数学
独特性
人工神经网络
四元数
模糊逻辑
不平等
应用数学
理论(学习稳定性)
学位(音乐)
班级(哲学)
纯数学
控制理论(社会学)
数学分析
计算机科学
几何学
人工智能
控制(管理)
物理
机器学习
声学
作者
Zhengqiu Zhang,Zhen Yang
标识
DOI:10.1016/j.chaos.2023.113227
摘要
The existence-uniqueness (EU) and globally asymptotic stability (GAS) of equilibrium solutions (ESS) for a class of quaternion-valued fuzzy BAM neural networks (QVFBAMNNS) with delays are concerned. Firstly, by using Homeomorphism theorem (HT) and by using the properties of unary high degree inequality, a sufficient condition ensuring the EU of ESS of the concerned QVFBAMNNS is achieved. Then, without utilizing V′(t)≤0, by applying integral inequality approach (IIA), a condition assuring the GAS of ESS for above networks is achieved. Utilizing the properties of high degree inequality studies the EU of ESS and utilizing IIA studies the GAS for neural networks (NNS) are new research approaches.
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