{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,9]],"date-time":"2026-04-09T14:28:20Z","timestamp":1775744900758,"version":"3.50.1"},"reference-count":56,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"19","license":[{"start":{"date-parts":[[2023,10,1]],"date-time":"2023-10-01T00:00:00Z","timestamp":1696118400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Postgraduate Research and Practice Innovation Program of Jiangsu Province","award":["KYCX21-0736"],"award-info":[{"award-number":["KYCX21-0736"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2023,10,1]]},"DOI":"10.1109\/jiot.2023.3272628","type":"journal-article","created":{"date-parts":[[2023,5,3]],"date-time":"2023-05-03T18:51:56Z","timestamp":1683139916000},"page":"17293-17306","source":"Crossref","is-referenced-by-count":61,"title":["Supervised Contrastive Learning for RFF Identification With Limited Samples"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1782-2492","authenticated-orcid":false,"given":"Yang","family":"Peng","sequence":"first","affiliation":[{"name":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6421-3481","authenticated-orcid":false,"given":"Changbo","family":"Hou","sequence":"additional","affiliation":[{"name":"College of Information and Communication Engineering, Harbin Engineering University, Harbin, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6988-7592","authenticated-orcid":false,"given":"Yibin","family":"Zhang","sequence":"additional","affiliation":[{"name":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4002-1282","authenticated-orcid":false,"given":"Yun","family":"Lin","sequence":"additional","affiliation":[{"name":"College of Information and Communication Engineering, Harbin Engineering University, Harbin, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3888-2881","authenticated-orcid":false,"given":"Guan","family":"Gui","sequence":"additional","affiliation":[{"name":"College of Telecommunications and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3168-8883","authenticated-orcid":false,"given":"Haris","family":"Gacanin","sequence":"additional","affiliation":[{"name":"Institute for Communication Technologies and Embedded Systems, RWTH Aachen University, Aachen, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7052-0007","authenticated-orcid":false,"given":"Shiwen","family":"Mao","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Auburn University, Auburn, AL, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5416-0718","authenticated-orcid":false,"given":"Fumiyuki","family":"Adachi","sequence":"additional","affiliation":[{"name":"International Research Institute of Disaster Science, Tohoku University, Sendai, Japan"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2400426"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3003692"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.cja.2021.08.016"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2520908"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2011.2160170"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/SARNOF.2008.4520119"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TCOM.1981.1094911"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/PIERS55526.2022.9792936"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737463"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3154595"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2015.7178838"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2021.3101908"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2904657"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3026608"},{"key":"ref18","first-page":"502","article-title":"Frequency division duplex massive multiple-input multiple-output downlink channel state information acquisition techniques based on deep learning","volume":"37","author":"gui","year":"2022","journal-title":"J Data Acquisition Process"},{"key":"ref51","article-title":"How to train your MAML","author":"antoniou","year":"2018","journal-title":"arXiv 1810 09502"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2021.3110775"},{"key":"ref46","first-page":"1597","article-title":"A simple framework for contrastive learning of visual representations","author":"chen","year":"2020","journal-title":"Proc Int Conf Mach Learn (ICML)"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-48881-3_56"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CCISP52774.2021.9639257"},{"key":"ref47","article-title":"Representation learning with contrastive predictive coding","author":"van den oord","year":"2018","journal-title":"arXiv 1807 03748"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2021.3135932"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2020.3024610"},{"key":"ref44","article-title":"The performance analysis of time series data augmentation technology for small sample communication device recognition","author":"cai","year":"2022","journal-title":"IEEE Trans Rel"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2960775"},{"key":"ref49","first-page":"1","article-title":"RF transmitter identification using combined siamese networks","volume":"71","author":"sun","year":"2021","journal-title":"IEEE Trans Instrum Meas"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2021.3068010"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/ICKII50300.2020.9318879"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3088542"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2951818"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2020.3042188"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2022.3148857"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2016.2570740"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2950670"},{"key":"ref35","first-page":"900","article-title":"Radio frequency fingerprinting based on the constellation errors","author":"huang","year":"2012","journal-title":"Proc 18th Asia–Pacific Conf Commun (APCC)"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3194967"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2017.03.092"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2838071"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2018.2871465"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3240242"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2021.3087250"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ICMLA.2019.00023"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3114540"},{"key":"ref1","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1109\/JIOT.2019.2948888","article-title":"A comprehensive survey on Internet of Things (IoT) toward 5G wireless systems","volume":"7","author":"chettri","year":"2020","journal-title":"IEEE Internet of Things Journal"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2022.3152404"},{"key":"ref38","first-page":"199","article-title":"Physical-layer identification of RFID devices","author":"danev","year":"2009","journal-title":"Proc 18th USENIX Security Symp"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3016125"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3052222"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2022.3169740"},{"key":"ref25","first-page":"697","article-title":"A comprehensive survey of deep learning-based automatic modulation recognition methods","volume":"48","author":"zhang","year":"2022","journal-title":"Radio Commun Technol"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2021.3064032"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2023.3248224"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2949122"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/WiMOB.2019.8923325"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2018.2796446"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2911347"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6488907\/10261331\/10114678.pdf?arnumber=10114678","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,10,9]],"date-time":"2023-10-09T19:24:02Z","timestamp":1696879442000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10114678\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,1]]},"references-count":56,"journal-issue":{"issue":"19"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2023.3272628","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,1]]}}}