现代信息科技2025，Vol.9Issue(6)：89-92,4.DOI:10.19850/j.cnki.2096-4706.2025.06.017
惯性神经网络的固定/指定时间同步及在医学图像加密中的应用
Fixed/Specified Time Synchronization of Inertial Neural Networks and Application in Medical Image Encryption
摘要
Abstract
In this paper,the fixed time/specified time synchronization of Inertial Neural Networks is studied under a unified control framework and applied to medical image encryption.Based on the variable substitution method,the synchronization controller under the unified framework is designed by using the fixed time stability theory,and the sufficient conditions for the network to achieve fixed time/specified time synchronization are derived.The study reveals that only by adjusting the control gain of the controller,the fixed time/specified time synchronization of the network can be realized.The validity of the theoretical analysis is verified by numerical simulation with MATLAB.Furthermore,with the help of fixed-time synchronization control theory,a medical image encryption algorithm is proposed,and the effectiveness of the algorithm is verified by experiments.关键词
惯性神经网络/固定/指定时间同步/统一的控制框架/固定时间稳定性Key words
Inertial Neural Networks/fixed/specified time synchronization/unified control framework/fixed time stability分类
信息技术与安全科学引用本文复制引用
秦学姣,章庆勇,黄炜,王岗..惯性神经网络的固定/指定时间同步及在医学图像加密中的应用[J].现代信息科技,2025,9(6):89-92,4.基金项目
新疆维吾尔自治区自然科学基金项目(2024D01B18) （2024D01B18）
新疆维吾尔自治区高等学校科学研究计划资助(XJEDU2024P097) （XJEDU2024P097）
克拉玛依创新人才工程项目(2023hjcxrc0013,2024hjcxrc0086) （2023hjcxrc0013,2024hjcxrc0086）
新疆第二医学院科研项目(ZR202428) （ZR202428）
大学生"启明星"科研计划项目(S202413560020) （S202413560020）
