AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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An adaptive stability-constrained neural differential equation (AS-NDE) for systems with measured controls and unmatched, unknown perturbations and a reproducible evaluation protocol for a forced Duffing oscillator and a permanent-magnet synchronous motor model is given.
This paper derives sufficient conditions for input-dependent contraction and formally establish an input-to-state contraction property under bounded external excitations, and develops a novel deep learning framework that seamlessly incorporates time-varying control inputs while ensuring incremental exponential converge...
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