{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T15:00:57Z","timestamp":1777734057483,"version":"3.51.4"},"reference-count":103,"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\/100010661","name":"Horizon 2020 Framework Programme","doi-asserted-by":"publisher","award":["EU871518"],"award-info":[{"award-number":["EU871518"]}],"id":[{"id":"10.13039\/100010661","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3219871","type":"journal-article","created":{"date-parts":[[2022,11,4]],"date-time":"2022-11-04T21:24:11Z","timestamp":1667597051000},"page":"119841-119862","source":"Crossref","is-referenced-by-count":25,"title":["XR-RF Imaging Enabled by Software-Defined Metasurfaces and Machine Learning: Foundational Vision, Technologies and Challenges"],"prefix":"10.1109","volume":"10","author":[{"given":"Christos","family":"Liaskos","sequence":"first","affiliation":[{"name":"Computer Science and Engineering Department, University of Ioannina, Ioannina, Greece"}]},{"given":"Ageliki","family":"Tsioliaridou","sequence":"additional","affiliation":[{"name":"Institute of Electronic Structure and Laser, Foundation for Research and Technology Hellas (FORTH), Heraklion, GR, Greece"}]},{"given":"Konstantinos","family":"Georgopoulos","sequence":"additional","affiliation":[{"name":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Crete, Greece"}]},{"given":"Ioannis","family":"Morianos","sequence":"additional","affiliation":[{"name":"School of Electrical and Computer Engineering, Technical University of Crete, Chania, Crete, Greece"}]},{"given":"Sotiris","family":"Ioannidis","sequence":"additional","affiliation":[{"name":"Institute of Electronic Structure and Laser, Foundation for Research and Technology Hellas (FORTH), Heraklion, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2810-2781","authenticated-orcid":false,"given":"Iosif","family":"Salem","sequence":"additional","affiliation":[{"name":"Electrical Engineering and Computer Science, Technical University of Berlin, Berlin, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9778-2536","authenticated-orcid":false,"given":"Dionyssios","family":"Manessis","sequence":"additional","affiliation":[{"name":"Fraunhofer Institute for Reliability and Microintegration (IZM), Berlin, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7798-1711","authenticated-orcid":false,"given":"Stefan","family":"Schmid","sequence":"additional","affiliation":[{"name":"Electrical Engineering and Computer Science, Technical University of Berlin, Berlin, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4345-6246","authenticated-orcid":false,"given":"Dimitrios","family":"Tyrovolas","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8967-1203","authenticated-orcid":false,"given":"Sotiris A.","family":"Tegos","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"given":"Prodromos-Vasileios","family":"Mekikis","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7795-8311","authenticated-orcid":false,"given":"Panagiotis D.","family":"Diamantoulakis","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5523-1621","authenticated-orcid":false,"given":"Alexandros","family":"Pitilakis","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0959-7838","authenticated-orcid":false,"given":"Nikolaos V.","family":"Kantartzis","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8810-0345","authenticated-orcid":false,"given":"George K.","family":"Karagiannidis","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki, Thessaloniki, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4652-5470","authenticated-orcid":false,"given":"Anna C.","family":"Tasolamprou","sequence":"additional","affiliation":[{"name":"Institute of Electronic Structure and Laser, Foundation for Research and Technology Hellas (FORTH), Heraklion, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4770-0955","authenticated-orcid":false,"given":"Odysseas","family":"Tsilipakos","sequence":"additional","affiliation":[{"name":"Institute of Electronic Structure and Laser, Foundation for Research and Technology Hellas (FORTH), Heraklion, GR, Greece"}]},{"given":"Maria","family":"Kafesaki","sequence":"additional","affiliation":[{"name":"Institute of Electronic Structure and Laser, Foundation for Research and Technology Hellas (FORTH), Heraklion, GR, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8099-3529","authenticated-orcid":false,"given":"Ian F.","family":"Akyildiz","sequence":"additional","affiliation":[{"name":"Truva Inc., Alpharetta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5072-2851","authenticated-orcid":false,"given":"Andreas","family":"Pitsillides","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Cyprus, Nicosia, Cyprus"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8943-4598","authenticated-orcid":false,"given":"Maria","family":"Pateraki","sequence":"additional","affiliation":[{"name":"ORAMAVR, Geneva, Switzerland"}]},{"given":"Michael","family":"Vakalellis","sequence":"additional","affiliation":[{"name":"Aegis Research Ltd., Braunschweig, Germany"}]},{"given":"Ilias","family":"Spais","sequence":"additional","affiliation":[{"name":"Aegis Research Ltd., Braunschweig, Germany"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1038\/s41377-019-0209-z"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2020.100006"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1002\/smll.202103262"},{"key":"ref32","first-page":"1","article-title":"High sensitive metamaterial sensor for water treatment centres","volume":"230","author":"bak?r","year":"2019","journal-title":"Water Air Soil Pollut"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.addma.2020.101562"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1021\/acsphotonics.8b01595"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1002\/advs.201901913"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1063\/5.0076022"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1201\/9781003043805"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/2491185.2491198"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.106.037403"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.110.177403"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1002\/adom.201800537"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.3024887"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.3390\/mi10080505"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2020.3007055"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2017.2650235"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2994469"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1109\/MCAS.2015.2484098"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s11468-015-0173-2"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/RadarConf2147009.2021.9455187"},{"key":"ref25","article-title":"Intelligent metasurfaces with continuously tunable local surface impedance