Application of Reservoir Computers for Chaos Synchronization and Cracking Chaos-Based Cryptography in Fermionic 2D Thirring and 4D Gursey Models with Spinor Fields

Basit Öğe Kaydı
dc.authorid0000-0002-8337-7852
dc.authorid0000-0001-9118-851X
dc.contributor.authorOniz, Yesim
dc.contributor.authorTosyali, Eren
dc.contributor.authorAydogmus, Fatma
dc.date.accessioned2026-04-04T18:55:54Z
dc.date.available2026-04-04T18:55:54Z
dc.date.issued2025
dc.departmentİstanbul Bilgi Üniversitesi
dc.description.abstractReservoir computers have recently become one of the most widely exploited model-free approaches to chaos synchronization due to their fast convergence speed and simple yet effective learning rules. In this study, reservoir computing has been utilized to emulate the dynamics of chaotic Thirring and Gursey systems. In the supervised learning of the reservoir, one-step ahead states of the dynamical systems have been employed as the teaching signals. After the training phase, the reservoir was first run autonomously and then weakly driven by chaotic systems. It has been shown that the trained reservoir computers can exhibit the same characteristics as the attractors of the learned chaotic systems, which enable their use in synchronization tasks of chaotic systems with possible application in cracking chaos-based cryptography. To investigate the effect of noise on the performance of reservoir computers, noise signals with different colors and amplitudes have been included in the transmitted signals. The obtained results indicate that the proposed scheme can provide lower error metrics for both models.
dc.identifier.doi10.1142/S0219477525500117
dc.identifier.doi10.1142/S0219477525500117
dc.identifier.issn0219-4775
dc.identifier.issn1793-6780
dc.identifier.issue2
dc.identifier.scopus2-s2.0-105001091995
dc.identifier.scopusqualityQ1
dc.identifier.urihttps://doi.org/10.1142/S0219477525500117
dc.identifier.urihttps://hdl.handle.net/11411/10615
dc.identifier.volume24
dc.identifier.wosWOS:001345960400001
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherWorld Scientific Publ Co Pte Ltd
dc.relation.ispartofFluctuation and Noise Letters
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260402
dc.snmzKA_Scopus_20260402
dc.subjectChaos Synchronization
dc.subjectFermonic Model
dc.subjectReservoir Computing
dc.subjectCryptography
dc.titleApplication of Reservoir Computers for Chaos Synchronization and Cracking Chaos-Based Cryptography in Fermionic 2D Thirring and 4D Gursey Models with Spinor Fields
dc.typeArticle

Dosyalar

Koleksiyon

Web of Science Indexed Publications
Scopus Indexed Publications