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Predefined-time sliding mode control for aerial manipulator based on the robust adaptive learning rate neural network state observer

Aug 2026 · Nonlinear dynamics · Vol 114 · 0 citations · 55 references

TL;DR

Simulations encompassing aggressive manipulator motion with payloads, abrupt external disturbance injection and removal, model mismatches, composite sensor-noise corruption, and heavy-object transportation with additional position feedback noise validate the framework’s superiority in disturbance estimation accuracy and robust anti-disturbance performance.

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