Shifting Evaluation of Integrated Transmission Based on Back Propagation Neural Network

WANG Ye;TAO Gang;LI De-qing;MA Yue-feng

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  • Sponsored by: China Association for Science and Technology (CAST)

    Editor-In-Chief: Xu Yida

    ISSN 1000-1093

    　

  • Hosted By: China Ordnance Society

    Published By: Acta Armamentarii

    CN 11-2176/TJ

Acta Armamentarii, a Chinese monthly journal, was first published in 1979. The journal is supervised by China Association for Science and Technology, sponsored by China Ordnance Society，and edited and published by Editorial Board of Acta Armamentarii. The Journal is included in all important domestic databases，and also collected by Engineering Index (EI, USA), Chemical Abstracts (CA, USA), Science Abstracts (SA, UK）, Abstract Journal (AJ, Russia), and Current Bibliography on Science and Technology(CBST).Acta Armamentarii has been selected into the journal Of Ordnance Science and Technology (Weapons Industry) Field Of High Quality Scientific and Technological Periodical Classification Catalogue (2022 edition), ranking T1, and the journal of Automotive Engineering Field of High Quality Scientific and technological Periodical classification Catalogue, ranking T2.
Acta Armamentarii ›› 2014, Vol. 35 ›› Issue (4) : 495-500. DOI: 10.3969/j.issn.1000-1093.2014.04.010
Paper

Shifting Evaluation of Integrated Transmission Based on Back Propagation Neural Network

  • WANG Ye, TAO Gang, LI De-qing, MA Yue-feng
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Abstract

To improve the shifting comfort, the peak of the turbine speed change rate, the average rate of the turbine speed change and gear are determined as three objective evaluation indices, which are defined in detail, and an objective description of shift quality evaluation for tracked vehicle equipped with integrated automatic transmission is given using back propagation neural network (BPNN) according to its basic principle. A BPNN model used for evaluating shift quality is established and trained by using the BPNN toolbox in Matlab/Simulink software, and an objective evaluation shift software is designed specially using GUI box in Matlab environment. The comparison of the test results with the subjective ratings shows that the developed evaluation method has a better consistency with the traditional one, which can also enhance the objectivity, pertinency and flexibility of this system.

Key words

ordnance science and technology / integrated transmission / shifting evaluation / back propagation neural network

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WANG Ye, TAO Gang, LI De-qing, MA Yue-feng. Shifting Evaluation of Integrated Transmission Based on Back Propagation Neural Network. Acta Armamentarii. 2014, 35(4): 495-500 https://doi.org/10.3969/j.issn.1000-1093.2014.04.010

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