行星齿轮箱剩余使用寿命预测的自适应状态空间模型

Xianglong Ni, Xin Zhang, Fucheng Sun, Jinsong Zhao, Jianmin Zhao
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引用次数: 7

摘要

状态空间模型常用于估计系统退化。然而,在现有的研究中,状态空间模型通常只有一个观测方程,并且只适用于一个观测指标。本文提出了一种适用于多个观测指标的自适应状态空间模型。研究了自适应状态空间模型的建模方法和参数估计方法。为了证明该模型优于传统状态空间模型,进行了基于自适应状态空间模型的行星齿轮箱剩余使用寿命(RUL)估计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An adaptive state-space model for predicting remaining useful life of planetary gearbox
State-space model is often used to estimate system degradation. However, the state-space model is usually only one observation equation in existing research, and it only applies to one observation indicator. This paper puts forward an adaptive state-space model, which can be applied to multiple observation indicators. The modeling method and parameter estimation approach of adaptive state-space model are studied. In order to show that the proposed model is better than traditional state-space model, planetary gearbox remaining useful life (RUL) estimation based on adaptive state-space model is carried out.
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