{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:24:33Z","timestamp":1773246273081,"version":"3.50.1"},"reference-count":30,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,11,1]],"date-time":"2019-11-01T00:00:00Z","timestamp":1572566400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,11,1]],"date-time":"2019-11-01T00:00:00Z","timestamp":1572566400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,11,1]],"date-time":"2019-11-01T00:00:00Z","timestamp":1572566400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,11]]},"DOI":"10.1109\/dyspan.2019.8935684","type":"proceedings-article","created":{"date-parts":[[2019,12,20]],"date-time":"2019-12-20T00:56:41Z","timestamp":1576803401000},"page":"1-10","source":"Crossref","is-referenced-by-count":93,"title":["Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments"],"prefix":"10.1109","author":[{"given":"Yi","family":"Shi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kemal","family":"Davaslioglu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yalin E.","family":"Sagduyu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"William C.","family":"Headley","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"Fowler","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gilbert","family":"Green","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1080\/00401706.1999.10485670"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1049\/iet-com:20050176"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/SARNOF.2005.1426550"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2010.102910.100022"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2320099"},{"key":"ref14","article-title":"Machine learning for wireless networks with artificial intelligence: A tutorial on neural networks","author":"chen","year":"2017","journal-title":"arXiv preprint arXiv 1710 02913"},{"key":"ref15","article-title":"Deep sensing: Cooperative spectrum sensing based on convolutional neural networks","author":"lee","year":"2017","journal-title":"arXiv preprint arXiv 1705 08164"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2018.8422223"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2018.2884910"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2017.2757490"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/MILCOM.2018.8599832"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/WOCC.2017.7929000"},{"key":"ref27","article-title":"An empirical investigation of catastrophic forgetting in gradient-based neural networks","author":"goodfellow","year":"2015","journal-title":"arXiv 1312 6211"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/ICCS.2016.7833571"},{"key":"ref6","first-page":"243","article-title":"Semi-supervised learning with generative adversarial networks on digital signal modulation classification","author":"tu","year":"2018","journal-title":"Comput Mater Continua"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1002\/wics.61"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.phycom.2017.09.004"},{"key":"ref8","author":"ring","year":"1994","journal-title":"Continual Learning in Reinforcement Environments"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2018.2797022"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICTC.2016.7763537"},{"key":"ref9","first-page":"757","article-title":"A new learning algorithm for blind signal separation","author":"amari","year":"1996","journal-title":"Advances in neural information processing systems"},{"key":"ref1","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-319-44188-7_16","article-title":"Convolutional radio modulation recognition networks","author":"o\u2019shea","year":"2016","journal-title":"Proc Int Conf Eng Applications Neural Networks"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ICCW.2018.8403655"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/DySPAN.2018.8610499"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/SAHCN.2019.8824956"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.23915\/distill.00003"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3324921.3329695"},{"key":"ref26","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"CoRR abs\/1412 6980"},{"key":"ref25","article-title":"Tensorflow: A system for large-scale machine learning","author":"abadi","year":"2016","journal-title":"12th USENIX Symp Operating Systems Design and Implementation (OSDI 16)"}],"event":{"name":"2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)","location":"Newark, NJ, USA","start":{"date-parts":[[2019,11,11]]},"end":{"date-parts":[[2019,11,14]]}},"container-title":["2019 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8932652\/8935636\/08935684.pdf?arnumber=8935684","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,19]],"date-time":"2022-07-19T20:18:29Z","timestamp":1658261909000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8935684\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11]]},"references-count":30,"URL":"https:\/\/doi.org\/10.1109\/dyspan.2019.8935684","relation":{},"subject":[],"published":{"date-parts":[[2019,11]]}}}