{"id":1891,"date":"2021-01-16T20:33:13","date_gmt":"2021-01-16T18:33:13","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=1891"},"modified":"2021-04-22T13:42:16","modified_gmt":"2021-04-22T10:42:16","slug":"%d1%86%d0%b8%d0%ba%d0%bb%d1%96%d1%87%d0%bd%d1%96%d1%81%d1%82%d1%8c-%d0%bf%d0%be%d1%81%d0%bb%d1%96%d0%b4%d0%be%d0%b2%d0%bd%d0%be%d1%81%d1%82%d0%b5%d0%b9-%d0%b3%d0%b5%d0%bd%d0%b5%d1%80%d0%be%d0%b2","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=1891","title":{"rendered":"\u0426\u0438\u043a\u043b\u0456\u0447\u043d\u0456\u0441\u0442\u044c \u043f\u043e\u0441\u043b\u0456\u0434\u043e\u0432\u043d\u043e\u0441\u0442\u0435\u0439, \u0433\u0435\u043d\u0435\u0440\u043e\u0432\u0430\u043d\u0438\u0445 \u043c\u0435\u043c\u0440\u0438\u0441\u0442\u043e\u0440\u043d\u043e\u044e \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u043e\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u044e"},"content":{"rendered":"<p style=\"text-align: center;\">\u0426\u0418\u041a\u041b\u0406\u0427\u041d\u0406\u0421\u0422\u042c \u041f\u041e\u0421\u041b\u0406\u0414\u041e\u0412\u041d\u041e\u0421\u0422\u0415\u0419, \u0413\u0415\u041d\u0415\u0420\u041e\u0412\u0410\u041d\u0418\u0425 \u041c\u0415\u041c\u0420\u0418\u0421\u0422\u041e\u0420\u041d\u041e\u042e \u0425\u0410\u041e\u0422\u0418\u0427\u041d\u041e\u042e \u0421\u0418\u0421\u0422\u0415\u041c\u041e\u042e<\/p>\n<p style=\"text-align: center;\">CYCLICITY OF TIME SERIES GENERATED BY MEMRISTOR BASED CHAOTIC CIRCUIT<\/p>\n<p><a href=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/22-9.pdf\"><img src=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/pdf.png\" \/><\/a> <strong>\u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438: 110-115. \u041d\u043e\u043c\u0435\u0440: \u21166, 2019 (279)<\/strong><br \/>\n<strong>\u0410\u0432\u0442\u043e\u0440\u0438: <\/strong><br \/>\n\u041e.\u0412. \u041a\u0420\u0423\u041b\u0406\u041a\u041e\u0412\u0421\u042c\u041a\u0418\u0419, \u0421.\u0414. \u0413\u0410\u041b\u042e\u041a<br \/>\n\u0427\u0435\u0440\u043d\u0456\u0432\u0435\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0456\u043c\u0435\u043d\u0456 \u042e\u0440\u0456\u044f \u0424\u0435\u0434\u044c\u043a\u043e\u0432\u0438\u0447\u0430<br \/>\nO.V. KRULIKOVSKYI, S.D. HALIUK<br \/>\nYuriy Fedkovych Chernivtsi National University<br \/>\n<strong>DOI:<\/strong> <a href=\"https:\/\/www.doi.org\/10.31891\/2307-5732-2019-279-6-110-115\">https:\/\/www.doi.org\/10.31891\/2307-5732-2019-279-6-110-115<\/a><br \/>\n<strong>\u0420\u0435\u0446\u0435\u043d\u0437\u0456\u044f\/Peer review :<\/strong> 24.12.2019 \u0440.<br \/>\n<strong>\u041d\u0430\u0434\u0440\u0443\u043a\u043e\u0432\u0430\u043d\u0430\/Printed :<\/strong> 13.01.2020 \u0440.<\/p>\n<p style=\"text-align: center;\"><strong>\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n<p>\u0412 \u0440\u043e\u0431\u043e\u0442\u0456 \u043d\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u043d\u043e\u0457 \u043c\u043e\u0434\u0435\u043b\u0456 \u043c\u0435\u043c\u0440\u0438\u0441\u0442\u043e\u0440\u043d\u043e\u0433\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u043e\u0440\u0430 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u0438\u0445 \u043a\u043e\u043b\u0438\u0432\u0430\u043d\u044c \u0432\u0438\u0432\u0447\u0430\u0454\u0442\u044c\u0441\u044f \u0434\u043e\u0446\u0456\u043b\u044c\u043d\u0456\u0441\u0442\u044c \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u043d\u043d\u044f \u043c\u0435\u0442\u043e\u0434\u0456\u0432 \u0447\u0438\u0441\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u0434\u0438\u0444\u0435\u0440\u0435\u043d\u0446\u0456\u0439\u043d\u0438\u0445 \u0440\u0456\u0432\u043d\u044f\u043d\u044c \u0432\u0438\u0441\u043e\u043a\u043e\u0457 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0456 \u0432 \u043a\u0440\u0438\u043f\u0442\u043e\u0433\u0440\u0430\u0444\u0456\u0447\u043d\u0438\u0445 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430\u0445. \u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 Simulink-\u043c\u043e\u0434\u0435\u043b\u0456 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u043e\u0457 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0456 \u0430\u0440\u0438\u0444\u043c\u0435\u0442\u0438\u043a\u0443 \u0437 \u0444\u0456\u043a\u0441\u043e\u0432\u0430\u043d\u043e\u044e \u043a\u043e\u043c\u043e\u044e \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043e \u043f\u0435\u0440\u0456\u043e\u0434\u0438\u0447\u043d\u0456\u0441\u0442\u044c \u0440\u0435\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0439 \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u0438\u0445 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u043c\u0435\u0442\u043e\u0434\u0456\u0432 \u0415\u0439\u043b\u0435\u0440\u0430 \u0442\u0430 \u0420\u0443\u043d\u0433\u0435-\u041a\u0443\u0442\u0442\u0438 \u0447\u0435\u0442\u0432\u0435\u0440\u0442\u043e\u0433\u043e \u043f\u043e\u0440\u044f\u0434\u043a\u0443. \u041f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u0449\u043e \u0437 \u0432\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u044f\u043c \u0447\u0430\u0441\u043e\u0432\u043e\u0457 \u0441\u043a\u043b\u0430\u0434\u043d\u043e\u0441\u0442\u0456 \u0432\u0438\u043a\u043e\u043d\u0430\u043d\u043d\u044f \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439 \u043f\u0440\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0456\u0439 \u0456 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u043e-\u0430\u043f\u0430\u0440\u0430\u0442\u043d\u0456\u0439 \u0440\u0435\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u043d\u0435\u043f\u0435\u0440\u0435\u0440\u0432\u043d\u0438\u0445 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0434\u043e\u0446\u0456\u043b\u044c\u043d\u043e \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u043c\u0435\u0442\u043e\u0434\u043e\u043c \u0415\u0439\u043b\u0435\u0440\u0430.<br \/>\n\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u0441\u043b\u043e\u0432\u0430: \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u043c\u0435\u043c\u0440\u0438\u0441\u0442\u043e\u0440\u043d\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430, \u043f\u0435\u0440\u0456\u043e\u0434\u0438\u0447\u043d\u0456\u0441\u0442\u044c, \u043c\u0435\u0442\u043e\u0434 \u0415\u0439\u043b\u0435\u0440\u0430, \u043c\u0435\u0442\u043e\u0434 \u0420\u0443\u043d\u0433\u0435-\u041a\u0443\u0442\u0442\u0438, \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u0430 \u043a\u0440\u0438\u043f\u0442\u043e\u0433\u0440\u0430\u0444\u0456\u044f.