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

References

［1］ 刑如飞，管欣，田承伟,等. 汽车操纵稳定性主观评价指标权重确定方法[J]. 吉林大学学报:工学版，2009，39(3)：33-38.
XING Ru-fei, GUAN Xin, TIAN Cheng-wei, et al. Weight of subjective evaluation indexes for car handling and stability[J]. Journal of Jilin University: Engineering and Technology Edition, 2009, 39(3):33-38． (in Chinese)
[2] HuangQ, Wang H. Fundamental study of jerk: evaluation of shift quality and ride comfort, SAE Technical Paper, 2004-01-2065［R］. US: SAE, 2004.
[3] Zhang J, Lei Y, Hua X, et al. Proposed shift quality metrics and experimentation on AMT shift quality evaluation[C]∥Third International Conference on Natural Computation. Haikou:IEEE,2007.
[4] 王健，雷雨龙，郭孔辉,等．车辆换挡质量概念的完善与评价[J]．吉林大学学报:工学版，2007，37(5)：1014-1018.
WANG Jian, LEI Yu-long, GUO Kong-hui, et al. Concept improvement and assessment on vehicle gear shift quality[J].Journal of Jilin University: Engineering and Technology Edition, 2007, 37(5):1014-1018. (in Chinese)
[5] Schwab L F. Development of a shift quality metric for an automatic transmission[J]. SAE Transactions, 1994, 103(6): 1402-1407.
[6] 陈刚，张为公，龚宗洋,等．基于证据理论和模糊神经网络的汽车换挡平顺性评价方法[J]．汽车工程，2009，31(4)：308-312.
CHEN Gang, ZHANG Wei-gong, GONG Zong-yang,et al. Evaluation model for vehicle shift quality based on evidence theory and FNN[J].Automatic Engineering, 2009, 31(4):308-312. (in Chinese)
[7] 孙贤安，吴光强．双离合器式自动变速器车辆换挡品质评价系统[J]．机械工程学报，2011，47(8)：146-151.
SUN Xian-an,WU Guang-qiang. Shifting quality evaluation system for dual clutch transmission vehicle[J]. Journal of Mechanical Engineering, 2011, 47(8):146-151. (in Chinese)
[8] List H, Sehoeggl P. Objective evaluation of vehicle driveability, SAE Technical Paper, 980204［R］. US: SAE, 1998.
[9] Schoeggl P, Ramschak E. Vehicle driveability assessment using neural networks for development, calibration and quality tests[J]. SAE Transactions, 2000, 109(6): 1052-1061.
[10] SchnetzlerS, Pettersson J, Murtonen P. Quality assurance of driver comfort for automatic transmissions, SAE Technical Paper, 2000-01-0175［R］. US: SAE, 2000.
[11] 张建国，雷雨龙，王健,等．基于BP神经网络的换挡品质评价方法[J]．吉林大学学报:工学版，2007，37(5)：1019-1022.
ZHANG Jian-guo, LEI Yu-long, WANG Jian, et al. Methods for shift quality evaluation based on BP neural network[J]. Journal of Jilin University: Engineering and Technology Edition, 2007, 37(5): 1019- 1022. (in Chinese)
[12] 刘洪波，雷玉龙，张建国,等．双离合器式自动变速器控制品质评价与优化[J]．吉林大学学报:工学版，2012,42(6)：1360-1365.
LIU Hong-bo, LEI Yu-long, ZHANG Jian-guo, et al. Shift quality assessment and optimization of double clutch transmission[J]. Journal of Jilin University: Engineering and Technology Edition, 2012, 42(6):1360-1365. (in Chinese)

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