{"id":"https://openalex.org/W4210835752","doi":"https://doi.org/10.1145/3488718","title":"Scenario Based Run-Time Switching for Adaptive CNN-Based Applications at the Edge","display_name":"Scenario Based Run-Time Switching for Adaptive CNN-Based Applications at the Edge","publication_year":2022,"publication_date":"2022-02-08","ids":{"openalex":"https://openalex.org/W4210835752","doi":"https://doi.org/10.1145/3488718"},"language":"en","primary_location":{"id":"doi:10.1145/3488718","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3488718","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3488718","source":{"id":"https://openalex.org/S136160450","display_name":"ACM Transactions on Embedded Computing Systems","issn_l":"1539-9087","issn":["1539-9087","1558-3465"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Embedded Computing Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3488718","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006115061","display_name":"Svetlana Minakova","orcid":null},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Svetlana Minakova","raw_affiliation_strings":["Leiden University, Leiden, South Holland, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden University, Leiden, South Holland, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040204792","display_name":"Dolly Sapra","orcid":"https://orcid.org/0000-0003-3590-0394"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Dolly Sapra","raw_affiliation_strings":["University of Amsterdam, Amsterdam, North Holland, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, North Holland, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024603788","display_name":"Todor Stefanov","orcid":"https://orcid.org/0000-0001-6006-9366"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Todor Stefanov","raw_affiliation_strings":["Leiden University, Leiden, South Holland, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden University, Leiden, South Holland, The Netherlands","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084046597","display_name":"Andy D. Pimentel","orcid":"https://orcid.org/0000-0002-2043-4469"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Andy D. Pimentel","raw_affiliation_strings":["University of Amsterdam, Amsterdam, North Holland, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, North Holland, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9718,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.72790937,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"21","issue":"2","first_page":"1","last_page":"33"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9988999962806702,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9988999962806702,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9934999942779541,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.9312336444854736},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7137216329574585},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.6612077951431274},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6132655143737793},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5754654407501221},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.47632843255996704},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4370718002319336},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4146634340286255},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.40264439582824707},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3524165749549866},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34376630187034607},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.305929958820343},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.16463971138000488},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.09950846433639526},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0734366774559021}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9312336444854736},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7137216329574585},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.6612077951431274},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6132655143737793},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5754654407501221},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.47632843255996704},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4370718002319336},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4146634340286255},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.40264439582824707},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3524165749549866},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34376630187034607},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.305929958820343},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.16463971138000488},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.09950846433639526},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0734366774559021},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3488718","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3488718","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3488718","source":{"id":"https://openalex.org/S136160450","display_name":"ACM Transactions on Embedded Computing Systems","issn_l":"1539-9087","issn":["1539-9087","1558-3465"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Embedded Computing Systems","raw_type":"journal-article"},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/35fd9514-144c-4f24-8ed1-3db6f47bac98","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/scenario-based-runtime-switching-for-adaptive-cnnbased-applications-at-the-edge(35fd9514-144c-4f24-8ed1-3db6f47bac98).html","pdf_url":"https://pure.uva.nl/ws/files/140307989/Scenario_Based_Run_time_Switching.