{"id":"https://openalex.org/W4412171007","doi":"https://doi.org/10.1109/icdsis65355.2025.11070921","title":"Deep Reinforcement Learning-Enhanced Query Optimization Engine for Distributed and Federated Database Management Systems","display_name":"Deep Reinforcement Learning-Enhanced Query Optimization Engine for Distributed and Federated Database Management Systems","publication_year":2025,"publication_date":"2025-05-16","ids":{"openalex":"https://openalex.org/W4412171007","doi":"https://doi.org/10.1109/icdsis65355.2025.11070921"},"language":"en","primary_location":{"id":"doi:10.1109/icdsis65355.2025.11070921","doi":"https://doi.org/10.1109/icdsis65355.2025.11070921","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsis65355.2025.11070921","pdf_url":null,"source":{"id":"https://openalex.org/S4363608278","display_name":"International Conference on Data Science and Information System (ICDSIS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 3rd International Conference on Data Science and Information System (ICDSIS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5115754457","display_name":"Trupti Deoram Tembhekar","orcid":"https://orcid.org/0000-0002-2364-0946","observed_orcids":["https://orcid.org/0000-0002-2364-0946"]},"institutions":[{"id":"https://openalex.org/I4405284321","display_name":"Yeshwantrao Chavan College of Engineering","ror":"https://ror.org/03bfzc083","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405284321"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Trupti Deoram Tembhekar","raw_affiliation_strings":["Yeshwantrao Chavan College of Engineering,Department of Electrical Engineering,Nagpur,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yeshwantrao Chavan College of Engineering,Department of Electrical Engineering,Nagpur,India","institution_ids":["https://openalex.org/I4405284321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074596873","display_name":"Tanusha Mittal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I60054993","display_name":"Graphic Era University","ror":"https://ror.org/03wqgqd89","country_code":"IN","type":"education","lineage":["https://openalex.org/I60054993"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanusha Mittal","raw_affiliation_strings":["Graphic Era Deemed to be University,Department of Computer Science and Engineering,Dehradun,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graphic Era Deemed to be University,Department of Computer Science and Engineering,Dehradun,India","institution_ids":["https://openalex.org/I60054993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070298721","display_name":"M. Lakshminarayana","orcid":"https://orcid.org/0000-0002-6201-4980","observed_orcids":["https://orcid.org/0000-0002-6201-4980"]},"institutions":[{"id":"https://openalex.org/I4405255153","display_name":"Ramaiah Institute of Technology","ror":"https://ror.org/02nyr4y94","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405255153"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M. Lakshminarayana","raw_affiliation_strings":["M S Ramaiah Institute of Technology,Department of Medical Electronics Engineering,Bengaluru,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"M S Ramaiah Institute of Technology,Department of Medical Electronics Engineering,Bengaluru,India","institution_ids":["https://openalex.org/I4405255153"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101746267","display_name":"Naresh Kumar Sripada","orcid":"https://orcid.org/0000-0002-0724-1750","observed_orcids":["https://orcid.org/0000-0002-0724-1750"]},"institutions":[{"id":"https://openalex.org/I4405263155","display_name":"SR University","ror":"https://ror.org/039t32v17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405263155"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Naresh Kumar Sripada","raw_affiliation_strings":["SR University,Department of Computer Science and Artificial Intelligence,Warangal,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SR University,Department of Computer Science and Artificial Intelligence,Warangal,India","institution_ids":["https://openalex.org/I4405263155"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116347963","display_name":"Falguni Tlajiya","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I9694494","display_name":"Parul University","ror":"https://ror.org/024v3fg07","country_code":"IN","type":"education","lineage":["https://openalex.org/I9694494"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Falguni Tlajiya","raw_affiliation_strings":["Parul University,Faculty of Engineering and Technology Parul Institute of Engineering and Technology,Department of Electrical Engineering,Post Limda,Gujarat,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Parul University,Faculty of Engineering and Technology Parul Institute of Engineering and Technology,Department of Electrical Engineering,Post Limda,Gujarat,India","institution_ids":["https://openalex.org/I9694494"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074220001","display_name":"Shreyasi Bhattacharya","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I244572783","display_name":"Symbiosis International University","ror":"https://ror.org/005r2ww51","country_code":"IN","type":"education","lineage":["https://openalex.org/I244572783"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shreyasi Bhattacharya","raw_affiliation_strings":["Symbiosis International (Deemed University),Faculty of Law Symbiosis Law School,Pune,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Symbiosis International (Deemed University),Faculty of Law Symbiosis Law