{"id":"https://openalex.org/W4410087674","doi":"https://doi.org/10.1109/ccnc54725.2025.10975927","title":"Heuristic Data Placement in Distributed Hierarchical Storage Network Using Deep Reinforcement Learning","display_name":"Heuristic Data Placement in Distributed Hierarchical Storage Network Using Deep Reinforcement Learning","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4410087674","doi":"https://doi.org/10.1109/ccnc54725.2025.10975927"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc54725.2025.10975927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc54725.2025.10975927","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd Consumer Communications &amp;amp; Networking Conference (CCNC)","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/A5104232325","display_name":"Ravi Kaler","orcid":null},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ravi Kaler","raw_affiliation_strings":["Indian Institute of Technology Roorkee,Computer Science and Engineering Department,Uttarakhand,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Roorkee,Computer Science and Engineering Department,Uttarakhand,India","institution_ids":["https://openalex.org/I154851008"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082753354","display_name":"Durga Toshniwal","orcid":null},"institutions":[{"id":"https://openalex.org/I154851008","display_name":"Indian Institute of Technology Roorkee","ror":"https://ror.org/00582g326","country_code":"IN","type":"education","lineage":["https://openalex.org/I154851008"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Durga Toshniwal","raw_affiliation_strings":["Indian Institute of Technology Roorkee,Computer Science and Engineering Department,Uttarakhand,India"],"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Roorkee,Computer Science and Engineering Department,Uttarakhand,India","institution_ids":["https://openalex.org/I154851008"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5104232325"],"corresponding_institution_ids":["https://openalex.org/I154851008"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11041308,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9764999747276306,"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":0.9764999747276306,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9556999802589417,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9430999755859375,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8054360151290894},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7683555483818054},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5993704199790955},{"id":"https://openalex.org/keywords/distributed-data-store","display_name":"Distributed data store","score":0.4347570538520813},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43247297406196594},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38687407970428467}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8054360151290894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7683555483818054},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5993704199790955},{"id":"https://openalex.org/C24885549","wikidata":"https://www.wikidata.org/wiki/Q339678","display_name":"Distributed data store","level":2,"score":0.4347570538520813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43247297406196594},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38687407970428467}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc54725.2025.10975927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc54725.2025.10975927","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 22nd Consumer Communications &amp;amp; Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1970979311","https://openalex.org/W2014756595","https://openalex.org/W2019227001","https://openalex.org/W2201220957","https://openalex.org/W2343550300","https://openalex.org/W2586626487","https://openalex.org/W2625108112","https://openalex.org/W3013868386","https://openalex.org/W3016938688","https://openalex.org/W3025035827","https://openalex.org/W3046959460","https://openalex.org/W3047965437","https://openalex.org/W3188362739","https://openalex.org/W3193731180","https://openalex.org/W3203597739","https://openalex.org/W3203954291","https://openalex.org/W4253305097","https://openalex.org/W4292116820","https://openalex.org/W4294982491","https://openalex.org/W4319081720","https://openalex.org/W4327945672","https://openalex.org/W4385945599","https://openalex.org/W4391046304","https://openalex.org/W4391093891","https://openalex.org/W4392904973","https://openalex.org/W4395047770","https://openalex.org/W6775691121"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W2964765435"],"abstract_inverted_index":{"Intelligent":[0],"data":[1,22,29,37,114,157],"placement":[2,30,115,158],"in":[3,15,20,36,116],"hierarchical":[4,162],"distributed":[5,49,69,118,161],"storage":[6,16,133,163],"networks":[7],"(DSNs)":[8],"has":[9],"become":[10],"crucial":[11],"due":[12,58],"to":[13,33,59,77,85,125,167],"advancements":[14],"devices,":[17],"an":[18],"increase":[19],"big":[21],"applications,":[23],"and":[24,39,67,96,130,146],"strict":[25],"time":[26],"constraints.":[27],"Inefficient":[28],"can":[31],"lead":[32],"significant":[34],"delays":[35],"movement":[38],"increased":[40],"service":[41],"latency,":[42,129],"impacting":[43],"the":[44,93,117,121,137],"overall":[45],"performance":[46],"of":[47],"a":[48,53,102,140,148],"environment.":[50],"It":[51],"is":[52,82],"complex":[54],"online":[55],"decision-making":[56],"problem":[57,88,138],"its":[60],"varying":[61],"access":[62],"patterns,":[63],"dynamic":[64],"network":[65,73,180],"conditions,":[66],"ever-changing":[68],"environment,":[70],"which":[71],"traditional":[72],"optimization":[74],"techniques":[75],"fail":[76],"address":[78,86],"efficiently.":[79],"Reinforcement":[80],"learning":[81,106],"best":[83],"suited":[84],"this":[87],"as":[89,139,170],"it":[90],"learns":[91],"from":[92],"environment":[94],"dynamically":[95],"performs":[97],"action.":[98],"This":[99],"paper":[100],"presents":[101],"novel":[103],"deep":[104],"reinforcement":[105],"(DRL)":[107],"framework,":[108],"soft":[109],"actor-critic-2":[110],"(SAC-2),":[111],"for":[112,152],"heuristic":[113,156],"network,":[119],"leveraging":[120],"state-of-the-art":[122],"SAC":[123],"technique":[124,159],"improve":[126],"efficiency,":[127],"reduce":[128],"subsequently":[131],"minimize":[132],"costs.":[134],"We":[135],"formulate":[136],"Markov":[141],"Decision":[142],"Process":[143],"(MDP)":[144],"model":[145],"incorporate":[147],"prioritized":[149],"replay":[150],"buffer":[151],"efficient":[153],"learning.":[154],"The":[155],"improves":[160],"system":[164],"efficiency":[165],"compared":[166],"baseline":[168],"strategies,":[169],"demonstrated":[171],"by":[172],"extensive":[173],"experiments":[174],"on":[175],"Microsoft":[176],"Research":[177],"Cambridge":[178],"(MSR)":[179],"traces.":[181]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
