Department of Electrical Engineering, Center of Excellence in Materials Science and Technology, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-7102-0883","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]},{"raw_affiliation_string":"Department of Electrical Engineering, Center of Excellence in Materials Science and Technology, Faculty of Engineering, Chiang Mai University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I48076826"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5021762114"],"corresponding_institution_ids":["https://openalex.org/I48076826"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.3937,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6216418,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"12","issue":null,"first_page":"163444","last_page":"163451"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9426000118255615,"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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9426000118255615,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9423999786376953,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9404000043869019,"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/silicon-on-insulator","display_name":"Silicon on insulator","score":0.7836437225341797},{"id":"https://openalex.org/keywords/wafer","display_name":"Wafer","score":0.7601319551467896},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.5796148777008057},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5532636642456055},{"id":"https://openalex.org/keywords/kriging","display_name":"Kriging","score":0.5004515647888184},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.4950462877750397},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.47105881571769714},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.45521280169487},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.4390336871147156},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4328540861606598},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.41364970803260803},{"id":"https://openalex.org/keywords/silicon","display_name":"Silicon","score":0.25234681367874146},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17438703775405884},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.14954808354377747},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14183396100997925}],"concepts":[{"id":"https://openalex.org/C53143962","wikidata":"https://www.wikidata.org/wiki/Q1478788","display_name":"Silicon on insulator","level":3,"score":0.7836437225341797},{"id":"https://openalex.org/C160671074","wikidata":"https://www.wikidata.org/wiki/Q267131","display_name":"Wafer","level":2,"score":0.7601319551467896},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.5796148777008057},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5532636642456055},{"id":"https://openalex.org/C81692654","wikidata":"https://www.wikidata.org/wiki/Q225926","display_name":"Kriging","level":2,"score":0.5004515647888184},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.4950462877750397},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.47105881571769714},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.45521280169487},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.4390336871147156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4328540861606598},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.41364970803260803},{"id":"https://openalex.org/C544956773","wikidata":"https://www.wikidata.org/wiki/Q670","display_name":"Silicon","level":2,"score":0.25234681367874146},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17438703775405884},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14954808354377747},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14183396100997925},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3489727","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3489727","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3bf3f29b843848dd949ecbb9a289faef","is_oa":true,"landing_page_url":"https://doaj.org/article/3bf3f29b843848dd949ecbb9a289faef","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,"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":"IEEE Access, Vol 12, Pp 163444-163451 