{"id":"https://openalex.org/W4401509052","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615907","title":"Goal-Oriented Semantic Communication for DNN Task Inference in IoT Networks","display_name":"Goal-Oriented Semantic Communication for DNN Task Inference in IoT Networks","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4401509052","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615907"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops59551.2024.10615907","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615907","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 Communications Workshops (ICC Workshops)","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/A5106462273","display_name":"Hossein Bijanrostami","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hossein Bijanrostami","raw_affiliation_strings":["University of Toronto,Department of Electrical and Computer Engineering,Toronto,ON,CA"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Department of Electrical and Computer Engineering,Toronto,ON,CA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109433489","display_name":"E.S. Sousa","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elvino Sousa","raw_affiliation_strings":["University of Toronto,Department of Electrical and Computer Engineering,Toronto,ON,CA"],"affiliations":[{"raw_affiliation_string":"University of Toronto,Department of Electrical and Computer Engineering,Toronto,ON,CA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081081113","display_name":"Mohammad Karimzadeh\u2010Farshbafan","orcid":"https://orcid.org/0000-0002-2290-7688"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Karimzadeh Farshbafan","raw_affiliation_strings":["Wireless@VT, Virginia Tech,Bradley Department of Electrical and Computer Engineering,Blacksburg,VA,USA"],"affiliations":[{"raw_affiliation_string":"Wireless@VT, Virginia Tech,Bradley Department of Electrical and Computer Engineering,Blacksburg,VA,USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5106462273"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1389465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"abs/1611.01702","issue":null,"first_page":"1660","last_page":"1665"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9614999890327454,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13382","display_name":"Robotics and Automated Systems","score":0.9614999890327454,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.9538000226020813,"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/T13062","display_name":"Cognitive Computing and Networks","score":0.9437000155448914,"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/computer-science","display_name":"Computer science","score":0.8545585870742798},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7145626544952393},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7037185430526733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48140859603881836},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.42358702421188354},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.42172670364379883},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.34768354892730713},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32037991285324097},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20716601610183716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8545585870742798},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7145626544952393},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7037185430526733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48140859603881836},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42358702421188354},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.42172670364379883},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.34768354892730713},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32037991285324097},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20716601610183716},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops59551.2024.10615907","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccworkshops59551.2024.10615907","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 Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1745334888","https://openalex.org/W2133249991","https://openalex.org/W2549476280","https://openalex.org/W2604319603","https://openalex.org/W2981114133","https://openalex.org/W3011091971","https://openalex.org/W3021482604","https://openalex.org/W3048912752","https://openalex.org/W3134818623","https://openalex.org/W3136338303","https://openalex.org/W4296415377","https://openalex.org/W6729349781","https://openalex.org/W6843358792"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3196817267"],"abstract_inverted_index":{"Goal-oriented":[0],"semantic":[1,35,87,169,196],"communication":[2,36,88,170],"as":[3],"a":[4,11,25,48,59,126,142,146,152],"pillar":[5],"of":[6,16,41,67,107,110,125,156,186,195],"next-generation":[7],"wireless":[8],"networks,":[9],"is":[10,112,121,136],"missing":[12],"concept":[13],"in":[14,122,171],"Internet":[15],"Things":[17],"(IoT)":[18],"networks.":[19,43],"In":[20],"this":[21,30,71],"paper,":[22],"we":[23,46,115,140],"present":[24],"holistic":[26],"model":[27],"to":[28,37,63,85,93,98,160,184],"address":[29],"issue":[31],"by":[32,180],"leveraging":[33,168],"goal-oriented":[34],"improve":[38],"the":[39,65,76,100,105,123,133,157,172,176,187,193],"performance":[40],"IoT":[42,68,190],"More":[44],"specifically,":[45],"define":[47],"deep":[49],"neural":[50],"network":[51],"(DNN)":[52],"task":[53],"inference":[54,102],"resource":[55],"allocation":[56],"problem":[57,119,135,159],"for":[58,151],"proposed":[60,134,158,173],"3-layered":[61],"architecture":[62,174],"meet":[64],"requirements":[66],"devices.":[69],"For":[70],"purpose,":[72],"users":[73],"may":[74],"utilize":[75],"computing":[77],"resources":[78],"available":[79],"at":[80],"access":[81],"point":[82],"(AP)":[83],"nodes":[84],"enable":[86],"before":[89],"offloading":[90],"their":[91],"data":[92],"higher":[94],"levels.":[95],"We":[96],"aim":[97],"maximize":[99],"average":[101],"accuracy":[103],"while":[104],"quality":[106],"service":[108],"(QoS)":[109],"tasks":[111],"met.":[113],"Then,":[114],"formulate":[116],"an":[117,137],"optimization":[118],"which":[120],"form":[124],"Mixed":[127],"Integer":[128],"Non-linear":[129],"programming":[130,148],"(MINLP).":[131],"Since":[132],"NP-hard":[138],"problem,":[139],"devise":[141],"heuristic":[143],"algorithm":[144,150],"and":[145],"linear":[147,154],"(LP)":[149],"simplified":[153],"version":[155],"efficiently":[161],"solve":[162],"it.":[163],"Extensive":[164],"simulations":[165],"show":[166],"that":[167],"improves":[175],"network's":[177],"admission":[178],"rate":[179],"approximately":[181],"15%":[182],"compared":[183],"state":[185],"art":[188],"classical":[189],"networks":[191],"without":[192],"deployment":[194],"communication.":[197]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}