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Minakova, S, Sapra, D, Stefanov, T & Pimentel, A D 2022, 'Scenario Based Run-time Switching for Adaptive CNN-based Applications at the Edge', ACM Transactions on Embedded Computing Systems, vol. 21, no. 2, 14. https://doi.org/10.1145/3488718","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dare.uva.nl:openaire/35fd9514-144c-4f24-8ed1-3db6f47bac98","is_oa":true,"landing_page_url":"https://hdl.handle.net/11245.1/35fd9514-144c-4f24-8ed1-3db6f47bac98","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Minakova, S, Sapra, D, Stefanov, T & Pimentel, A D 2022, 'Scenario Based Run-time Switching for Adaptive CNN-based Applications at the Edge', ACM Transactions on Embedded Computing Systems, vol. 21, no. 2, 14. https://doi.org/10.1145/3488718","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_4170250","is_oa":false,"landing_page_url":"https://hdl.handle.net/1887/4170250","pdf_url":null,"source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM Transactions on Embedded Computing Systems","raw_type":"Article / Letter to editor"}],"best_oa_location":{"id":"doi:10.1145/3488718","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3488718","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3488718","source":{"id":"https://openalex.org/S136160450","display_name":"ACM Transactions on Embedded Computing Systems","issn_l":"1539-9087","issn":["1539-9087","1558-3465"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Embedded Computing Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2937441709","display_name":"software framework for runtime-Adaptive and secure deep Learning On Heterogeneous Architectures","funder_award_id":"780788","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4210835752.pdf","grobid_xml":"https://content.openalex.org/works/W4210835752.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1512048544","https://openalex.org/W2126105956","https://openalex.org/W2148933727","https://openalex.org/W2167090521","https://openalex.org/W2194775991","https://openalex.org/W2528640440","https://openalex.org/W2554302513","https://openalex.org/W2621550233","https://openalex.org/W2783538964","https://openalex.org/W2803675191","https://openalex.org/W2884143519","https://openalex.org/W2888850958","https://openalex.org/W2905741102","https://openalex.org/W2911884654","https://openalex.org/W2913060349","https://openalex.org/W2957270119","https://openalex.org/W2963918968","https://openalex.org/W2966011162","https://openalex.org/W2967733054","https://openalex.org/W2969746574","https://openalex.org/W2985361718","https://openalex.org/W3001665736","https://openalex.org/W3010833785","https://openalex.org/W3045965140","https://openalex.org/W3083175178","https://openalex.org/W3102368068","https://openalex.org/W3110630003","https://openalex.org/W4234552385"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4319161913"],"abstract_inverted_index":{"Convolutional":[0],"Neural":[1],"Networks":[2],"(CNNs)":[3],"are":[4,10,29,63,99,112],"biologically":[5],"inspired":[6],"computational":[7],"models":[8],"that":[9,156,184],"at":[11,68,75,87,170],"the":[12,26,46,69,76,88,115,118,123,132,135,143,147,164,167],"heart":[13],"of":[14,25,37,90,117,142],"many":[15],"modern":[16],"computer":[17],"vision":[18],"and":[19,33,57,103],"natural":[20],"language":[21],"processing":[22],"applications.":[23],"Some":[24],"CNN-based":[27,108,151],"applications":[28,152],"executed":[30],"on":[31,39,45],"mobile":[32],"embedded":[34],"devices.":[35],"Execution":[36],"CNNs":[38],"such":[40,48,97,138,186],"devices":[41],"places":[42],"numerous":[43],"demands":[44],"CNNs,":[47],"as":[49,139],"high":[50,52,82],"accuracy,":[51],"throughput,":[53],"low":[54,58],"memory":[55],"cost,":[56],"energy":[59],"consumption.":[60],"These":[61],"requirements":[62],"very":[64],"difficult":[65],"to":[66,114,158,163],"satisfy":[67],"same":[70],"time,":[71],"so":[72],"CNN":[73,83,92,119],"execution":[74],"edge":[77,148],"typically":[78],"involves":[79],"trade-offs":[80,98],"(e.g.,":[81],"throughput":[84],"is":[85],"achieved":[86],"cost":[89],"decreased":[91],"accuracy).":[93],"In":[94],"existing":[95],"methodologies,":[96],"either":[100],"chosen":[101],"once":[102],"remain":[104],"unchanged":[105],"during":[106],"a":[107,140,154,178,187],"application":[109,124,136,168],"execution,":[110],"or":[111],"adapted":[113],"properties":[116],"input":[120],"data.":[121],"However,":[122],"needs":[125],"can":[126],"also":[127],"be":[128],"significantly":[129],"affected":[130],"by":[131],"changes":[133,165],"in":[134,146,166,173],"environment,":[137],"change":[141],"battery":[144],"level":[145],"device.":[149],"Thus,":[150],"need":[153],"mechanism":[155],"allows":[157],"dynamically":[159],"adapt":[160],"their":[161],"characteristics":[162],"environment":[169],"run-time.":[171],"Therefore,":[172],"this":[174],"article,":[175],"we":[176],"propose":[177],"scenario-based":[179],"run-time":[180],"switching":[181],"(SBRS)":[182],"methodology,":[183],"implements":[185],"mechanism.":[188]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-11T18:08:03.149640","created_date":"2025-10-10T00:00:00"}