Exponential stability of periodic solution for a memristor-based inertial neural network with time delays
Sign Up to like & getrecommendations! Published in 2018 at "Neural Computing and Applications"
DOI: 10.1007/s00521-018-3702-z
Abstract: In this paper, exponential stability of periodic solution for an inertial neural network is studied. Different from most research on inertial neural networks, the model in this paper is based on memristors and is involved… read more here.
Keywords: neural network; stability periodic; inertial neural; exponential stability ... See more keywords
Stability of Inertial Neural Network with Time-Varying Delays Via Sampled-Data Control
Sign Up to like & getrecommendations! Published in 2018 at "Neural Processing Letters"
DOI: 10.1007/s11063-018-9905-6
Abstract: In this paper, the stability problem is studied for inertial neural network with time-varying delays. The sampled-data control method is employed for the system design. First, by choosing a proper variable substitution, the original system… read more here.
Keywords: inertial neural; network; network time; control ... See more keywords
On Impulsive Synchronization Control for Coupled Inertial Neural Networks with Pinning Control
Sign Up to like & getrecommendations! Published in 2020 at "Neural Processing Letters"
DOI: 10.1007/s11063-019-10189-4
Abstract: The impulsive control for the synchronization problem of coupled inertial neural networks involved distributed-delay coupling is investigated in the present paper. A novel impulsive pinning control method is introduced to obtain the complete synchronization of… read more here.
Keywords: inertial neural; neural networks; control; pinning control ... See more keywords
Passivity Analysis of Non-autonomous Discrete-Time Inertial Neural Networks with Time-Varying Delays
Sign Up to like & getrecommendations! Published in 2020 at "Neural Processing Letters"
DOI: 10.1007/s11063-020-10235-6
Abstract: This paper addresses the passivity problem for delayed non-autonomous discrete-time inertial neural networks (NDINN), including the discrete-time switched inertial neural networks (DSINN) with state-dependent discontinuous right-hand side as its special case. First, we take a… read more here.
Keywords: inertial neural; discrete time; neural networks; passivity ... See more keywords
Global exponential dissipativity of neutral-type BAM inertial neural networks with mixed time-varying delays
Sign Up to like & getrecommendations! Published in 2020 at "Neurocomputing"
DOI: 10.1016/j.neucom.2019.10.082
Abstract: Abstract This paper considers the global exponential dissipativity of neutral-type BAM inertial neural networks with mixed time-varying delays. Firstly, we transform the proposed BAM inertial neural networks to usual one. Secondly, by establishing a new… read more here.
Keywords: inertial neural; neural networks; neutral type; exponential dissipativity ... See more keywords
Fixed-time synchronization analysis for discontinuous fuzzy inertial neural networks with parameter uncertainties
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
DOI: 10.1016/j.neucom.2020.09.014
Abstract: Abstract This paper aims to investigate the fixed-time synchronization analysis for discontinuous fuzzy inertial neural networks in the presence of parameter uncertainties. By using a new variable transformation and differential inclusions theory, we first establish… read more here.
Keywords: time synchronization; neural networks; inertial neural; fixed time ... See more keywords
Global asymptotic synchronisation of fuzzy inertial neural networks with time-varying delays by applying maximum-value approach
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Systems Science"
DOI: 10.1080/00207721.2022.2050437
Abstract: In the paper, we are concerned about the global asymptotic synchronisation for a class of fuzzy master–slave inertial neural networks with time-varying delays. At present, most of the research on the global asymptotic synchronisation of… read more here.
Keywords: neural networks; asymptotic synchronisation; inertial neural; networks time ... See more keywords
Matrix Measure Strategies for Stabilization of Delayed Inertial Neural Networks via Intermittent Control
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3127147
Abstract: In this paper, stabilization control of a class of delayed inertial neural networks (INN) is investigated. Employing matrix measure method and two Halanay-type inequalities, some succinct stabilization criteria in terms of algebraic inequalities are derived… read more here.
Keywords: inertial neural; neural networks; delayed inertial; control ... See more keywords
Synchronization of Inertial Neural Networks With Time-Varying Delays via Quantized Sampled-Data Control
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2020.3026163
Abstract: This article addresses the quantized sampled-data (QSD) synchronization for inertial neural networks (INNs) with heterogeneous time-varying delays, in which the sampled-data control and state quantization effect have been considered. By utilizing a proper variable substitution… read more here.
Keywords: sampled data; inertial neural; neural networks; quantized sampled ... See more keywords
Submission to Special Issue to Explainable Representation Learning-Based Intelligent Inspection and Maintenance of Complex Systems: Synchronization of Inertial Neural Networks With Unbounded Delays via Sampled-Data Control.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3222861
Abstract: This article addresses the synchronization issue for inertial neural networks (INNs) with heterogeneous time-varying delays and unbounded distributed delays, in which the state quantization is considered. First, by fully considering the delay and sampling time… read more here.
Keywords: neural networks; issue; submission special; inertial neural ... See more keywords
Periodic solution for neutral-type inertial neural networks with time-varying delays
Sign Up to like & getrecommendations! Published in 2020 at "Advances in Difference Equations"
DOI: 10.1186/s13662-020-03069-y
Abstract: In this paper the problems of the existence and stability of periodic solutions of neutral-type inertial neural networks with time-varying delays are discussed by applying Mawhin’s continuation theorem and Lyapunov functional method. Finally, two numerical… read more here.
Keywords: networks time; inertial neural; type inertial; neural networks ... See more keywords