{"id":"https://openalex.org/W4401568754","doi":"https://doi.org/10.23919/date58400.2024.10546654","title":"Motivating the Use of Machine-Learning for Improving Timing Behaviour of Embedded Mixed-Criticality Systems","display_name":"Motivating the Use of Machine-Learning for Improving Timing Behaviour of Embedded Mixed-Criticality Systems","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568754","doi":"https://doi.org/10.23919/date58400.2024.10546654"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546654","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/date58400.2024.10546654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","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/A5083743131","display_name":"Vikash Kumar","orcid":"https://orcid.org/0000-0002-5015-2761"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vikash Kumar","raw_affiliation_strings":["Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041945735","display_name":"Behnaz Ranjbar","orcid":"https://orcid.org/0000-0001-7944-7101"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Behnaz Ranjbar","raw_affiliation_strings":["Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100755285","display_name":"Akash Kumar","orcid":"https://orcid.org/0000-0001-7125-1737"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"TU Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Akash Kumar","raw_affiliation_strings":["Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany"],"affiliations":[{"raw_affiliation_string":"Chair of Processor Design, CFAED,Technische Universitat Dresden,Dresden,Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083743131"],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":0.5319,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62355087,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9969000220298767,"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"}},"topics":[{"id":"https://openalex.org/T10904","display_name":"Embedded Systems Design Techniques","score":0.9969000220298767,"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/T10933","display_name":"Real-Time Systems Scheduling","score":0.9879999756813049,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9797999858856201,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/criticality","display_name":"Criticality","score":0.7275501489639282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7112765908241272},{"id":"https://openalex.org/keywords/mixed-criticality","display_name":"Mixed criticality","score":0.5983699560165405}],"concepts":[{"id":"https://openalex.org/C125611927","wikidata":"https://www.wikidata.org/wiki/Q17008131","display_name":"Criticality","level":2,"score":0.7275501489639282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7112765908241272},{"id":"https://openalex.org/C2781124451","wikidata":"https://www.wikidata.org/wiki/Q6883956","display_name":"Mixed criticality","level":3,"score":0.5983699560165405},{"id":"https://openalex.org/C185544564","wikidata":"https://www.wikidata.org/wiki/Q81197","display_name":"Nuclear physics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546654","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/date58400.2024.10546654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation &amp;amp; Test in Europe Conference &amp;amp; Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2076285066","https://openalex.org/W2120629818","https://openalex.org/W2769328306","https://openalex.org/W2782158693","https://openalex.org/W2910612215","https://openalex.org/W3094104912","https://openalex.org/W3186767504","https://openalex.org/W3211339726","https://openalex.org/W4283315870","https://openalex.org/W4386763487"],"related_works":["https://openalex.org/W2094268420","https://openalex.org/W2165918565","https://openalex.org/W2964152390","https://openalex.org/W2911168022","https://openalex.org/W4214854776","https://openalex.org/W2148226105","https://openalex.org/W2766371801","https://openalex.org/W1925528056","https://openalex.org/W1593186088","https://openalex.org/W2798782508"],"abstract_inverted_index":{"In":[0],"Mixed-Criticality":[1],"(MC)":[2],"systems,":[3],"due":[4,69],"to":[5,16,32,70,80,122],"encoun-tering":[6],"multiple":[7],"Worst-Case":[8],"Execution":[9],"Times":[10],"(WCETs)":[11],"for":[12,24,84,92,125],"each":[13],"task":[14],"corresponding":[15],"the":[17,34,46,50,54,97,103,126,139],"system":[18],"operation":[19],"modes,":[20],"estimating":[21],"appropriate":[22,51,82],"WCETs":[23],"tasks":[25],"in":[26,45,53,64,118,138],"lower-criticality":[27],"(LO)":[28],"modes":[29],"is":[30,133],"essential":[31],"improve":[33],"system's":[35],"timing":[36],"behavior.":[37],"While":[38],"numerous":[39],"studies":[40],"focus":[41],"on":[42,96],"determining":[43,49],"WCET":[44,52,83,93],"high-criticality":[47],"mode,":[48],"LO":[55,85],"mode":[56,130],"poses":[57],"significant":[58,116],"challenges":[59],"and":[60,102],"has":[61],"been":[62],"addressed":[63],"a":[65,77,107,115],"few":[66],"research":[67],"works":[68],"its":[71],"inherent":[72],"complexity.":[73],"This":[74],"article":[75],"introduces":[76],"novel":[78],"scheme":[79],"obtain":[81],"modes.":[86],"We":[87],"propose":[88],"an":[89],"ML-based":[90,127],"approach":[91],"estimation":[94],"based":[95],"application's":[98],"source":[99],"code":[100],"analysis":[101],"model":[104],"training":[105],"using":[106],"comprehensive":[108],"data":[109],"set.":[110],"The":[111],"experimental":[112],"results":[113],"show":[114],"improvement":[117],"utilization":[119],"by":[120,135],"up":[121],"23.3":[123],"%":[124,137],"approach,":[128],"while":[129],"switching":[131],"probability":[132],"bounded":[134],"7.19":[136],"worst-case":[140],"scenario.":[141]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
