{"id":"https://openalex.org/W4407255207","doi":"https://doi.org/10.1145/3708778.3708802","title":"Research on Multi-Core Cache Data Prefetching Strategy based on Deep Learning","display_name":"Research on Multi-Core Cache Data Prefetching Strategy based on Deep Learning","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4407255207","doi":"https://doi.org/10.1145/3708778.3708802"},"language":"en","primary_location":{"id":"doi:10.1145/3708778.3708802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708778.3708802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","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/A5102522490","display_name":"Xinyu Qiao","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinyu Qiao","raw_affiliation_strings":["College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037547160","display_name":"J. Zhang","orcid":"https://orcid.org/0000-0003-0191-8860"},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxun Zhang","raw_affiliation_strings":["College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China","institution_ids":["https://openalex.org/I133270356"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057680200","display_name":"Bing\u2010Hui Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I133270356","display_name":"Tianjin University of Technology and Education","ror":"https://ror.org/035gwtk09","country_code":"CN","type":"education","lineage":["https://openalex.org/I133270356"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Binghui Lin","raw_affiliation_strings":["College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Information Technology Engineering, Tianjin University of Technology and Education, Tianjin, China","institution_ids":["https://openalex.org/I133270356"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102522490"],"corresponding_institution_ids":["https://openalex.org/I133270356"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31576192,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"167","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9957000017166138,"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"}},"topics":[{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9957000017166138,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7677959203720093},{"id":"https://openalex.org/keywords/cache","display_name":"Cache","score":0.7318562269210815},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.5633235573768616},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4573407471179962},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.41621026396751404},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.058161020278930664}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7677959203720093},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.7318562269210815},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.5633235573768616},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4573407471179962},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.41621026396751404},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.058161020278930664}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3708778.3708802","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3708778.3708802","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 7th International Conference on Computational Intelligence and Intelligent Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2922306415","https://openalex.org/W2981052417","https://openalex.org/W3134718172","https://openalex.org/W3153963463","https://openalex.org/W4229042463"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Currently,":[0],"the":[1,24,39,100,109,112,119,123,148,152,164,171,178,186,197],"research":[2,40],"prospect":[3],"of":[4,26,38,41,104,111,122,136],"deep":[5,50,54],"learning":[6,55],"applied":[7],"to":[8,19,23,86,98,117],"data":[9,95,105],"prefetching":[10,44,128,153,206],"in":[11,29,89,126,129,204],"multi-core":[12,30,42,90,131],"architectures":[13,91],"are":[14],"very":[15],"broad.":[16],"In":[17,115],"order":[18,116],"give":[20],"full":[21],"play":[22],"performance":[25,110,120],"parallel":[27,80],"computing":[28],"processor":[31,132],"systems,":[32],"based":[33,48],"on":[34,49],"an":[35],"in-depth":[36],"discussion":[37],"cache":[43,127,205],"neural":[45],"network":[46],"model":[47,56,83,125,150,199],"learning,":[51],"a":[52,130,201],"new":[53],"is":[57,84,167,174,181,190],"constructed":[58],"by":[59,158,169,176,183,192],"introducing":[60],"Convolutional":[61],"Neural":[62],"Network":[63],"(Text":[64],"CNN)":[65],"and":[66,74,92,102,155,160,163,185],"CBAM":[67],"(Convolutional":[68],"Block":[69],"Attention":[70],"Module)":[71],"attention":[72],"layer":[73],"utilizing":[75],"Long":[76],"Short-Term":[77],"Memory":[78],"(LSTM)":[79],"computing.":[81],"The":[82],"able":[85],"operate":[87],"efficiently":[88],"effectively":[93],"predict":[94],"access":[96],"patterns":[97],"improve":[99],"accuracy":[101,166],"efficiency":[103],"prefetching,":[106],"thus":[107],"optimizing":[108],"overall":[113,165],"system.":[114],"evaluate":[118],"improvement":[121],"improved":[124,149,168,182,191,198],"system,":[133],"multiple":[134],"sets":[135],"experiments":[137],"were":[138],"conducted":[139],"for":[140],"comparative":[141],"analysis.":[142],"Experimental":[143],"results":[144],"compared":[145],"with":[146],"Voyager,":[147],"improves":[151],"page":[154],"offset":[156],"accuracies":[157],"5.5%":[159],"5.3%,":[161],"respectively,":[162],"5.8%,":[170],"loss":[172],"rate":[173,180],"reduced":[175],"1.5%,":[177],"coverage":[179],"8.4%,":[184],"F1":[187],"score":[188],"value":[189],"0.07,":[193],"which":[194],"indicates":[195],"that":[196],"achieves":[200],"significant":[202],"enhancement":[203],"effectiveness.":[207]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}