{"id":"https://openalex.org/W3090173540","doi":"https://doi.org/10.1109/iscas45731.2020.9180474","title":"A Machine Learning Approach for Improving Power Efficiency on Clustered Multi-Processor System","display_name":"A Machine Learning Approach for Improving Power Efficiency on Clustered Multi-Processor System","publication_year":2020,"publication_date":"2020-09-29","ids":{"openalex":"https://openalex.org/W3090173540","doi":"https://doi.org/10.1109/iscas45731.2020.9180474","mag":"3090173540"},"language":"en","primary_location":{"id":"doi:10.1109/iscas45731.2020.9180474","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas45731.2020.9180474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5029690752","display_name":"Shivam Kundan","orcid":"https://orcid.org/0000-0002-1733-6358"},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Shivam Kundan","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, U.S.A","Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, U.S.A","institution_ids":["https://openalex.org/I110378019"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, IL, USA","institution_ids":["https://openalex.org/I110378019"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052217926","display_name":"Iraklis Anagnostopoulos","orcid":"https://orcid.org/0000-0003-0985-3045"},"institutions":[{"id":"https://openalex.org/I110378019","display_name":"Southern Illinois University Carbondale","ror":"https://ror.org/049kefs16","country_code":"US","type":"education","lineage":["https://openalex.org/I110378019","https://openalex.org/I2801502357"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Iraklis Anagnostopoulos","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, U.S.A","Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, IL, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, U.S.A","institution_ids":["https://openalex.org/I110378019"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Southern Illinois University, Carbondale, IL, USA","institution_ids":["https://openalex.org/I110378019"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5029690752"],"corresponding_institution_ids":["https://openalex.org/I110378019"],"apc_list":null,"apc_paid":null,"fwci":0.231,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.48664344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998999834060669,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9998999834060669,"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/T10829","display_name":"Interconnection Networks and Systems","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10904","display_name":"Embedded Systems Design Techniques","score":0.9983000159263611,"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/computer-science","display_name":"Computer science","score":0.7945073843002319},{"id":"https://openalex.org/keywords/frequency-scaling","display_name":"Frequency scaling","score":0.7180256843566895},{"id":"https://openalex.org/keywords/governor","display_name":"Governor","score":0.5382101535797119},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.5328325033187866},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.49773338437080383},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.49249252676963806},{"id":"https://openalex.org/keywords/power-management","display_name":"Power management","score":0.46660158038139343},{"id":"https://openalex.org/keywords/electrical-efficiency","display_name":"Electrical efficiency","score":0.44937068223953247},{"id":"https://openalex.org/keywords/power-demand","display_name":"Power demand","score":0.44650155305862427},{"id":"https://openalex.org/keywords/performance-improvement","display_name":"Performance improvement","score":0.4212481677532196},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.27113503217697144},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12875014543533325},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0994432270526886}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7945073843002319},{"id":"https://openalex.org/C157742956","wikidata":"https://www.wikidata.org/wiki/Q3237776","display_name":"Frequency scaling","level":3,"score":0.7180256843566895},{"id":"https://openalex.org/C2781233147","wikidata":"https://www.wikidata.org/wiki/Q3229617","display_name":"Governor","level":2,"score":0.5382101535797119},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5328325033187866},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.49773338437080383},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.49249252676963806},{"id":"https://openalex.org/C2778774385","wikidata":"https://www.wikidata.org/wiki/Q4437810","display_name":"Power management","level":3,"score":0.46660158038139343},{"id":"https://openalex.org/C118993495","wikidata":"https://www.wikidata.org/wiki/Q5042828","display_name":"Electrical efficiency","level":3,"score":0.44937068223953247},{"id":"https://openalex.org/C2983317576","wikidata":"https://www.wikidata.org/wiki/Q1853339","display_name":"Power demand","level":4,"score":0.44650155305862427},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.4212481677532196},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.27113503217697144},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12875014543533325},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0994432270526886},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"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/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas45731.2020.9180474","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas45731.2020.9180474","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1970942414","https://openalex.org/W2016381774","https://openalex.org/W2157189715","https://openalex.org/W2346781127","https://openalex.org/W2530749948","https://openalex.org/W2598700085","https://openalex.org/W2760463717","https://openalex.org/W2769452527","https://openalex.org/W2798594616","https://openalex.org/W2885101471","https://openalex.org/W2993391111"],"related_works":["https://openalex.org/W1967088250","https://openalex.org/W2144034023","https://openalex.org/W2135721350","https://openalex.org/W2036903086","https://openalex.org/W4287778142","https://openalex.org/W4245552802","https://openalex.org/W3025960525","https://openalex.org/W2134782496","https://openalex.org/W4238485050","https://openalex.org/W2045215983"],"abstract_inverted_index":{"Modern":[0],"embedded":[1],"systems":[2],"have":[3],"adopted":[4],"the":[5,72,98,103],"clustered":[6,67],"Chip":[7],"Multi-Processor":[8],"(CMP)":[9],"paradigm":[10],"in":[11,45],"conjunction":[12],"with":[13,117],"dynamic":[14],"frequency":[15,41,86],"scaling":[16],"techniques":[17],"for":[18,66],"improving":[19],"application":[20],"performance":[21,29,50,89,115,120],"and":[22,78],"power":[23,46,63,93,107],"consumption.":[24,94],"However,":[25],"applications":[26,77],"suffer":[27],"from":[28],"saturation":[30],"due":[31],"to":[32,82,113],"resource":[33],"contention.":[34],"Thus,":[35],"after":[36],"a":[37,57,118],"certain":[38],"point,":[39],"any":[40,49],"increase":[42],"results":[43,96],"only":[44,123],"overheads":[47],"without":[48],"gains.":[51],"In":[52],"this":[53],"work,":[54],"we":[55],"present":[56],"run-time":[58],"manager":[59],"that":[60,87,102],"focuses":[61],"on":[62,97],"efficiency":[64,108],"improvement":[65],"CMPs.":[68],"Specifically,":[69],"it":[70],"monitors":[71],"activity":[73],"of":[74,122],"concurrently":[75],"executing":[76],"utilizes":[79],"neural":[80],"networks":[81],"select":[83],"an":[84],"appropriate":[85],"keeps":[88],"high,":[90],"while":[91],"reducing":[92],"Experimental":[95],"Odroid-XU3":[99],"board":[100],"show":[101],"proposed":[104],"methodology":[105],"improves":[106],"(MIPS/Watt)":[109],"by":[110],"23%":[111],"compared":[112],"Linux's":[114],"governor":[116],"negligible":[119],"drop":[121],"3%.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
