期刊
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE
卷 50, 期 4, 页码 858-870出版社
TAYLOR & FRANCIS LTD
DOI: 10.1080/00207721.2019.1586001
关键词
Quaternion-valued neural networks; Lagrange stability; leakage delay; discrete time-varying delays; distributed time-varying delays; linear matrix inequality
类别
资金
- National Natural Science Foundation of China [61773004]
- Graduate Scientific Research and Innovation Foundation Project of Chongqing [CYS17202, CYS18230, CYB18172]
- Program of Chongqing Innovation Team Project in University [CXTDX201601022]
- Natural Science Foundation of Chongqing [cstc2017jcyjAX0082, cstc2018jcyjAX0606]
This paper deals with the global exponential stability in Lagrange sense for quaternion-valued neural networks (QVNNs) with leakage delay, discrete time-varying delays and distributed delays. By structuring an advisable Lyapunov-Krasovskii functional in quaternion field, and adopting free-weighting-matrix method and inequality technique, a sufficient condition in quaternion-valued linear matrix inequality (LMI) to guarantee the global exponential stability in Lagrange sense is acquired, and the domain of attraction is estimated. A numerical example with simulations is supplied to confirm the availability and feasibility of the raised result.
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