{"id":"https://openalex.org/W4313307019","doi":"https://doi.org/10.1109/ibcast54850.2022.9990473","title":"DLIRS: Deep Learning based Intelligent Routing in Software Defined IoT","display_name":"DLIRS: Deep Learning based Intelligent Routing in Software Defined IoT","publication_year":2022,"publication_date":"2022-08-16","ids":{"openalex":"https://openalex.org/W4313307019","doi":"https://doi.org/10.1109/ibcast54850.2022.9990473"},"language":"en","primary_location":{"id":"doi:10.1109/ibcast54850.2022.9990473","doi":"https://doi.org/10.1109/ibcast54850.2022.9990473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ibcast54850.2022.9990473","pdf_url":null,"source":{"id":"https://openalex.org/S4363608122","display_name":"International Bhurban Conference on Applied Sciences and Technology (IBCAST)","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":"2022 19th International Bhurban Conference on Applied Sciences and Technology (IBCAST)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5075082987","display_name":"Zabeeh Ullah","orcid":"https://orcid.org/0000-0002-9630-5022","observed_orcids":["https://orcid.org/0000-0002-9630-5022","https://orcid.org/0009-0002-0116-5256"]},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Zabeehullah","raw_affiliation_strings":["National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002815889","display_name":"Fahim Arif","orcid":"https://orcid.org/0000-0002-5361-8600","observed_orcids":["https://orcid.org/0000-0002-5361-8600"]},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Fahim Arif","raw_affiliation_strings":["National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108504100","display_name":"Yawar Abbas","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Yawar Abbas","raw_affiliation_strings":["National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Science and Technology (NUST),Computer Software Engineering,Islamabad,Pakistan","institution_ids":["https://openalex.org/I929597975"]},{"raw_affiliation_string":"Computer Software Engineering, National University of Science and Technology (NUST), Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I929597975"],"apc_list":null,"apc_paid":null,"fwci":0.9775,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.69087017,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"237","last_page":"242"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","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/T10714","display_name":"Software-Defined Networks and 5G","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/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.0010000000474974513,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.00039999998989515007,"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/software-defined-networking","display_name":"software-defined networking","score":0.5770000219345093},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.9399999976158142},{"id":"https://openalex.org/keywords/intelligent-routing","display_name":"intelligent routing","score":0.9710000157356262},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.6140000224113464},{"id":"https://openalex.org/keywords/adaptive-routing","display_name":"adaptive routing","score":0.7699999809265137},{"id":"https://openalex.org/keywords/path-choice","display_name":"path selection","score":0.6909999847412109},{"id":"https://openalex.org/keywords/dynamic-traffic-flow","display_name":"dynamic traffic flow","score":0.7789999842643738},{"id":"https://openalex.org/keywords/packet-loss","display_name":"packet loss","score":0.7289999723434448}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.779044508934021},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.6590664386749268},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5867300629615784},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4894081652164459},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41217195987701416},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3624948263168335},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3513871431350708},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3337385654449463},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.23442909121513367},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15206262469291687}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ibcast54850.2022.9990473","doi":"https://doi.org/10.1109/ibcast54850.2022.9990473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ibcast54850.2022.9990473","pdf_url":null,"source":{"id":"https://openalex.org/S4363608122","display_name":"International Bhurban Conference on Applied Sciences and Technology (IBCAST)","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":"2022 19th International Bhurban Conference on Applied Sciences and Technology (IBCAST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":1.0}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2134295053","https://openalex.org/W2402852239","https://openalex.org/W2566425973","https://openalex.org/W2620303912","https://openalex.org/W2754858562","https://openalex.org/W2758296822","https://openalex.org/W2765544082","https://openalex.org/W2766853288","https://openalex.org/W2767151733","https://openalex.org/W2772457693","https://openalex.org/W2775501751","https://openalex.org/W2783034914","https://openalex.org/W2891768968","https://openalex.org/W2898231005","https://openalex.org/W2900853407","https://openalex.org/W2911471242","https://openalex.org/W2963185263","https://openalex.org/W2963549123"],"related_works":["https://openalex.org/W4394994431","https://openalex.org/W4391550299","https://openalex.org/W4379115424","https://openalex.org/W4245123941","https://openalex.org/W3014289803","https://openalex.org/W4410719155","https://openalex.org/W4387845812","https://openalex.org/W4408596240","https://openalex.org/W4412508405","https://openalex.org/W7203707463"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Network":[2],"(SDN)":[3],"is":[4],"a":[5,106],"next":[6],"generation":[7],"networking":[8],"model":[9,107,130,142],"which":[10,38,116],"simplifies":[11],"the":[12,18,26,41,69,81],"traditional":[13,34,65],"network":[14,35],"complexities":[15],"and":[16,56,60,72,84,94,127,136,147,163],"improve":[17],"utilization":[19,74],"of":[20,25,30,43,75],"constrained":[21],"resources.":[22,76],"Currently,":[23],"most":[24],"SDN":[27,78],"based":[28,111],"Internet":[29],"Things(IoT)":[31],"environments":[32],"use":[33],"routing":[36,62,66,123,160],"strategies":[37],"work":[39],"on":[40],"basis":[42],"max":[44],"or":[45],"min":[46],"metric":[47],"values.":[48],"However,":[49],"IoT":[50,82],"network\u2019s":[51],"heterogeneity,":[52],"dynamic":[53,169],"traffic":[54,133,170],"flow":[55],"complexity":[57,85],"demands":[58],"intelligent":[59],"self-adaptive":[61],"algorithms":[63,67],"because,":[64],"lack":[68],"self-adaptions,":[70],"intelligence,":[71],"efficient":[73],"Though":[77],"has":[79,143,157],"managed":[80],"heterogeneity":[83],"to":[86,90,121],"some":[87],"extent,":[88],"owing":[89],"its":[91],"centralized":[92],"control":[93],"flexibility,":[95],"still":[96],"it":[97,156],"lacks":[98],"intelligence.":[99],"To":[100],"address":[101],"this":[102],"challenge,":[103],"we":[104],"proposed":[105,141],"called":[108],"Deep":[109,118],"Learning":[110,119],"Intelligent":[112],"Routing":[113],"Strategy":[114],"(DLIRS)":[115],"uses":[117,131],"algorithm":[120,161],"perform":[122],"in":[124],"SDIoT":[125],"intelligently":[126],"efficiently.":[128],"Our":[129],"real-time":[132],"for":[134],"training":[135],"learning.":[137],"Results":[138],"demonstrate":[139],"that":[140],"achieved":[144],"high":[145,168],"accuracy":[146],"low":[148],"packet":[149],"loss":[150],"rate":[151],"during":[152,167],"path":[153],"selection.":[154],"Moreover,":[155],"outperformed":[158],"benchmark":[159],"(OSPF)":[162],"provided":[164],"encouraging":[165],"results":[166],"flow.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-01-06T00:00:00"}