Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network
The double motor hybrid vehicle distributes the power on both sides through the parallel planetary gear mechanism. The meshing force of the two rows of planetary gears affects each other, resulting in the increase of dynamic load coefficient and vibration excitation. The harmonic analysis method is...
Main Authors: | , , , , |
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Format: | Article |
Language: | zho |
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Editorial Office of Journal of Mechanical Transmission
2021-01-01
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Series: | Jixie chuandong |
Subjects: | |
Online Access: | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2021.03.023 |
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author | Xia Yuan Xiaohua Hao Xuewen Song Jianli Zhang Gang An |
author_facet | Xia Yuan Xiaohua Hao Xuewen Song Jianli Zhang Gang An |
author_sort | Xia Yuan |
collection | DOAJ |
description | The double motor hybrid vehicle distributes the power on both sides through the parallel planetary gear mechanism. The meshing force of the two rows of planetary gears affects each other, resulting in the increase of dynamic load coefficient and vibration excitation. The harmonic analysis method is used to obtain the frequency ratio of meshing force under multiple working conditions, so as to establish RBF neural network model, and a prediction of meshing force in a certain working range is carried out. The maximum meshing force and dynamic load coefficient are calculated on the prediction results, and the meshing force is proportional to the difference between speed ratio and output torque ratio minus 1, and the dynamic load coefficient on the low-speed side is greater than that on the high-speed side, which can be expressed as a multiple or reciprocal multiple relationship. It provides a theoretical basis for the study of dynamics of hybrid vehicles with dual motors. |
first_indexed | 2024-03-13T09:26:25Z |
format | Article |
id | doaj.art-a85ff0bc6f2644cab6ce489b95e8a5e5 |
institution | Directory Open Access Journal |
issn | 1004-2539 |
language | zho |
last_indexed | 2024-03-13T09:26:25Z |
publishDate | 2021-01-01 |
publisher | Editorial Office of Journal of Mechanical Transmission |
record_format | Article |
series | Jixie chuandong |
spelling | doaj.art-a85ff0bc6f2644cab6ce489b95e8a5e52023-05-26T09:32:57ZzhoEditorial Office of Journal of Mechanical TransmissionJixie chuandong1004-25392021-01-01451401467492069Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural NetworkXia YuanXiaohua HaoXuewen SongJianli ZhangGang AnThe double motor hybrid vehicle distributes the power on both sides through the parallel planetary gear mechanism. The meshing force of the two rows of planetary gears affects each other, resulting in the increase of dynamic load coefficient and vibration excitation. The harmonic analysis method is used to obtain the frequency ratio of meshing force under multiple working conditions, so as to establish RBF neural network model, and a prediction of meshing force in a certain working range is carried out. The maximum meshing force and dynamic load coefficient are calculated on the prediction results, and the meshing force is proportional to the difference between speed ratio and output torque ratio minus 1, and the dynamic load coefficient on the low-speed side is greater than that on the high-speed side, which can be expressed as a multiple or reciprocal multiple relationship. It provides a theoretical basis for the study of dynamics of hybrid vehicles with dual motors.http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2021.03.023RBF neural network;Parallel planetary gear;Frequency coupling;Dynamic meshing force |
spellingShingle | Xia Yuan Xiaohua Hao Xuewen Song Jianli Zhang Gang An Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network Jixie chuandong RBF neural network;Parallel planetary gear;Frequency coupling;Dynamic meshing force |
title | Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network |
title_full | Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network |
title_fullStr | Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network |
title_full_unstemmed | Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network |
title_short | Dynamic Meshing Force Analysis of Parallel Planetary Gear based on RBF Neural Network |
title_sort | dynamic meshing force analysis of parallel planetary gear based on rbf neural network |
topic | RBF neural network;Parallel planetary gear;Frequency coupling;Dynamic meshing force |
url | http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2021.03.023 |
work_keys_str_mv | AT xiayuan dynamicmeshingforceanalysisofparallelplanetarygearbasedonrbfneuralnetwork AT xiaohuahao dynamicmeshingforceanalysisofparallelplanetarygearbasedonrbfneuralnetwork AT xuewensong dynamicmeshingforceanalysisofparallelplanetarygearbasedonrbfneuralnetwork AT jianlizhang dynamicmeshingforceanalysisofparallelplanetarygearbasedonrbfneuralnetwork AT gangan dynamicmeshingforceanalysisofparallelplanetarygearbasedonrbfneuralnetwork |