| 基于遗传神经网络废气分析的汽车故障诊断方法研究 |
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| 引用本文： | 张蕾,董恩国.基于遗传神经网络废气分析的汽车故障诊断方法研究[J].汽车技术,2005(9):36-38. |
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| 作者姓名： | 张蕾 董恩国 |
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| 作者单位： | 1. 天津工程师范学院;北京科技大学
2. 天津工程师范学院 |
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| 摘 要： | 设计了神经网络诊断系统,并用于融合分析废气含量、发动机转速、氧传感器信号及某些工作状态信息诊断汽车故障.设计方法为应用遗传算法的复制、交换、变异过程代替BP网络的反向传播过程,并对遗传算法进行改进研究.实践证明,这种基于遗传神经网络方法的故障诊断系统具有收敛速度快、推广性能强的特点,提高了汽车故障诊断系统的效率和准确性.
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| 关 键 词： | 排放 神经网络 故障 诊断 |
| 文章编号： | 1000-3703(2005)09-0036-03 |
| 修稿时间： | 2005-03-20 |
Studies on the Automotive Diagnosis Method-the Generic-NN Based Exhaust Gas Analysis |
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| Zhang Lei,Dong Enguo.Studies on the Automotive Diagnosis Method-the Generic-NN Based Exhaust Gas Analysis[J].Automobile Technology,2005(9):36-38. |
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| Authors: | Zhang Lei Dong Enguo |
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| Institution: | 1.Automotive Engineering Tept.Tianjin Engineering Normal University; 2.Civil and Environment Engineering College Beijing Science and Technology University |
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| Abstract: | A neural network diagllosis system is designed to integrate and analyze contents of exhaust gas,engine speed.oxygen sensor signal and some work status information and then to diagnose automotive failures.Its design method is to substitute the copy,interchange and variatiou processes of the generie algorithm for the reverse propagation process of the BP network.and improvement of the generic algorithm is also studied.It is proved that the generic-NN based failure diagnosis system converges fast and is easy to be used widely,and it improves efficiency and precision of automotive diagnosis system. |
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| Keywords: | Emission Neural network Failure Diagnosis |
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