Dynamic Load Identification of the Gearbox Based on Artificial Neural Networks

机译：基于人工神经网络的变速箱动态载荷识别

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This paper presents an approach to identify dynamic exciting forces acting on the gearbox based on measured structural responses, which uses artificial neural networks to model the mapping between the response signals and the exciting forces. It is demonstrated by the experimental data on a single-stage gearbox that the approach based on the use of artificial neural networks for the identification of gearbox loads is feasible and a well -trained artificial neural network reveals an extremely fast convergence and a relatively high accuracy in the process of load identification for a gearbox.

机译：本文提出了一种基于测得的结构响应来识别作用在变速箱上的动态激振力的方法，该方法使用人工神经网络对响应信号和激振力之间的映射进行建模。单级齿轮箱上的实验数据表明，基于人工神经网络的齿轮箱负荷识别方法是可行的，训练有素的人工神经网络具有非常快的收敛性和较高的精度。在变速箱的负载识别过程中。

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来源
《Sixth International Conference on Electronic Measurement amp; Instruments (ICEMI '2003) Vol.1; Aug 18-21, 2003; Taiyuan, China》|2003年|p.1119-1122|共4页
会议地点 Taiyuan(CN);Taiyuan(CN)
作者
Tian Yan; Zhang Zhibin;
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作者单位

First Department Ordnance Engineering College Shijiazhuang, HeBei, China;

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会议组织
原文格式 PDF
正文语种 eng
中图分类机械、仪表工业;
关键词
artificial neural network; gearbox; load identification;

机译：人工神经网络；齿轮箱；负荷识别;

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1. Identification of power system load dynamics using artificial neural networks [J] . Bostanci M., Koplowitz J. IEEE Transactions on Power Systems . 1997,第4期

机译：使用人工神经网络识别电力系统负载动态
2. Development of a wind turbine gearbox virtual load sensor using multibody simulation and artificial neural networks [J] . Azzam Baher, Schelenz Ralf, Roscher Bjorn, Forschung im Ingenieurwesen . 2021,第2期

机译：使用多体仿真和人工神经网络的风力涡轮机齿轮箱虚拟负载传感器的开发
3. Identification of dynamic loads on structural component with artificial neural networks [J] . Osman Altun, Danyang Zhang, Renan Siqueira, Procedia Manufacturing . 2020,第186期

机译：用人工神经网络识别结构部件的动态载荷
4. Dynamic Load Identification of the Gearbox Based on Artificial Neural Networks [C] . Tian Yan, Zhang Zhibin International Conference on Electronic Measurement Instruments . 2003

机译：基于人工神经网络的变速箱动态载荷识别
5. Application of artificial neural networks in vibration-based damage identification. [D] . Xu, Hongpo. 2006

机译：人工神经网络在基于振动的损伤识别中的应用。
6. An Adaptive Multi-Sensor Data Fusion Method Based on Deep Convolutional Neural Networks for Fault Diagnosis of Planetary Gearbox [O] . Luyang Jing, Taiyong Wang, Ming Zhao, 2017

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7. Development of a wind turbine gearbox virtual load sensor using multibody simulation and artificial neural networks [O] . Baher Azzam, Ralf Schelenz, Björn Roscher, 2021

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Dynamic Load Identification of the Gearbox Based on Artificial Neural Networks

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