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区间二型模糊大脑情感学习超混沌同步控制在安全通信中的应用OA

Hyperchaos synchronization control of interval type-2 fuzzy brain emotional learning and its application in secure communication

中文摘要英文摘要

针对现有混沌系统在实际应用中性能不足的问题,提出一种结合区间二型模糊大脑情感学习控制器(interval type-2 fuzzy brain emotional learning controller,IT2FBELC)与鲁棒控制器实现超混沌系统同步控制的方法.该方法通过IT2FBELC逼近超混沌系统中的未知项,利用梯度下降法对IT2FBELC的权重及参数进行在线更新,实现超混沌主系统对从系统的同步追踪.同时,鲁棒控制器用于处理系统的残余误差,使控制器的输出值尽可能逼近理想控制值,进一步提高超混沌系统的同步精度.仿真结果表明,该方案能实现超混沌系统的高度同步,与RBF神经网络、BP神经网络和BEL模型相比,拥有较好的跟踪性能和计算效率.此外,研究进行了语音安全传输与图像安全传输的仿真实验,结果表明该方法在保密通信邻域应用的有效性与适应性,为混沌保密通信的实际应用提供进一步的理论支持.

To address the limited performance of existing chaotic systems in practical applications,this paper proposes a hyperchaotic system synchronization control method combining an interval type-2 fuzzy brain emotional learning controller(IT2FBELC)with a robust controller.The IT2FBELC approximates the unknown components of the hyperchaotic system,with its weights and parameters updated online via gradient descent to achieve synchronous tracking between the master and slave systems.The robust controller compensates for residual errors,driving the control output closer to the ideal value and further improving synchronization accuracy.Simulation results demonstrate that the proposed approach achieves high synchronization of hyperchaotic systems with superior tracking performance and computational efficiency compared to RBF neural networks,BP neural networks and conventional brain emotional learning models.Additionally,simulations for secure voice and image transmission confirm the method's effectiveness and adaptability in confidential communication,providing theoretical support for practical applications of chaotic secure communication.

孙园;欧阳苏建;曾惠权;王绮楠;高佳倩

厦门理工学院电气工程与自动化学院,福建 厦门 361024厦门理工学院厦门市高端电力装备及智能控制重点实验室,福建 厦门 361024厦门理工学院电气工程与自动化学院,福建 厦门 361024厦门理工学院厦门市高端电力装备及智能控制重点实验室,福建 厦门 361024厦门理工学院电气工程与自动化学院,福建 厦门 361024

信息技术与安全科学

混沌控制模糊神经网络区间二型模糊大脑情感学习混沌保密通信

chaos controlfuzzy neural networkinterval type-2 fuzzy brain affective learningchaotic secure communication

《重庆大学学报》 2026 (2)

55-68,14

厦门市自然科学基金(3502Z20227215)厦门市海洋与渔业发展专项资金青年科技创新项目(23ZHZB043QCB37)厦门理工学院高层次人才科研启动项目(YKJ22060R). Supported by Xiamen Natural Science Foundation(3502Z20227215),Xiamen Ocean and Fisheries Development Special Fund Youth Science and Technology Innovation Project(23ZHZB043QCB37),and Xiamen University of Technology High-level Talents Research Initiation Project(YKJ22060R).

10.11835/j.issn.1000-582X.2026.02.005

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