{"id":"https://openalex.org/W4408092628","doi":"https://doi.org/10.1109/ants63515.2024.10898672","title":"Predicting Future Accesses in XRootD Caching Systems using ML-Based Network Pattern Analysis","display_name":"Predicting Future Accesses in XRootD Caching Systems using ML-Based Network Pattern Analysis","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4408092628","doi":"https://doi.org/10.1109/ants63515.2024.10898672"},"language":"en","primary_location":{"id":"doi:10.1109/ants63515.2024.10898672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants63515.2024.10898672","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","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/A5020267339","display_name":"Sarat Sasank Barla","orcid":"https://orcid.org/0009-0007-7697-5655"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sarat Sasank Barla","raw_affiliation_strings":["University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA"],"affiliations":[{"raw_affiliation_string":"University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA","institution_ids":["https://openalex.org/I114395901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078355638","display_name":"Venkat Sai Suman Lamba Karanam","orcid":null},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Venkat Sai Suman Lamba Karanam","raw_affiliation_strings":["University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA"],"affiliations":[{"raw_affiliation_string":"University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA","institution_ids":["https://openalex.org/I114395901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047637562","display_name":"Byrav Ramamurthy","orcid":"https://orcid.org/0000-0002-4104-7513"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Byrav Ramamurthy","raw_affiliation_strings":["University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA"],"affiliations":[{"raw_affiliation_string":"University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA","institution_ids":["https://openalex.org/I114395901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078460497","display_name":"Derek Weitzel","orcid":"https://orcid.org/0000-0002-8115-7573"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Derek Weitzel","raw_affiliation_strings":["University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA"],"affiliations":[{"raw_affiliation_string":"University of Nebraska-Lincoln,School of Computing,Lincoln,NE,USA","institution_ids":["https://openalex.org/I114395901"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5020267339"],"corresponding_institution_ids":["https://openalex.org/I114395901"],"apc_list":null,"apc_paid":null,"fwci":0.7199,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.75543637,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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":0.9994000196456909,"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":0.9994000196456909,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9348999857902527,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9283000230789185,"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":0.8121388554573059},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.46193280816078186},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.36790478229522705}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8121388554573059},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.46193280816078186},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36790478229522705}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ants63515.2024.10898672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants63515.2024.10898672","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"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":{"The":[0,45],"data":[1,24,37,56,105,113,196],"generated":[2],"by":[3,13,53,93],"HEP":[4,100,170],"experiments":[5,171],"has":[6],"grown":[7],"exponentially":[8],"in":[9,19,23,74,147],"recent":[10],"years,":[11],"driven":[12],"new":[14],"discoveries":[15],"and":[16,64,79,116,131,199],"continuous":[17],"advancements":[18],"infrastructure.":[20],"Intelligent":[21],"techniques":[22,107],"movement":[25],"are":[26,77],"required":[27,82],"to":[28,108,119,137],"not":[29],"only":[30],"improve":[31],"the":[32,36,55,58,68,71,81,89,94,99,139,148,153,169,173,188],"transfer":[33,95,114,164],"latencies":[34],"for":[35,40,187],"but":[38],"also":[39],"proper":[41],"network":[42],"bandwidth":[43],"utilization.":[44],"current":[46,72],"in-network":[47],"caching":[48,75,101,192],"deployments":[49],"address":[50],"this":[51,85],"issue":[52],"placing":[54],"near":[57,149],"computation":[59],"via":[60],"strategies":[61,76,193],"like":[62,112,194],"redundancy":[63],"strategic":[65],"placement":[66],"of":[67,155,181,190],"caches.":[69],"However,":[70],"state-of-the-art":[73],"rudimentary":[78],"lack":[80],"intelligence.":[83],"In":[84],"work,":[86],"we":[87],"leverage":[88],"rich":[90],"information":[91,111],"provided":[92],"records":[96,165],"collected":[97,167],"from":[98,168],"framework.":[102],"We":[103,151],"design":[104,189],"preprocessing":[106],"extract":[109],"relevant":[110],"patterns":[115],"feed":[117],"them":[118],"our":[120,156],"Machine":[121],"Learning":[122],"(ML)":[123],"model.":[124],"Our":[125,184],"ML":[126],"model":[127],"is":[128],"an":[129],"LSTM-":[130],"GRU-based":[132],"Ensemble":[133],"network,":[134],"specifically":[135],"designed":[136],"predict":[138],"most":[140],"likely":[141],"datasets":[142],"that":[143],"will":[144],"be":[145],"accessed":[146],"future.":[150],"present":[152],"results":[154],"approach":[157,185],"over":[158,178],"approx.":[159],"35":[160],"million":[161],"real-world":[162],"cache":[163],"were":[166],"on":[172],"Open":[174],"Science":[175],"Grid":[176],"(OSG)":[177],"a":[179],"span":[180],"one":[182],"week.":[183],"allows":[186],"effective":[191],"intelligent":[195],"placement,":[197],"prefetching,":[198],"adaptive":[200],"eviction":[201],"strategies.":[202]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}