{"id":"https://openalex.org/W4309229064","doi":"https://doi.org/10.1109/codes-isss55005.2022.00016","title":"Industry Paper: Surrogate Models for Testing Analog Designs under Limited Budget \u2013 a Bandgap Case Study","display_name":"Industry Paper: Surrogate Models for Testing Analog Designs under Limited Budget \u2013 a Bandgap Case Study","publication_year":2022,"publication_date":"2022-10-01","ids":{"openalex":"https://openalex.org/W4309229064","doi":"https://doi.org/10.1109/codes-isss55005.2022.00016"},"language":"en","primary_location":{"id":"doi:10.1109/codes-isss55005.2022.00016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codes-isss55005.2022.00016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS)","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/A5053520475","display_name":"Roderick Bloem","orcid":"https://orcid.org/0000-0002-1411-5744"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Roderick Bloem","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035606049","display_name":"Alberto Larrauri","orcid":"https://orcid.org/0000-0002-5935-4917"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Alberto Larrauri","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023531288","display_name":"Roland Lengfeldner","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Roland Lengfeldner","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021055277","display_name":"Cristinel Mateis","orcid":"https://orcid.org/0000-0001-7502-0688"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Cristinel Mateis","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052399473","display_name":"Dejan Ni\u010dkovi\u0107","orcid":"https://orcid.org/0000-0001-5468-0396"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Dejan Nickovic","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073416905","display_name":"Bjorn Ziegler","orcid":null},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Bjorn Ziegler","raw_affiliation_strings":["Graz University of Technology,Austria","Graz University of Technology, Austria"],"affiliations":[{"raw_affiliation_string":"Graz University of Technology,Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Graz University of Technology, Austria","institution_ids":["https://openalex.org/I4092182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5053520475"],"corresponding_institution_ids":["https://openalex.org/I4092182"],"apc_list":null,"apc_paid":null,"fwci":0.4382,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65739832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"21","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11798","display_name":"Optimal Experimental Design Methods","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.8044060468673706},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.738318920135498},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6997543573379517},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.4492906928062439},{"id":"https://openalex.org/keywords/design-of-experiments","display_name":"Design of experiments","score":0.4182218611240387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41751012206077576},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4132232367992401},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39673516154289246},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.38707971572875977}],"concepts":[{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.8044060468673706},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.738318920135498},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6997543573379517},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.4492906928062439},{"id":"https://openalex.org/C34559072","wikidata":"https://www.wikidata.org/wiki/Q2334061","display_name":"Design of experiments","level":2,"score":0.4182218611240387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41751012206077576},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4132232367992401},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39673516154289246},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.38707971572875977},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/codes-isss55005.2022.00016","is_oa":false,"landing_page_url":"https://doi.org/10.1109/codes-isss55005.2022.00016","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6200000047683716,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2098642746","https://openalex.org/W2099201756","https://openalex.org/W2152195021","https://openalex.org/W2271840356","https://openalex.org/W2759950027","https://openalex.org/W2766736793","https://openalex.org/W3213923604","https://openalex.org/W4211049957","https://openalex.org/W6631190155","https://openalex.org/W6675200109","https://openalex.org/W6694517276"],"related_works":["https://openalex.org/W3106461837","https://openalex.org/W4283700523","https://openalex.org/W3168182983","https://openalex.org/W2621058457","https://openalex.org/W4380627621","https://openalex.org/W4292081304","https://openalex.org/W2950792054","https://openalex.org/W4237912051","https://openalex.org/W2081083659","https://openalex.org/W2013535042"],"abstract_inverted_index":{"Testing":[0],"analog":[1,22,48],"integrated":[2],"circuit":[3],"(IC)":[4],"designs":[5],"is":[6],"notoriously":[7],"hard.":[8],"Simulating":[9],"tens":[10],"of":[11,19,30,35,46,97,116],"milliseconds":[12],"from":[13,79],"an":[14,47,80,102],"accurate":[15],"transistor":[16],"level":[17],"model":[18,78,89],"a":[20,76],"complex":[21],"design":[23],"can":[24,38,50],"take":[25],"up":[26],"to":[27,74,93,107],"two":[28,65,110],"weeks":[29],"computation.":[31],"Therefore,":[32],"the":[33,42,56,87,95,109,114],"number":[34],"tests":[36,123],"that":[37],"be":[39,51],"executed":[40],"during":[41],"late":[43],"development":[44],"stage":[45],"IC":[49],"very":[52],"limited.":[53],"We":[54,84,100],"leverage":[55],"recent":[57],"advancements":[58],"in":[59,119],"machine":[60],"learning":[61],"(ML)":[62],"and":[63,71,112],"propose":[64],"techniques,":[66],"artificial":[67],"neural":[68],"networks":[69],"(ANN)":[70],"Gaussian":[72],"processes,":[73],"learn":[75],"surrogate":[77,88],"existing":[81],"test":[82],"suite.":[83],"then":[85],"explore":[86],"with":[90,124],"Bayesian":[91,117],"optimization":[92,118],"guide":[94],"generation":[96],"additional":[98],"tests.":[99],"use":[101],"industrial":[103],"bandgap":[104],"case":[105],"study":[106],"evaluate":[108],"approaches":[111],"demonstrate":[113],"virtue":[115],"efficiently":[120],"generating":[121],"complementary":[122],"constrained":[125],"effort.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