School,Pune,India","institution_ids":["https://openalex.org/I244572783"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4696,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87827374,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9965999722480774,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9965999722480774,"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/T11106","display_name":"Data Management and Algorithms","score":0.0003000000142492354,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.00019999999494757503,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/query-optimization","display_name":"query optimization","score":0.9869999885559082},{"id":"https://openalex.org/keywords/deep-reinforcement-learning","display_name":"deep reinforcement learning","score":0.9399999976158142},{"id":"https://openalex.org/keywords/distributed-databases","display_name":"distributed databases","score":0.8610000014305115},{"id":"https://openalex.org/keywords/federated-databases","display_name":"federated databases","score":0.9670000076293945},{"id":"https://openalex.org/keywords/proximal-policy-optimization","display_name":"proximal policy optimization","score":1.0},{"id":"https://openalex.org/keywords/network-bandwidth-reduction","display_name":"network bandwidth reduction","score":0.7770000100135803},{"id":"https://openalex.org/keywords/query-execution-time","display_name":"query execution time","score":0.7879999876022339},{"id":"https://openalex.org/keywords/workload-adaptation","display_name":"workload adaptation","score":0.503000020980835}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8343836069107056},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8092743158340454},{"id":"https://openalex.org/C157692150","wikidata":"https://www.wikidata.org/wiki/Q2919848","display_name":"Query optimization","level":2,"score":0.6475327014923096},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.6138097643852234},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.5216415524482727},{"id":"https://openalex.org/C192939062","wikidata":"https://www.wikidata.org/wiki/Q104840822","display_name":"Sargable","level":4,"score":0.4340362846851349},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42929643392562866},{"id":"https://openalex.org/C99016210","wikidata":"https://www.wikidata.org/wiki/Q5488129","display_name":"Query expansion","level":2,"score":0.41918304562568665},{"id":"https://openalex.org/C164120249","wikidata":"https://www.wikidata.org/wiki/Q995982","display_name":"Web search query","level":3,"score":0.37877097725868225},{"id":"https://openalex.org/C97854310","wikidata":"https://www.wikidata.org/wiki/Q19541","display_name":"Search engine","level":2,"score":0.367326557636261},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3233509063720703}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdsis65355.2025.11070921","doi":"https://doi.org/10.1109/icdsis65355.2025.11070921","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdsis65355.2025.11070921","pdf_url":null,"source":{"id":"https://openalex.org/S4363608278","display_name":"International Conference on Data Science and Information System (ICDSIS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 3rd International Conference on Data Science and Information System (ICDSIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2056521113","https://openalex.org/W2299127550","https://openalex.org/W3199212845"],"related_works":["https://openalex.org/W4409028002","https://openalex.org/W7166554517","https://openalex.org/W7128524499","https://openalex.org/W7215989655","https://openalex.org/W4413224463","https://openalex.org/W4400909985","https://openalex.org/W7217753149","https://openalex.org/W4410590028","https://openalex.org/W4406303363","https://openalex.org/W2054771330"],"abstract_inverted_index":{"Traditional":[0],"query":[1,40,84,137],"optimization":[2,125,138],"struggles":[3],"in":[4,42,101,114,131,139],"distributed":[5,43,140],"and":[6,22,95],"federated":[7],"database":[8],"environments.":[9],"The":[10,45,80],"challenges":[11],"come":[12],"from":[13],"having":[14],"different":[15],"types":[16],"of":[17,136],"data":[18],"sources,":[19],"network":[20,90],"delays,":[21],"changing":[23],"workloads.":[24],"This":[25,123],"research":[26],"presents":[27],"a":[28,32,48,58,128],"new":[29,81],"solution":[30,46],"using":[31],"deep":[33],"reinforcement":[34],"learning":[35],"(DRL)":[36],"framework":[37],"to":[38,55,67,108],"enhance":[39],"execution":[41,85],"systems.":[44],"uses":[47],"specialized":[49],"LSTM-based":[50],"agent":[51],"that":[52,146],"learns":[53],"how":[54],"optimize":[56],"through":[57],"method":[59,82],"called":[60],"proximal":[61],"policy":[62],"optimization,":[63],"helping":[64],"it":[65,117],"adapt":[66],"various":[68],"workload":[69],"scenarios.":[70],"Tests":[71],"on":[72],"three":[73],"major":[74,129],"industry":[75],"benchmarks":[76],"showed":[77],"impressive":[78],"improvements.":[79],"reduced":[83],"time":[86],"by":[87,93,121],"42.7%,":[88],"lowered":[89],"bandwidth":[91],"usage":[92],"39.8%,":[94],"achieved":[96],"an":[97],"86.3%":[98],"success":[99],"rate":[100],"predicting":[102],"the":[103,133],"best":[104],"join":[105],"orders,":[106],"compared":[107],"traditional":[109],"cost-based":[110],"optimizers.":[111],"When":[112],"implemented":[113],"real-world":[115],"settings,":[116],"consistently":[118],"improved":[119],"throughput":[120],"35-40%.":[122],"DRL-based":[124],"engine":[126],"is":[127],"advancement":[130],"solving":[132],"challenging":[134],"problem":[135],"environments,":[141],"specifically":[142],"benefiting":[143],"data-heavy":[144],"applications":[145],"need":[147],"fast,":[148],"real-time":[149],"analytics.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2025-10-10T00:00:00"}