{"id":"https://openalex.org/W2944901851","doi":"https://doi.org/10.1109/pccc.2018.8711025","title":"DeepSDN: Connecting the Dots Towards Self-driving Networks","display_name":"DeepSDN: Connecting the Dots Towards Self-driving Networks","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2944901851","doi":"https://doi.org/10.1109/pccc.2018.8711025","mag":"2944901851"},"language":"en","primary_location":{"id":"doi:10.1109/pccc.2018.8711025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pccc.2018.8711025","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 37th International Performance Computing and Communications Conference (IPCCC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://stars.library.ucf.edu/scopus2015/7848","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003958144","display_name":"Kuldip Singh Atwal","orcid":"https://orcid.org/0000-0002-9483-4668"},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kuldip Singh Atwal","raw_affiliation_strings":["Department of Computer Science, University of Central Florida, Orlando, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Central Florida, Orlando, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108506946","display_name":"Mostafa Bassiouni","orcid":null},"institutions":[{"id":"https://openalex.org/I106165777","display_name":"University of Central Florida","ror":"https://ror.org/036nfer12","country_code":"US","type":"education","lineage":["https://openalex.org/I106165777"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mostafa Bassiouni","raw_affiliation_strings":["Department of Computer Science, University of Central Florida, Orlando, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Central Florida, Orlando, FL, USA","institution_ids":["https://openalex.org/I106165777"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106165777"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9939000010490417,"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":0.793536901473999},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7342086434364319},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7127972841262817},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6290276050567627},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.5638880729675293},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5466036796569824},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.5322653651237488},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4277447462081909},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.41784414649009705},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.399058997631073},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.23772484064102173},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19622701406478882}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.793536901473999},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7342086434364319},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7127972841262817},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6290276050567627},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.5638880729675293},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5466036796569824},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.5322653651237488},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4277447462081909},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.41784414649009705},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.399058997631073},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.23772484064102173},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19622701406478882},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/pccc.2018.8711025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/pccc.2018.8711025","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 37th International Performance Computing and Communications Conference (IPCCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:stars.library.ucf.edu:scopus2015-8847","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/scopus2015/7848","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus Export 2015-2019","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:stars.library.ucf.edu:scopus2015-8847","is_oa":true,"landing_page_url":"https://stars.library.ucf.edu/scopus2015/7848","pdf_url":null,"source":{"id":"https://openalex.org/S4210172555","display_name":"Journal of International Crisis and Risk Communication Research","issn_l":"2576-0017","issn":["2576-0017","2576-0025"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scopus Export 2015-2019","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W192446467","https://openalex.org/W1589747210","https://openalex.org/W2055176966","https://openalex.org/W2060393849","https://openalex.org/W2074616737","https://openalex.org/W2075816541","https://openalex.org/W2084925113","https://openalex.org/W2106098710","https://openalex.org/W2111085587","https://openalex.org/W2111102056","https://openalex.org/W2124682147","https://openalex.org/W2145339207","https://openalex.org/W2155968351","https://openalex.org/W2168231600","https://openalex.org/W2169299809","https://openalex.org/W2471288191","https://openalex.org/W2546571074","https://openalex.org/W2563127169","https://openalex.org/W2579247884","https://openalex.org/W2746553466","https://openalex.org/W2760528149","https://openalex.org/W2783873574","https://openalex.org/W2919115771","https://openalex.org/W2963154302","https://openalex.org/W3098222317","https://openalex.org/W3126135128","https://openalex.org/W4255485865","https://openalex.org/W6607881844","https://openalex.org/W6675704460","https://openalex.org/W6684859321"],"related_works":["https://openalex.org/W1987753593","https://openalex.org/W2045411052","https://openalex.org/W1982158853","https://openalex.org/W2081406510","https://openalex.org/W2025852542","https://openalex.org/W2136000679","https://openalex.org/W2982698815","https://openalex.org/W3036820765","https://openalex.org/W2944901851","https://openalex.org/W3043885650"],"abstract_inverted_index":{"The":[0,209],"cloud":[1,74],"data":[2],"centers":[3],"are":[4,50,94,147],"going":[5],"through":[6],"an":[7,15,136,192,214],"unprecedented":[8],"growth":[9],"from":[10,213],"past":[11],"few":[12,96],"years.":[13],"In":[14],"era":[16],"of":[17,65,72,88,97,109,185,219],"real-time":[18],"video":[19],"streaming,":[20],"on-demand":[21],"gaming,":[22],"door-step":[23],"e-commerce":[24],"services,":[25],"and":[26,37,69,91,118,139,154,172,176,222],"highly":[27],"inter-connected":[28],"social":[29],"networks,":[30,110],"cost-effective":[31],"service":[32],"models,":[33],"adaptive":[34],"resources":[35,78,131],"provisioning":[36],"upfront":[38],"applications":[39,71,93],"availability":[40],"contribute":[41],"significantly":[42],"towards":[43,206,227],"such":[44],"a":[45,58,85,95,203,224],"stellar":[46],"growth.":[47],"However,":[48],"there":[49],"many":[51],"challenges":[52,184],"that":[53,195],"must":[54],"be":[55],"addressed":[56],"in":[57,107,150,158,170],"systematic":[59],"manner":[60],"to":[61,126,163,180,201],"meet":[62],"the":[63,73,101,104,129,165,183,186],"requirements":[64],"increasingly":[66],"demanding":[67],"current":[68],"upcoming":[70],"computing":[75],"paradigm.":[76],"Optimum":[77],"management,":[79],"instant":[80],"response":[81],"time,":[82],"interoperability":[83],"among":[84],"diverse":[86],"set":[87],"emerging":[89],"technologies":[90],"innovative":[92],"these":[98,178],"challenges.":[99],"On":[100],"other":[102],"hand,":[103],"recent":[105],"trend":[106],"softwarization":[108],"particularly":[111],"enabled":[112],"by":[113,132,167],"network":[114,130,229],"function":[115],"virtualization":[116],"(NFV)":[117],"software-defined":[119],"networking":[120,171],"(SDN)":[121],"principles,":[122],"provides":[123],"immense":[124],"opportunities":[125],"better":[127],"utilize":[128,177],"programmable":[133],"abstractions":[134],"with":[135,182],"efficient":[137],"control":[138],"management":[140],"techniques.":[141],"Furthermore,":[142],"machine":[143,173,198],"learning":[144,174,199],"based":[145],"solutions":[146],"gaining":[148],"prominence":[149],"resource":[151],"optimization":[152],"problems":[153],"autonomous":[155,228],"systems.":[156,188],"Therefore,":[157],"this":[159],"paper,":[160],"we":[161],"strive":[162],"connect":[164],"dots":[166],"state-of-the-art":[168],"methodologies":[169],"domains":[175],"developments":[179],"grapple":[181],"cloud-based":[187],"We":[189],"propose":[190],"DeepSDN,":[191],"SDN-based":[193],"solution":[194],"harnesses":[196],"existing":[197],"techniques":[200],"move":[202],"step":[204],"closer":[205],"self-driving":[207],"networks.":[208],"comparative":[210],"results":[211],"obtained":[212],"experimental":[215],"testbed":[216],"corroborates":[217],"effectiveness":[218],"our":[220],"approach":[221],"suggest":[223],"way":[225],"forward":[226],"management.":[230]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}