{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,7]],"date-time":"2026-06-07T06:20:03Z","timestamp":1780813203062,"version":"3.54.1"},"reference-count":166,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100004192","name":"National Science and Technology Development Agency (NSTDA), Ministry of Higher Education, Science, Research and Innovation, Thailand","doi-asserted-by":"publisher","award":["P1952667"],"award-info":[{"award-number":["P1952667"]}],"id":[{"id":"10.13039\/501100004192","id-type":"DOI","asserted-by":"publisher"}]},{"name":"The Scientific and Technological Research Council of Turkey (TUBITAK), Turkey","award":["119N049"],"award-info":[{"award-number":["119N049"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3197585","type":"journal-article","created":{"date-parts":[[2022,8,8]],"date-time":"2022-08-08T19:50:29Z","timestamp":1659988229000},"page":"84579-84621","source":"Crossref","is-referenced-by-count":32,"title":["QoE-Driven IoT Architecture: A Comprehensive Review on System and Resource Management"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1837-6017","authenticated-orcid":false,"given":"Boonyarith","family":"Saovapakhiran","sequence":"first","affiliation":[{"name":"National Electronics and Computer Technology Center, NSTDA, Pathumthani, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wibhada","family":"Naruephiphat","sequence":"additional","affiliation":[{"name":"National Electronics and Computer Technology Center, NSTDA, Pathumthani, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chalermpol","family":"Charnsripinyo","sequence":"additional","affiliation":[{"name":"National Electronics and Computer Technology Center, NSTDA, Pathumthani, Thailand"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5031-820X","authenticated-orcid":false,"given":"Sebnem","family":"Baydere","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Yeditepe University, Istanbul, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4588-4538","authenticated-orcid":false,"given":"Suat","family":"Ozdemir","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, Hacettepe University, Ankara, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2867253"},{"key":"ref2","volume-title":"New Appendix I\u2013Definition of Quality of Experience (QoE)","year":"2006"},{"issue":"2012","key":"ref3","first-page":"1","article-title":"Qualinet white paper on definitions of quality of experience","volume":"3","author":"Brunnstr\u00f6m","year":"2012","journal-title":"Eur. Netw. Quality Exp. Multimedia Syst. Services (COST Action IC)"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3176648"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ICPADS47876.2019.00122"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2020.02.032"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSN.2019.8905343"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s43926-021-00006-7"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2958784"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2020.102781"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2021.102225"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-021-03268-6"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2020.107496"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3391196"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2021.103078"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2021.103005"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1700104"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/WF-IoT.2014.6803124"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/CSE-EUC.2017.124"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2019.100078"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/DCABES.2015.56"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2014.2387155"},{"key":"ref23","volume-title":"The Opensource Platform for our Smart Digital Future\u2014FiWARE","year":"2020"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/iThings\/CPSCom.2011.125"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-10-5861-5_4"},{"key":"ref26","volume-title":"The Three Software Stacks Required for IoT Architectures","year":"2016"},{"key":"ref27","volume-title":"The Intel IoT Platform Architecture Specification White Paper Internet of Things (IoT)","year":"2020"},{"key":"ref28","volume-title":"Microsoft Azure IoT Reference Architecture","year":"2020"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/CIOT.2016.7872918"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1016\/j.peva.2006.10.001"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/GCIoT47977.2019.9058418"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/PERCOMW.2019.8730752"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/VITAE.2014.6934474"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2014.2305641"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS.2007.186"},{"key":"ref36","volume-title":"D4.6. Quality of Service (QoS) for IoT services","year":"2020"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2014.2306782"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/AICCSA.2015.7507202"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-91764-1_12"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/PERCOM.2018.8444598"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2017.2785219"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2016.12.019"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/EuCNC.2019.8802018"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CC.2014.6895381"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-46295-0_1"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2965099"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3291280.3291790"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.3390\/s16122057"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2021.3077072"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/NOC.2012.6249939"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s11277-020-07818-w"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2904359"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.12.082"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2018.2805718"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2952726"},{"key":"ref56","first-page":"39","volume-title":"Survey of Objective Video Quality Measurements","volume":"1748","author":"Wang","year":"2006"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2889999"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/COMSNETS48256.2020.9027383"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/icassp.2001.941023"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ICT.2016.7500363"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/IWCMC.2017.7986486"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/INCOS.2010.86"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2015.2461216"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1145\/3323679.3326523"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3038768"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155467"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/MITP.2020.2968259"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1109\/IWQoS49365.2020.9212897"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2932422"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2016.2598420"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.3021597"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.3022751"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1007\/s10776-017-0341-8"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.aci.2017.09.008"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-014-0446-1"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2957341"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2018.8422609"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-60239-0_43"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2890685"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2021.101395"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3003249"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpdc.2018.03.004"},{"key":"ref83","first-page":"286","article-title":"QoE-aware