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基于加速度的汽车悬架位移实时测试方法试验研究
  • ISSN号:1000-1298
  • 期刊名称:农业机械学报
  • 时间:2013.10.25
  • 页码:15-22
  • 分类:U467.1[机械工程—车辆工程;交通运输工程—载运工具运用工程;交通运输工程—道路与铁道工程] TP23[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置]
  • 作者机构:[1]安徽农业大学工学院,合肥230036
  • 相关基金:国家自然科学基金资助项目(51105001)和安徽省高等学校省级自然科学研究重点资助项目(KJ2011A101)
  • 相关项目:汽车稳定性控制轮胎力与整车运动状态动态耦合特性研究
中文摘要:

采用虚拟实时控制器实现基于加速度信号的汽车悬架位移的实时测量.硬件测试系统采集器选用了工业级嵌入式系统CompactRIO及其C模块,传感器选用了ICP加速度传感器、拉线位移传感器和GPS系统.基于LabVIEW完成了FPGA编程、控制器编程,编程时采用了多线程和FIFO技术、采样数据打包时均包含了时间信息,有效提高了数据传输的快速性和数据处理的准确性.在控制器中实现了基于LabVIEW的小波滤波和支持向量机(SVM)模型的悬架位移实时预测输出(CAN,100 Hz).根据悬架下测点的加速度均方根值对7种典型路面等级进行了划分,并将路面等级信息作为SVM模型的输入元素.对7种路面系统试验和数据分析表明:选用的ε-SVR算法,取ε=0.01时,控制器小波滤波一个点和预测一次悬架位移耗时小于1 ms,满足实时性要求;悬架位移模型预测曲线与实际测量曲线相关系数基本在0.90以上,满足精度要求.

英文摘要:

Real-time measurement for automotive suspension distance based on acceleration was carried out by using virtual real-time controller. This paper set up a test system, in which the industrial embedded system CompactRIO and several C modules were employed as its hardware collector, besides typical ICP acceleration sensor, displacement sensor and GPS system were also employed. FPGA programming and controller programming using the multi-threading and FIFO method were completed in LabVIEW. The time information was contained in every sample data package, which effectively improved the speed of data transmission and the accuracy of data processing. Wavelet filter and support vector machine (SVM) model were built and embedded in CompactRIO to predict and output suspension distance (CAN, 100 Hz) in real time. The grade of seven kinds of typical roads was determined according to the RMS value of acceleration of suspension' s lower measuring point, which was employed as input element of the SVM model. The road way tests and data analyses indicated that the controller consumes less than 1 ms when completing one point's wavelet filtering and predicting in which ε =0. 01 for ε-SVR algorithm. The relationship coefficient of the suspension displacement curves of predicted by SVR model and measured in road way tests were more than 0.90 primarily. So the system could meet the requirements of accuracy and real-time control.

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期刊信息
  • 《农业机械学报》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国农业机械学会 中国农业机械化科学研究院
  • 主编:任露泉
  • 地址:北京德胜门外北沙滩一号6号信箱
  • 邮编:100083
  • 邮箱:njxb@caams.org.cn
  • 电话:010-64882610 64867367
  • 国际标准刊号:ISSN:1000-1298
  • 国内统一刊号:ISSN:11-1964/S
  • 邮发代号:2-363
  • 获奖情况:
  • 荣获中国科协优秀期刊二等奖,1997~2000年连续4年获中国科协择优资金,被列入中国期刊方阵,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 美国化学文摘(网络版),英国农业与生物科学研究中心文摘,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:42884