{"id":"https://openalex.org/W2791125398","doi":"https://doi.org/10.1109/iscas.2018.8351785","title":"A Machine Learning-Based Strategy for Efficient Resource Management of Video Encoding on Heterogeneous MPSoCs","display_name":"A Machine Learning-Based Strategy for Efficient Resource Management of Video Encoding on Heterogeneous MPSoCs","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2791125398","doi":"https://doi.org/10.1109/iscas.2018.8351785","mag":"2791125398"},"language":"en","primary_location":{"id":"doi:10.1109/iscas.2018.8351785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2018.8351785","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/253255/files/2705.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036824305","display_name":"Arman Iranfar","orcid":"https://orcid.org/0000-0001-6803-589X"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Arman Iranfar","raw_affiliation_strings":["Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109905422","display_name":"William Simon","orcid":null},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"William Andrew Simon","raw_affiliation_strings":["Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050801793","display_name":"Marina Zapater","orcid":"https://orcid.org/0000-0002-6971-1965"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marina Zapater","raw_affiliation_strings":["Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074236306","display_name":"David Atienza","orcid":"https://orcid.org/0000-0001-9536-4947"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"David Atienza","raw_affiliation_strings":["Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland"],"affiliations":[{"raw_affiliation_string":"Embedded Systems Laboratory (ESL), Swiss Federal Institute of Technology Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036824305"],"corresponding_institution_ids":["https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":0.4974,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.61836629,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9973999857902527,"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"}},{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9972000122070312,"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/mpsoc","display_name":"MPSoC","score":0.8542603254318237},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8367749452590942},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5879169702529907},{"id":"https://openalex.org/keywords/system-on-a-chip","display_name":"System on a chip","score":0.5192732810974121},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4904317557811737},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.4631267189979553},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4051103889942169},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.15029460191726685},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10112231969833374}],"concepts":[{"id":"https://openalex.org/C2777187653","wikidata":"https://www.wikidata.org/wiki/Q975106","display_name":"MPSoC","level":3,"score":0.8542603254318237},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8367749452590942},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5879169702529907},{"id":"https://openalex.org/C118021083","wikidata":"https://www.wikidata.org/wiki/Q610398","display_name":"System on a chip","level":2,"score":0.5192732810974121},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4904317557811737},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.4631267189979553},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4051103889942169},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.15029460191726685},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10112231969833374}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/iscas.2018.8351785","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2018.8351785","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:hesso.tind.io:9093","is_oa":false,"landing_page_url":"http://arodes.hes-so.ch/record/9093","pdf_url":null,"source":{"id":"https://openalex.org/S4306402432","display_name":"ArODES (HES-SO (https://www.hes-so.ch/))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210088449","host_organization_name":"HES-SO Gen\u00e8ve","host_organization_lineage":["https://openalex.org/I4210088449"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://arodes.hes-so.ch/record/9093","raw_type":"Text"},{"id":"pmh:oai:infoscience.epfl.ch:253255","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/253255/files/2705.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:infoscience.epfl.ch:253695","is_oa":true,"landing_page_url":"https://infoscience.epfl.ch/record/253695/files/2018_ISCASS_ML%282%29.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference paper"},{"id":"pmh:oai:infoscience.epfl.ch:261423","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/261423","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://infoscience.epfl.ch/record/261423","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:253255","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/253255/files/2705.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W1637136025","https://openalex.org/W1919071401","https://openalex.org/W2121863487","https://openalex.org/W2133934526","https://openalex.org/W2504998021","https://openalex.org/W2561394731","https://openalex.org/W2770006562","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W4251719177","https://openalex.org/W4255025037","https://openalex.org/W1989340575","https://openalex.org/W1976012348","https://openalex.org/W2614713859","https://openalex.org/W2002682434","https://openalex.org/W4387782849","https://openalex.org/W2137671689","https://openalex.org/W2012131147","https://openalex.org/W2113449380"],"abstract_inverted_index":{"The":[0,61],"design":[1,57],"of":[2,11,38,43,58,63,88,120,173,186],"new":[3,26,53],"streaming":[4,90,204],"systems":[5,83,205],"is":[6,51,75,128],"becoming":[7],"a":[8,52,76,112,169,192],"major":[9],"area":[10],"research":[12],"to":[13,79,84,103,115,201],"deploy":[14],"services":[15],"targeted":[16],"in":[17,66,71],"the":[18,25,41,56,86,125,183,202],"Internet-of-Things":[19],"(IoT)":[20],"era.":[21],"In":[22,149],"this":[23,118,150],"context,":[24],"High":[27],"Efficiency":[28],"Video":[29],"Coding":[30],"(HEVC)":[31],"standard":[32],"provides":[33,111],"high":[34],"efficiency":[35,100],"and":[36,98,146,160,163,176],"scalability":[37],"quality":[39],"at":[40],"cost":[42],"increased":[44],"computational":[45],"complexity":[46,87],"for":[47,55,91,157,182,206],"edge":[48],"nodes,":[49],"which":[50],"challenge":[54],"IoT":[59,93,208],"systems.":[60],"usage":[62],"hardware":[64,180],"acceleration":[65],"conjunction":[67],"with":[68],"general-purpose":[69],"cores":[70,175],"Multiprocessor":[72],"Systems-on-Chip":[73],"(MP-SoCs)":[74],"promising":[77,113],"solution":[78,114],"create":[80],"heterogeneous":[81,121,170],"computing":[82],"manage":[85],"real-time":[89],"high-end":[92],"systems,":[94],"achieving":[95],"higher":[96,197],"throughput":[97,198],"power":[99],"when":[101,199],"compared":[102,200],"conventional":[104],"processors":[105],"alone.":[106],"Furthermore,":[107],"Machine":[108],"Learning":[109],"(ML)":[110],"efficiently":[116],"use":[117],"next-generation":[119,207],"MPSoC":[122,171],"designs":[123],"that":[124],"EDA":[126],"industry":[127],"developing":[129],"by":[130],"dynamically":[131],"optimizing":[132],"system":[133],"performance":[134],"under":[135],"diverse":[136],"requirements":[137],"such":[138],"as":[139],"frame":[140],"resolution,":[141],"search":[142],"area,":[143],"operating":[144],"frequency":[145],"stream":[147,158],"allocation.":[148],"work,":[151],"we":[152],"propose":[153],"an":[154],"ML-based":[155],"approach":[156],"allocation":[159],"Dynamic":[161],"Voltage":[162],"Frequency":[164],"Scaling":[165],"(DVFS)":[166],"management":[167],"on":[168,191],"composed":[172],"ARM":[174],"FPGA":[177],"fabric":[178],"containing":[179],"accelerators":[181],"motion":[184],"estimation":[185],"HEVC":[187],"encoding.":[188],"Our":[189],"experiments":[190],"Zynq7000":[193],"SoC":[194],"outline":[195],"20%":[196],"state-of-the-art":[203],"devices.":[209]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}