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3489727","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3489727","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1833652087","https://openalex.org/W2009144272","https://openalex.org/W2038647626","https://openalex.org/W2040741855","https://openalex.org/W2059342964","https://openalex.org/W2088866874","https://openalex.org/W2126603580","https://openalex.org/W2131862714","https://openalex.org/W2138107491","https://openalex.org/W2162517322","https://openalex.org/W2525977974","https://openalex.org/W2542028439","https://openalex.org/W2544572766","https://openalex.org/W2584199973","https://openalex.org/W2785493064","https://openalex.org/W2869371290","https://openalex.org/W2903659472","https://openalex.org/W2952789164","https://openalex.org/W3048027067","https://openalex.org/W3094588012","https://openalex.org/W3110873423","https://openalex.org/W3154305312","https://openalex.org/W3177158390","https://openalex.org/W4200251498","https://openalex.org/W4313052839","https://openalex.org/W4324137476","https://openalex.org/W4385079218","https://openalex.org/W4386468720","https://openalex.org/W4390659287"],"related_works":["https://openalex.org/W2001476809","https://openalex.org/W2095990703","https://openalex.org/W1921407827","https://openalex.org/W2146341803","https://openalex.org/W566010457","https://openalex.org/W2600092203","https://openalex.org/W4293503520","https://openalex.org/W4300066510","https://openalex.org/W2056958800","https://openalex.org/W2803685231"],"abstract_inverted_index":{"Despite":[0],"advancements":[1],"in":[2,17,296],"mitigating":[3],"the":[4,59,64,113,208,223],"short":[5],"channel":[6,80],"effect":[7],"using":[8,277],"high-k":[9],"materials,":[10],"multi-gate":[11],"structures,":[12],"and":[13,38,48,87,125,134,157,162,207,218,271],"silicon-germanium":[14],"(SiGe)":[15],"alloys":[16],"three-dimensional":[18],"FinFETs,":[19],"performance":[20],"trade-offs":[21],"remain.":[22],"This":[23,289],"study":[24],"introduces":[25],"a":[26,32,282],"novel":[27],"machine":[28,290],"learning":[29],"framework":[30],"utilizing":[31],"Gaussian":[33],"process":[34],"regression":[35],"model":[36],"(GPRM)":[37],"surrogate":[39],"optimization":[40,154],"(SO)":[41],"to":[42,303],"optimize":[43,305],"design":[44],"parameters":[45,170,280],"of":[46,63,101,144,155,210,286],"n-type":[47,65,156],"p-type":[49,111,158],"SiGe":[50],"FinFETs.":[51],"With":[52],"this":[53],"approach":[54,292],"targeting":[55],"switching":[56],"ratio":[57],"(SR),":[58],"optimal":[60,114],"mole":[61],"fractions":[62],"FinFET":[66,298],"are":[67],"Si0.7Ge0.3":[68],"for":[69,79,89,118,127,216,311],"source":[70],"extension":[71,91],"(<inline-formula":[72,81,92,181,189],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[73,82,93,103,120,129,136,146,174,182,190,196,202,227,236,245,254,263],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[74,83,94,104,121,130,137,147,175,183,191,197,203,228,237,246,255,264],"<tex-math":[75,84,95,105,122,131,138,148,176,184,192,198,204,229,238,247,256,265],"notation=\"LaTeX\">$S_{ext}$":[76,123,199],"</tex-math></inline-formula>),":[77,86,97,186,194],"Si0.2Ge0.8":[78],"notation=\"LaTeX\">$L_{g}$":[85,132,177],"Si":[88,126],"drain":[90],"notation=\"LaTeX\">$D_{ext}$":[96,139,205],"achieving":[98],"an":[99,142],"SR":[100,143],"<inline-formula":[102,119,128,135,145,173,195,201,226,235,244,253,262],"notation=\"LaTeX\">$6.9\\times":[106],"10":[107,150],"^{9}$":[108],"</tex-math></inline-formula>.":[109,152],"For":[110],"FinFET,":[112],"configuration":[115],"is":[116],"Si0.9Ge0.1":[117],"</tex-math></inline-formula>,":[124,178,200,206],"</tex-math></inline-formula>":[133,140,233,241,251,260,269],"with":[141],"notation=\"LaTeX\">$5.81\\times":[149],"^{7}$":[151],"The":[153,213,300],"multi-fin":[159],"FinFETs":[160],"(NmFinFET":[161],"PmFinFET)":[163],"was":[164],"also":[165],"investigated,":[166],"considering":[167],"varied":[168],"input":[169],"such":[171],"as":[172],"fin":[179,187],"height":[180],"notation=\"LaTeX\">$F_{h}$":[185],"width":[188],"notation=\"LaTeX\">$F_{w}$":[193],"number":[209],"fins":[211],"(numfin).":[212],"optimized":[214,279],"devices":[215],"NmFinFET":[217],"PmFinFET,":[219],"prioritizing":[220],"speed,":[221],"have":[222],"same":[224],"dimensions:":[225],"notation=\"LaTeX\">$L_{g}":[230],"=":[231,249,258,267],"10$":[232,250],"nm,":[234,243,252,261,270],"notation=\"LaTeX\">${F}":[239],"_{h}$":[240],"=42":[242],"notation=\"LaTeX\">$F_{w}":[248],"notation=\"LaTeX\">$S_{ext}":[257],"3$":[259],"notation=\"LaTeX\">$D_{ext}":[266],"4$":[268],"numfin":[272],"=5.":[273],"An":[274],"inverter":[275],"constructed":[276],"these":[278],"showed":[281],"simulated":[283],"propagation":[284],"delay":[285],"2":[287],"ps.":[288],"learning-driven":[291],"demonstrates":[293],"remarkable":[294],"effectiveness":[295],"optimizing":[297],"designs.":[299],"framework\u2019s":[301],"ability":[302],"simultaneously":[304],"multiple":[306],"objectives":[307],"showcases":[308],"its":[309],"potential":[310],"advancing":[312],"semiconductor":[313],"device":[314],"engineering.":[315]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