for multiple reconfigurable functions","volume":"11","author":"liu","year":"2019","journal-title":"Phys Rev A Gen Phys"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/TAP.2020.3016479"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.3390\/cryst11091089"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2021.3061449"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1186\/s13638-019-1438-9"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.011.2001147"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2019.2925658"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2022.3169917"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/TAP.2022.3142272"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.physrep.2016.04.004"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1038\/lsa.2014.99"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1063\/1.4935941"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1145\/3465396"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2019.2920602"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/APMC47863.2020.9331733"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1364\/AO.49.000E38"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1071\/EG998675"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3000424"},{"key":"ref7","article-title":"High-resolution WiFi imaging with reconfigurable intelligent surfaces","author":"he","year":"2021","journal-title":"arXiv 2112 00242"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2018.1700659"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/ISWCS.2018.8491078"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3097895.3097901"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2869350"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/MVT.2018.2811244"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1601089"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1038\/srep23731"},{"key":"ref44","author":"abrash","year":"2012","journal-title":"Latency The sine qua non of AR and VR"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2018.1700268"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1364\/OPTICA.5.001529"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-39266-3"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/TAP.2019.2916576"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/LAWP.2018.2873131"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1021\/acs.nanolett.8b04311"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2019.2961357"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.3390\/s8063903"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevLett.127.043903"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1109\/SAM48682.2020.9104346"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2020.3000807"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1049\/iet-com.2010.0544"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2017.8056966"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485924"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1145\/3152434.3152456"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/SPAWC48557.2020.9154326"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-99722-x"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.1900534"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1126\/science.1230054"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1364\/JOSAA.31.002109"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.52953\/QGKV1321"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1002\/adom.201700541"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3061981"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3196834"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3164846"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2022.3184635"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2021.3089085"},{"key":"ref91","author":"coord","year":"2020","journal-title":"Project visorsurf A hypervisor for metasurface functionalities"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00629"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1109\/ESTC48849.2020.9229660"},{"key":"ref102","article-title":"Multi-functional metasurface architecture for amplitude, polarization and wavefront control","author":"pitilakis","year":"2022","journal-title":"arXiv 2204 03962"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/MAP.2017.2731302"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2018.2847648"},{"key":"ref96","first-page":"1","article-title":"An open platform for simulating the physical layer of 6G communication systems with multiple intelligent surfaces","author":"papadopoulos","year":"2022","journal-title":"Proc IEEE CNSM"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3081452"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.1900107"},{"key":"ref11","year":"2022","journal-title":"List of ISG RIS Members and Participants"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1002\/adom.202000783"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2021.3062615"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1038\/srep06693"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1038\/s41928-018-0190-1"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41928-021-00554-4"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.52953\/PPWI5546"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2977772"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2020.3012577"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1093\/nsr\/nwy135"},{"key":"ref84","first-page":"1","article-title":"Inferring pet from MRI with pix2pix","volume":"9","author":"jung","year":"2018","journal-title":"Proc BeNeLux Conf Artif Intell"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17808-y"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/JSTARS.2021.3061460"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2020.3001125"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.4236\/jcc.2019.73002"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/LPT.2007.893582"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2019.106159"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2018.11.001"},{"key":"ref88","first-page":"776","article-title":"Wireless insite software verification via analysis and comparison of simulation and measurement results","author":"mededjovic","year":"2012","journal-title":"Proc 35th Int Conv (MIPRO)"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09940297.pdf?arnumber=9940297","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,12]],"date-time":"2022-12-12T20:03:09Z","timestamp":1670875389000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9940297\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":103,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3219871","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}