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计量学报  2023, Vol. 44 Issue (9): 1429-1437    DOI: 10.3969/j.issn.1000-1158.2023.09.17
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最小二乘拟合正弦参数误差阶梯式分布规律的实验研究
梁志国
北京长城计量测试技术研究所计量与校准技术重点实验室,北京 100095
Experimental Study on Fitting Sinusoidal Parameter Error Boundaries Resulting From Quantization
LIANG Zhi-guo
National Key Laboratory of Science and Technology on Metrology & Calibration, Changcheng Institute of Metrology and Measurement, Beijing 100095, China
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摘要 针对波形拟合法估计正弦参数时,测量条件对拟合参数带来的误差,进行了误差界的搜索研究。选取的条件变量分别是A/D位数、序列所含波形的周波数、序列长度。以仿真条件变化方式进行误差界变化规律搜索,获得了幅度、频率、相位、直流偏移、A/D有效位数等拟合参数的误差界随不同条件变化而变化的曲线规律。并对A/D位数、序列所含波形的周波数、以及序列长度带来的影响进行了深入研究,获得了拟合参数的误差界随序列长度变化呈现量子化阶梯特征的显著规律,给出了量子化阶梯宽度及高度的变化规律。当周波数不变时,各个拟合参数误差随量子化阶梯序号m的变化呈1/m2规律变化;当量子化误差阶梯号m相同时,拟合频率误差和拟合相位误差均随序列周波数N的变化呈1/N2规律变化,而拟合幅度、拟合直流偏移、有效位数三个参数的误差均随序列周波数N的增大呈缓慢线性规律降低。该结果可用于拟合正弦参数的误差评价和不确定度估计,也可用于在设定拟合误差和不确定度情况下,选择测量条件。
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梁志国
关键词 计量学正弦波误差界量化曲线拟合幅度频率相位    
Abstract:When the sinusoidal waveform parameters legally estimated, the measurement conditions have the error of the fitting parameters to perform the search research. The selected condition variables are the number of A/D bits, the number of signal cycles in sampling sequence, and the sequence length. The error bounds variation versus conditions is performed, and the error bounds of the equipped parameters such as amplitude, frequency, phase, DC offset, and effective bits are obtained with different conditions change. And all of the effects about the number of A/D bits, the waveform cycles contained in the sequence, and the sequence length have been in-depth researched. The error sequence of the fitting parameters has a significant law of the quantified step characteristics as the sequence length change, the variation rules of quantified ladder width and height are given. For the same number of signal cycles in sampling sequence, the variation of each fitting parameter error as the quantum step sequence number m varies on 1/m2 regularity; for the quantization error step number m is constant, both the fit frequency error and the fitting phase error are varied according the signal cycles N in sampling sequence as of 1/N2 regularity. The errors of fitting amplitude, the fitting DC offset, and the effective bits have the same regularity, they are all will decrease as the number of signal cycles N increase. These results can be used to fit the error evaluation and uncertainty estimation of the sinusoidal parameter, or it can also be used to select measurement conditions in the case of setting fitting errors and uncertainties.
Key wordsmetrology    sine wave    error bounds    quantization    curve fitting    amplitude    frequency    phase
收稿日期: 2022-03-09      发布日期: 2023-09-21
PACS:  TB973  
基金资助:国家重点研发计划(2017YFF0206202)
作者简介: 梁志国(1962-),男,黑龙江巴彦县人,博士,北京长城计量测试技术研究所研究员,博士研究生导师,主要从事数字化测量与校准、模式识别、动态校准、精确测量方面的研究。Email:Lzg304@sina.com
引用本文:   
梁志国. 最小二乘拟合正弦参数误差阶梯式分布规律的实验研究[J]. 计量学报, 2023, 44(9): 1429-1437.
LIANG Zhi-guo. Experimental Study on Fitting Sinusoidal Parameter Error Boundaries Resulting From Quantization. Acta Metrologica Sinica, 2023, 44(9): 1429-1437.
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http://jlxb.china-csm.org:81/Jwk_jlxb/CN/10.3969/j.issn.1000-1158.2023.09.17     或     http://jlxb.china-csm.org:81/Jwk_jlxb/CN/Y2023/V44/I9/1429
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