谷物联合收获机测产系统采样频率优化与试验
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国家高技术研究发展计划(863计划)资助项目(2012AA101901)和农业部引进国际先进农业科学技术计划(948计划)资助项目(2011-G32)


Test and Optimization of Sampling Frequency for Yield Monitor System of Grain Combine Harvester
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    摘要:

    针对谷物测产系统采样频率过高时数据冗余量大、软硬件成本高,而采样频率过低时测产精度和稳定性难以保证的问题,分析了谷物的冲击规律并根据采样定理确定了谷物流量信号的最高采样频率为50 Hz。数据预处理时,对于高频率采样信号,提出了双阈值滤波均值和算数均值2种方法,分析表明双阈值滤波均值法的处理效果优于后者。为考察采样频率对测产精度的影响,进行了不同采样频率的测产试验并提出了频率抽取法,尝试了1、10、25、50 Hz 4种采样频率下的总产量建模,并对比了其预测效果,试验结果表明,在最高采样频率范围内,采样频率越高,测产的精度也越高;采用50 Hz采样频率时,平均误差最低为3.04%;采用10 Hz以上采样频率时,可保证平均误差不高于5%。因此,采用10 Hz以上的测产系统采样频率是必要的。

    Abstract:

    Aimed at the questions caused by unsuitable sampling frequency, such as data redundancy, high cost in hardware and software produced by high sampling frequency and the accuracy and stability which are hardly ensured under the condition of low sampling frequency, the grain impact frequency and sampling theorem were considered, consequently, the maximum sampling frequency was determined at 50 Hz. In data preprocessing, for high frequency sampling signal, two methods were put forward, one was an arithmetic average method, and the other was double threshold filtering mean method. The analysis result showed that the effect of double threshold value filtering and average treatment was better than that of the former. In order to investigate the influence of sampling frequency on yield estimation, the yield estimation tests of different sampling frequencies were carried out, and a frequency extraction method was proposed to generate different sampling signals. Under four kinds of sampling frequency as 1, 10, 25 and 50 Hz, four types of yield estimation models were established, and the prediction effects were also compared. The test results showed that high accuracy of the estimated yield can be obtained with high sampling frequency; using 50 Hz sampling frequency, the lowest average relative error was 3.04%; using sampling frequency higher than 10 Hz, it could ensure the average relative error was not higher than 5%. As a result, it is necessary to adopt at least 10 Hz as the sampling frequency for estimation of grain yield.

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李新成,李民赞,郑立华,张漫,王锡久,孙茂真.谷物联合收获机测产系统采样频率优化与试验[J].农业机械学报,2015,46(S1):74-78. Li Xincheng, Li Minzan, Zheng Lihua, Zhang Man, Wang Xijiu, Sun Maozhen. Test and Optimization of Sampling Frequency for Yield Monitor System of Grain Combine Harvester[J]. Transactions of the Chinese Society for Agricultural Machinery,2015,46(S1):74-78.

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  • 收稿日期:2015-10-28
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  • 在线发布日期: 2015-12-30
  • 出版日期: 2015-12-31