container scheduler for co-located cloud environments","volume-title":"Proc. IFIP\/IEEE Int. Symp. Integr. Netw. Manage. (IM)","author":"Carvalho"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1109\/CCE.2016.7562677"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/ICNC47757.2020.9049706"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2955129"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9149086"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2363139"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/IWCMC.2017.7986488"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2018.1701156"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2018.02.046"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.23919\/CNSM50824.2020.9269120"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2021.3129610"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ICIN53892.2022.9758123"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/SSP49050.2021.9513804"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1109\/IWQOS52092.2021.9521288"},{"key":"ref97","article-title":"Modeling live video streaming: Real-time classification, QoE inference, and field evaluation","author":"Madanapalli","year":"2021","journal-title":"arXiv:2112.02637"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.6678"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2020.3038998"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSCE.2018.8685009"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/ICPHYS.2019.8780308"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1109\/ISACV.2018.8354070"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1109\/ICCWorkshops49005.2020.9145351"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1109\/BTS45698.2019.8975410"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1109\/I2CT45611.2019.9033868"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1109\/GHTC.2017.8239296"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2876088"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1109\/HONET.2018.8551336"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2938486"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1109\/PDGC.2018.8745890"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.3012519"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/APNOMS.2017.8094150"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.1109\/MILCOM.2018.8599683"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1109\/IMCEC.2018.8469440"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1109\/ICSSE.2018.8520091"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1109\/JSEE.2016.00040"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1109\/ICITBS.2018.00009"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.1900085"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1109\/ISGT.2013.6497873"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2014.03.029"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1155\/2010\/628086"},{"key":"ref122","article-title":"Network traffic characteristics of the IoT application use cases","author":"Mocnej","year":"2018"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1600435CM"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2009.5307471"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1007\/s11036-020-01563-x"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.1109\/SEEDA-CECNSM49515.2020.9221778"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysarc.2019.01.019"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1109\/SAHCN.2016.7733009"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.2981557"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM42002.2020.9348050"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-020-05462-x"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2020.06.029"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2019.2937608"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9149163"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2960191"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.1109\/tcc.2020.3002023"},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2013.2247583"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.1145\/3442363"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1109\/ICTC52510.2021.9621000"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.3390\/s21248500"},{"key":"ref141","article-title":"Deep reinforcement learning based multi-access edge computing schedule for internet of vehicle","author":"Dai","year":"2022","journal-title":"arXiv:2202.08972"},{"key":"ref142","first-page":"466","article-title":"Reinforcement learning for value-based placement of fog services","volume-title":"Proc. IFIP\/IEEE Int. Symp. Integr. Netw. Manage. (IM)","author":"Poltronieri"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM42981.2021.9488888"},{"key":"ref144","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2021.3123959"},{"key":"ref145","doi-asserted-by":"publisher","DOI":"10.1109\/CloudNet47604.2019.9064110"},{"key":"ref146","doi-asserted-by":"publisher","DOI":"10.1109\/TSC.2020.3032724"},{"key":"ref147","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2983068"},{"key":"ref148","doi-asserted-by":"publisher","DOI":"10.1007\/s11280-021-00939-7"},{"key":"ref149","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155373"},{"key":"ref150","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2964258"},{"key":"ref151","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2878435"},{"key":"ref152","doi-asserted-by":"publisher","DOI":"10.1109\/VTCSpring.2019.8746321"},{"key":"ref153","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2016.7472332"},{"key":"ref154","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.1900393"},{"key":"ref155","doi-asserted-by":"publisher","DOI":"10.1109\/ICWS53863.2021.00050"},{"key":"ref156","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2021.12.020"},{"key":"ref157","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"ref158","article-title":"Neural network quantization with AI model efficiency toolkit (AIMET)","author":"Siddegowda","year":"2022","journal-title":"arXiv:2201.08442"},{"key":"ref159","doi-asserted-by":"publisher","DOI":"10.1016\/j.dcan.2021.06.001"},{"key":"ref160","article-title":"The lottery ticket hypothesis: Finding sparse, trainable neural networks","author":"Frankle","year":"2018","journal-title":"arXiv:1803.03635"},{"key":"ref161","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/2078\/1\/012047"},{"key":"ref162","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4842-6546-8"},{"key":"ref163","article-title":"Model evaluation, model selection, and algorithm selection in machine learning","author":"Raschka","year":"2018","journal-title":"arXiv:1811.12808"},{"key":"ref164","doi-asserted-by":"publisher","DOI":"10.1109\/TNSM.2021.3073672"},{"key":"ref165","first-page":"1","article-title":"Data validation for machine learning","volume-title":"Proc. 2nd SysML Conf. MLSys","author":"Breck"},{"key":"ref166","doi-asserted-by":"publisher","DOI":"10.1145\/3318464.3384707"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09852447.pdf?arnumber=9852447","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,2]],"date-time":"2024-03-02T04:37:50Z","timestamp":1709354270000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9852447\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":166,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3197585","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}