<\/p>\n<p style=\"text-align: center;\"><strong>\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n<p>In the paper the solutions periodicity of the mathematical model of the memristor chaotic oscillator and expediency of application different methods of high precision numerical solution of differential equations in cryptographic algorithms is studied. Based on Lyapunov exponent theory the dynamic of chaotic system and its dependencies from system parameters is explored. There are several ranges of system parameters where the largest Lyapunov exponent is greater zero and memeristor system has chaotic modes. The transition from continuous system to discretized model is discussed. Using probability density and atractors it is shown saving of properties of chaotic regimes for different methods of numerical modelling. The periodicity of timeseries obtained by Euler and Runge-Kutta methods is studied by Simulink-model of chaotic systems and fixed-point arithmetic. For timeseries of discrete chaotic system the average period is computed. When timestep is equal \u00a0and fixed-point arithmetic Q8.16 average period is about \u00a0iterations. If discrete-time series save the original chaotic modes of continuous system, then average period do not depend from timestep of discrete model and computation complexity. It is shown that taking into consideration the complexity of computation for hardware implementation of continuous chaotic systems is advisable to use the Euler method. If timestep close to precision of computation, after several tens iterations collapse of chaos of discrete-time systems is appear with a one-step length period.<br \/>\n<strong>Keywords:<\/strong> chaotic system, memristor system, periodicity, Euler method, Runge-Kutta method, cryptography.<\/p>\n<p style=\"text-align: center;\"><strong>References<\/strong><\/p>\n<ol>\n<li>Pecora L. M. Synchronization in chaotic systems \/ L. M. Pecora, T.L. Carroll \/\/ Phys. Rev. Lett. \u2013 1990. \u2013 Vol. 64. \u2116 8. \u2013 P. 821\u2013824.<\/li>\n<li>Pticyn N. Prilozhenie teorii determinirovannogo haosa v kriptografii \/ N. Pticyn. \u2013 Moskva : MGTU im. N. E. Baumana, 2002. \u2013 80 s.<\/li>\n<li>Kocarev L. Chaos-Based Cryptography Theory, Algorithms and Applications \/ Ljupco Kocarev, S. Lian. \u2013 Berlin : Springer-Verlag Berlin Heidelberg, 2011. \u2013 397 p.<\/li>\n<li>Haliuk S.D. Porivnialnyi analiz dvomirnykh vidobrazhen dlia perestanovok pikseliv \/ S.D. Haliuk, O.V. Krulikovskyi, L.F. Politanskyi \/\/ Visnyk Khmelnytskoho natsionalnoho universytetu. Tekhnichni nauky. \u2013 2017. \u2013 \u2116 1(245). \u2013 C. 214\u2013220.<\/li>\n<li>Krulikovskyi O.V. PRNG based on modified tratas chaotic system \/ O.V. Krulikovskyi, S.D. Haliuk, L.F. Politanskyi \/\/ Cuchasnyi zakhyst informatsii. \u2013 2016. \u2013 \u2116 2. \u2013 C. 69\u201377.<\/li>\n<li>Keuninckx L. Encryption key distribution via chaos synchronization \/ Keuninckx Lars, Soriano Miguel C., Fischer Ingo, Mirasso Claudio R., Nguimdo Romain M., Van der Sande Guy \/\/ Scientific Reports. \u2013 2017. \u2013 Vol. 7.<\/li>\n<li>Shahtarin B.I. Generatory haoticheskih kolebanij \/ B.I. Shahtarin, P.I. Kobylkina, Yu.A. Sidorkina, A.V. Kondratev, S.V. Mitin. \u2013 Moskva : Galileos ARV, 2007. \u2013 247 s.<\/li>\n<li>Bernard H. Probability Distributions Related to Random Mappings \/ Bernard Harris \/\/ Ann. Math. Statist. \u2013 1960. \u2013 Volume 31, Number 4. \u2013 R. 1045\u20131062.<\/li>\n<li>Yuan G. Collapsing of chaos in one dimensional maps \/ G. Yuan, J. A. Yorke \/\/ Physica D: Nonlinear Phenomena. \u2013 2000. \u2013 \u2116 136. \u2013 R. 18\u201330.