State Estimation for Quaternion-Valued Neural Networks With Multiple Time Delays
- 11 December 2017
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Systems, Man, and Cybernetics: Systems
- Vol. 49 (11), 2278-2287
- https://doi.org/10.1109/tsmc.2017.2776940
Abstract
This paper addresses the issue of state estimation for the quaternion-valued neural networks (QVNNs) with leakage, discrete, and distributed delays by employing the Lyapunov stability theory and the quaternion matrix theory. The criteria are developed in two forms of quaternion-valued linear matrix inequalities (LMIs) and complex-valued LMIs for guaranteeing the existence and stability of state estimators of the delayed QVNNs. Two numerical examples are provided to illustrate the effectiveness of the obtained results.Keywords
Funding Information
- National Natural Science Foundation of China (61773004)
- Program of Chongqing Innovation Team Project in University (CXTDX201601022)
- Chongqing Municipal Education Commission (KJ1705138)
- Natural Science Foundation of Chongqing (cstc2017jcyjAX0082)
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