TY - JOUR
T1 - Output Synchronization in Coupled Neural Networks with and Without External Disturbances
AU - Wang, Jin Liang
AU - Wu, Huai Ning
AU - Huang, Tingwen
AU - Xu, Meng
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2018/12
Y1 - 2018/12
N2 - This paper studies the output synchronization of coupled neural networks (CNNs) as well as the effects of external disturbances. By employing matrix theory and Barbalat's Lemma, several output synchronization criteria are presented for CNNs with directed and undirected topologies, respectively. Moreover, in order to ensure the output synchronization of CNNs, two adaptive schemes to adjust the coupling weights are designed. On the other hand, we, respectively, analyze the H∞ output synchronization of directed and undirected CNNs with external disturbances, and two adaptive strategies for updating the coupling weights are designed to guarantee the H∞ output synchronization of CNNs. Finally, two examples of CNNs are also given to verify the proposed output synchronization criteria.
AB - This paper studies the output synchronization of coupled neural networks (CNNs) as well as the effects of external disturbances. By employing matrix theory and Barbalat's Lemma, several output synchronization criteria are presented for CNNs with directed and undirected topologies, respectively. Moreover, in order to ensure the output synchronization of CNNs, two adaptive schemes to adjust the coupling weights are designed. On the other hand, we, respectively, analyze the H∞ output synchronization of directed and undirected CNNs with external disturbances, and two adaptive strategies for updating the coupling weights are designed to guarantee the H∞ output synchronization of CNNs. Finally, two examples of CNNs are also given to verify the proposed output synchronization criteria.
KW - H output synchronization
KW - coupled neural networks (CNNs)
KW - coupling weights
KW - output synchronization
UR - https://www.scopus.com/pages/publications/85038367034
U2 - 10.1109/TCNS.2017.2782488
DO - 10.1109/TCNS.2017.2782488
M3 - 文章
AN - SCOPUS:85038367034
SN - 2325-5870
VL - 5
SP - 2049
EP - 2061
JO - IEEE Transactions on Control of Network Systems
JF - IEEE Transactions on Control of Network Systems
IS - 4
M1 - 8186197
ER -