<\/li>\n<li>Mansingka A.S. Fully digital jerk-based chaotic oscillators for high throughput pseudo-random number generators up to 8.77 Gbits\/s \/ A.S. Mansingka, M. Affan Zidan, M.L. Barakat, A.G. Radwan, K.N. Salama \/\/ Microelectron. \u20132013. \u2013 Vol. 44, Issue 9. \u2013 R. 744\u2013752.<\/li>\n<li>Lahcene Merah A Pseudo Random Number Generator Based on the Chaotic System of Chua\u2019s Circuit, and its Real Time FPGA Implementation \/ Lahcene Merah, Adda Ali-Pacha, Naima Hadj Said, Mustafa Mamat \/\/ Applied Mathematical Scien. \u2013 2013. \u2013 Vol. 7, no. 55. \u2013 R. 2719\u20132734.<\/li>\n<li>Corinto F. Memristor-based chaotic circuit for pseudo-random sequence generators \/ Fernando Corinto, Oleh V. Krulikovskyi, Serhii D. Haliuk \/\/ 18th Mediterranean Electrotechnical Conference MELECON 2016, Limassol, Cyprus, 18\u201320 April 2016, IEEE.<\/li>\n<li>Muthuswamy B. Simplest chaotic circuit \/ Bharathwaj Muthuswamy, Leon O. Chua \/\/ Int. J. of Bif. and Chaos. \u2013 2010. \u2013 Vol. 20, \u2116 5. \u2013 R. 1567\u20131580.<\/li>\n<li>Chua L.O. Memristive devices and systems \/ L.O. Chua, S.M. Kang \/\/ Proc. IEEE. \u2013 1976. \u2013 \u2116 64. \u2013 R. 209\u2013223.<\/li>\n<li>Chua L.O. Memristor \u2013 The missing circuit element \/ Chua L.O. \/\/ IEEE Trans. Circuit Th. \u2013 1971. \u2013 CT\u201318. \u2013 R. 507\u2013519.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u0426\u0418\u041a\u041b\u0406\u0427\u041d\u0406\u0421\u0422\u042c \u041f\u041e\u0421\u041b\u0406\u0414\u041e\u0412\u041d\u041e\u0421\u0422\u0415\u0419, \u0413\u0415\u041d\u0415\u0420\u041e\u0412\u0410\u041d\u0418\u0425 \u041c\u0415\u041c\u0420\u0418\u0421\u0422\u041e\u0420\u041d\u041e\u042e \u0425\u0410\u041e\u0422\u0418\u0427\u041d\u041e\u042e \u0421\u0418\u0421\u0422\u0415\u041c\u041e\u042e CYCLICITY OF TIME SERIES GENERATED BY MEMRISTOR BASED CHAOTIC CIRCUIT \u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438: 110-115. \u041d\u043e\u043c\u0435\u0440: \u21166, 2019 (279) \u0410\u0432\u0442\u043e\u0440\u0438: \u041e.\u0412. \u041a\u0420\u0423\u041b\u0406\u041a\u041e\u0412\u0421\u042c\u041a\u0418\u0419, \u0421.\u0414. \u0413\u0410\u041b\u042e\u041a \u0427\u0435\u0440\u043d\u0456\u0432\u0435\u0446\u044c\u043a\u0438\u0439 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0456\u043c\u0435\u043d\u0456 \u042e\u0440\u0456\u044f \u0424\u0435\u0434\u044c\u043a\u043e\u0432\u0438\u0447\u0430 O.V. KRULIKOVSKYI, S.D. HALIUK Yuriy Fedkovych Chernivtsi National University DOI: https:\/\/www.doi.org\/10.31891\/2307-5732-2019-279-6-110-115 \u0420\u0435\u0446\u0435\u043d\u0437\u0456\u044f\/Peer review : 24.12.2019 \u0440. \u041d\u0430\u0434\u0440\u0443\u043a\u043e\u0432\u0430\u043d\u0430\/Printed : 13.01.2020 \u0440. \u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/1891"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1891"}],"version-history":[{"count":3,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/1891\/revisions"}],"predecessor-version":[{"id":6018,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/1891\/revisions\/6018"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1891"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1891"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1891"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}