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robotics control and mechatronics

零化神经网络

Zeroing Neural Network (ZNN)

A class of neural networks designed to converge to zero in finite time by utilizing time-varying activation functions and error functions. / 一类利用时变激活函数和误差函数设计,旨在有限时间内收敛到零的神经网络。

Knowledge type
数学理论
First proposed or discovered
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Turkey Farm member
Creator
农场主
Last updated
2026-11-06 19:05:20
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Main parameters and performance indicators

time-varying activation function: ensures finite-time convergenceerror function: drives the network state to zero

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Related literature

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ZNN-inspired model-free composite neuroadaptive control of robotic manipulator with practical fixed-time stability under input saturationOpen source

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automated knowledge publish农场主2026-11-06 19:05:20

Record title: Zeroing Neural Network (ZNN).