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Updated: Jul 19, 2025

Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator
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Design and Application of a Fault Detection Method Based on Adaptive Filters and Rotational Speed Estimation for an Electro-Hydrostatic Actuator

Published on: October 28, 2022

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域适应网络,具有无参数的适应性纠正线性单位,用于在可变操作条件下进行故障诊断

Yongyi Chen, Dan Zhang, Ruqiang Yan

    IEEE transactions on neural networks and learning systems
    |August 7, 2023
    PubMed
    概括

    本研究引入了一种新的无参数激活功能 (PfAReLU),用于在旋转机械故障诊断中进行深度学习. 它通过适应可变条件并减少过风险来改善跨领域诊断.

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    Coordinating time-delay overcurrent relays in complex radial systems and directional overcurrent relays in multi-source transmission loops can be challenging. Impedance relays address these issues by responding to the voltage-to-current ratio, specifically measuring the apparent impedance of a line. These relays become more sensitive during faults as current increases and voltage decreases, thereby reducing the apparent impedance.
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    Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
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    Distribution Reliability and Automation01:25

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    Radial System Protection01:23

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