{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T19:00:44Z","timestamp":1764788444462,"version":"3.46.0"},"reference-count":105,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["2139034","2131156"],"award-info":[{"award-number":["2139034","2131156"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/access.2025.3635665","type":"journal-article","created":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T18:44:20Z","timestamp":1763750660000},"page":"199971-200000","source":"Crossref","is-referenced-by-count":0,"title":["AI in Chaos: Adaptive and Secure Communication Via Deep Reinforcement Learning and Moving Target Defense"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5072-2955","authenticated-orcid":false,"given":"Zhangying","family":"He","sequence":"first","affiliation":[{"name":"Department of Computer Engineering and Computer Science, California State University, Long Beach, CA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6423-0145","authenticated-orcid":false,"given":"Hossein","family":"Sayadi","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering and Computer Science, California State University, Long Beach, CA, USA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3358827"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2016.2579198"},{"key":"ref3","first-page":"1","article-title":"Security breaches in healthcare in 2023","author":"Alder","year":"2025","journal-title":"HIPPA J."},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/s40745-021-00364-7"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-96964-6_6"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.11591\/ijece.v11i1.pp863-871"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-20537-9"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-96057-5_7"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-019-08517-w"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1140\/epjs\/s11734-021-00132-x"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.4316\/aece.2021.02005"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.16984\/saufenbilder.727449"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.mejo.2021.105119"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.vlsi.2021.07.002"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1088\/1674-1056\/17\/10\/011"},{"issue":"4","key":"ref16","first-page":"467","article-title":"An FPGA real-time implementation of the Chen\u2019s chaotic system for securing chaotic communications","volume":"7","author":"Sadoudi","year":"2009","journal-title":"Int. J. Nonlinear Sci."},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/LPT.2012.2225101"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2012.2210557"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1201\/9780203734636-38"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1080\/00029890.1975.11994008"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/0375-9601(76)90101-8"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1111\/j.1749-6632.1979.tb29482.x"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1103\/PhysRevA.30.1155"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICA-ACCA.2018.8609730"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2023.101037"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.iot.2019.100129"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-018-4159-4"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-017-0494-4"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1049\/iet-cds.2019.0356"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-012-0626-5"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-012-0329-y"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-016-3049-x"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/S0375-9601(02)01776-0"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1007\/s11235-024-01251-1"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-024-18959-6"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3367232"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2024.3396357"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.23919\/DATE64628.2025.10993200"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-016-3099-0"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2998395"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/S0960-0779(02)00585-4"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.cnsns.2013.07.029"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0158348"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/MOCAST.2018.8376632"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/s00034-018-0905-6"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2019.2907709"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s00034-020-01521-8"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.jfranklin.2021.01.013"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2024.3371091"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2022.3173338"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1007\/s10207-022-00609-3"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2022.3206747"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/s40998-021-00433-w"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1007\/s11554-022-01244-w"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2017.06.011"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2022.112688"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/OJCOMS.2020.3028554"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3331320"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3057586"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3288678"},{"key":"ref61","article-title":"Deep learning and chaos: A combined approach to image encryption and decryption","author":"Nair","year":"2024","journal-title":"arXiv:2406.16792"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1007\/s40747-021-00467-x"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.109615"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/ElConRus51938.2021.9396395"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/TIE.2024.3497320"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-020-06113-4"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1007\/s11071-014-1272-x"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-48133-3"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1109\/SECUREWARE.2007.4385313"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-20692-1"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-024-45187-1"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-021-25801-2"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2022.3141399"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2022.3173516"},{"key":"ref75","volume-title":"Neural Networks and Deep Learning","volume":"25","author":"Nielsen","year":"2015"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1109\/TASSP.1978.1163055"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1162\/089976600300015015"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-71436-8_12"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1145\/3649329.3658252"},{"key":"ref81","first-page":"1928","article-title":"Asynchronous methods for deep reinforcement learning","volume-title":"Proc. 33rd Int. Conf. Int. Conf. Mach. Learn.","author":"Mnih"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1002\/spy2.70016"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1007\/s11235-017-0345-9"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1016\/j.compeleceng.2018.02.030"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1109\/bigdata52589.2021.9671388"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1142\/S0218127497000224"},{"key":"ref87","first-page":"110","article-title":"A CMOS analog chaotic oscillator for signal encryption","volume-title":"Proc. 19th Eur. Solid-State Circuits Conf. (ESSCIRC)","volume":"1","author":"Delgado-Restituto"},{"key":"ref88","first-page":"170","article-title":"A modulator\/demodulator CMOS IC for chaotic encryption of audio","volume-title":"Proc. 21st Eur. Solid-State Circuits Conf. (ESSCIRC)","author":"Delgado-Restituto"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/82.246163"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.36871\/ek.up.p.r.2024.12.08.009"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.3233\/IDA-2007-11508"},{"volume-title":"TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems","year":"2015","author":"Abadi","key":"ref92"},{"volume-title":"Keras","year":"2015","author":"Chollet","key":"ref93"},{"key":"ref94","article-title":"OpenAI gym","author":"Brockman","year":"2016","journal-title":"arXiv:1606.01540"},{"key":"ref95","article-title":"Generative adversarial imitation learning","author":"Ho","year":"2016","journal-title":"arXiv:1606.03476"},{"key":"ref96","article-title":"COG: Connecting new skills to past experience with offline reinforcement learning","author":"Singh","year":"2020","journal-title":"arXiv:2010.14500"},{"key":"ref97","first-page":"25611","article-title":"How to leverage unlabeled data in offline reinforcement learning","volume-title":"Proc. 39th Int. Conf. Mach. Learn.","author":"Yu"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2019.2963791"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3011919"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2000345"},{"article-title":"Survey of cyber moving targets","year":"1166","author":"Okhravi","key":"ref101"},{"key":"ref102","first-page":"5","article-title":"Effective entropy: Security-centric metric for memory randomization techniques","volume-title":"Proc. 7th Workshop Cyber Secur. Experimentation Test (CSET)","author":"Herlands"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1016\/j.phycom.2022.101791"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.1007\/s10723-015-9359-2"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1145\/3005745.3005750"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/6287639\/10820123\/11263777-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10820123\/11263777.pdf?arnumber=11263777","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T18:43:34Z","timestamp":1764787414000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11263777\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":105,"URL":"https:\/\/doi.org\/10.1109\/access.2025.3635665","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2025]]}}}