Knowledge-based learning control with application to flight dynamics

doi:10.1016/j.ast.2026.113479

Knowledge-based learning control with application to flight dynamics

2026-08-10

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DOI：10.1016/j.ast.2026.113479

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Abstract

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• Obtaining offline near-optimal weights via tracking periodic signals with finite-time controller. • Knowledge-based online intelligent controller that reuses offline-learned weights to improve the performance. • Integrated intelligent module with a slow-switching law considering modal switching in wide-envelope flight.

Keywords:

Neural network

Deterministic learning

Optimal knowledge

Switching law

Flight dynamics

Knowledge-based learning control with application to flight dynamics

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