Abstract
This paper respectively studies finite-time passivity of multi-weighted coupled neural networks (MWCNNs) with and without coupling delays. First, based on those existing passivity definitions, several new concepts about finite-time passivity are presented. By exploiting these definitions of finite-time passivity and designing appropriate controllers, we investigate the passivity of MWCNNs with and without coupling delays. In addition, some sufficient conditions to guarantee finite-time synchronization of MWCNNs with constant and delayed couplings are obtained under the condition that the MWCNNs is finite-time passive. Finally, two examples are also given to verify the proposed finite-time passivity and synchronization criteria.
| Original language | English |
|---|---|
| Article number | 8023845 |
| Pages (from-to) | 184-197 |
| Number of pages | 14 |
| Journal | IEEE Transactions on Network Science and Engineering |
| Volume | 5 |
| Issue number | 3 |
| DOIs | |
| State | Published - 1 Jul 2018 |
Keywords
- Coupled neural networks
- finite-time passivity
- finite-time synchronization
- multiple weights
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