Laplace transform and nonlinear control design for quasi‐projective synchronization for Caputo inertial delayed neural networks

The quasi‐projective synchronization problems for Caputo inertial neural networks (INNs) with delays are analyzed in this article. The considered model is transformed into two subsystems by selecting a suitable variable substitution. To realize synchronization, a novel fractional differential inequa...

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Veröffentlicht in:Mathematical methods in the applied sciences 2023-11, Vol.46 (16), p.16483-16499
Hauptverfasser: Zhang, Hai, Chen, Xinbin, Ye, Renyu, Lu, Qinyun, Cao, Jinde
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Sprache:eng
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Zusammenfassung:The quasi‐projective synchronization problems for Caputo inertial neural networks (INNs) with delays are analyzed in this article. The considered model is transformed into two subsystems by selecting a suitable variable substitution. To realize synchronization, a novel fractional differential inequality is established, and the new lemma is derived via Laplace transform. Applying the given lemmas and inequality techniques, the synchronization conditions are inferred through different nonlinear feedback controllers. From the derivation of the theorems, it can be seen that the designed controllers are more extensive and efficacious. Furthermore, the error bound is validly estimated, and the validity of obtained theorems is illustrated by the numerical simulations.
ISSN:0170-4214
1099-1476
DOI:10.1002/mma.9456