CN115046524A - Temperature drift calibration method and system for MEMS three-dimensional deformation monitor - Google Patents
Temperature drift calibration method and system for MEMS three-dimensional deformation monitor Download PDFInfo
- Publication number
- CN115046524A CN115046524A CN202210381646.3A CN202210381646A CN115046524A CN 115046524 A CN115046524 A CN 115046524A CN 202210381646 A CN202210381646 A CN 202210381646A CN 115046524 A CN115046524 A CN 115046524A
- Authority
- CN
- China
- Prior art keywords
- temperature
- value
- dimensional deformation
- test
- sensing data
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B21/00—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant
- G01B21/32—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring the deformation in a solid
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B21/00—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant
- G01B21/02—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring length, width, or thickness
- G01B21/04—Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring length, width, or thickness by measuring coordinates of points
- G01B21/045—Correction of measurements
Landscapes
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Micromachines (AREA)
Abstract
Description
技术领域technical field
本发明涉及传感器数据修正技术领域,特别涉及一种MEMS三维形变监测仪温漂标定方法及系统。The invention relates to the technical field of sensor data correction, in particular to a temperature drift calibration method and system of a MEMS three-dimensional deformation monitor.
背景技术Background technique
惯性器件的误差是惯性系统的主要误差源,加速度计是惯性系统的核心部件之一。加速度计通常由质量块、阻尼器、弹性元件、敏感元件和适调电路等部分组成,在加速过程中对质量块所受惯性力进行测量,在利用牛顿第二定律得出加速度值。选取高精度的加速度计可有效地提高惯性系统的测量精度。The error of the inertial device is the main error source of the inertial system, and the accelerometer is one of the core components of the inertial system. Accelerometers are usually composed of mass blocks, dampers, elastic elements, sensitive elements and adaptive circuits. During the acceleration process, the inertial force on the mass block is measured, and the acceleration value is obtained by using Newton's second law. Selecting a high-precision accelerometer can effectively improve the measurement accuracy of the inertial system.
但是加速度传感器由于温度变化,其输出的电压值也会随着温度变化而变化,因此其输出加速度值的精度无法保障,在实际应用中会有误差。However, due to the temperature change, the output voltage value of the acceleration sensor will also change with the temperature change, so the accuracy of the output acceleration value cannot be guaranteed, and there will be errors in practical applications.
发明内容SUMMARY OF THE INVENTION
本发明的目的旨在至少解决所述的技术缺陷之一。The purpose of the present invention is to solve at least one of the aforementioned technical defects.
为此,本发明的一个目的在于提出一种MEMS三维形变监测仪温漂标定方法及系统,对传感器随着温度变化产生的温度漂移值进行标定,避免在进行数据检测时,出现较大误差值。Therefore, an object of the present invention is to propose a method and system for calibrating the temperature drift of a MEMS three-dimensional deformation monitor, which can calibrate the temperature drift value of the sensor with the temperature change, so as to avoid the occurrence of large error values during data detection. .
为了实现上述目的,本发明一方面的实施例提供一种MEMS三维形变监测仪温漂标定方法,包括以下步骤:In order to achieve the above purpose, an embodiment of the present invention provides a method for calibrating temperature drift of a MEMS three-dimensional deformation monitor, comprising the following steps:
S1、在温控试验箱中,设定多个测试温度;利用MEMS三维形变监测仪,获取测试温度变换的环境下,每个刚性传感节段的三维形变感应数据;S1. In the temperature control test box, set multiple test temperatures; use the MEMS three-dimensional deformation monitor to obtain the three-dimensional deformation sensing data of each rigid sensing segment in the environment where the test temperature changes;
S2、以设定的测试温度为自变量,获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,得出温度-三维形变感应数据的拟合公式;S2. Taking the set test temperature as the independent variable and the acquired three-dimensional deformation sensing data as the dependent variable, perform least squares polynomial fitting to obtain a fitting formula of temperature-three-dimensional deformation sensing data;
S3、将任一测试温度值作为自变量,输入温度-三维形变感应数据的拟合公式中,得出感应数据拟合值,根据所述感应数据拟合值和测试温度值计算温漂拟合系数;S3, take any test temperature value as an independent variable, input the fitting formula of temperature-three-dimensional deformation sensing data, obtain the fitting value of the sensing data, and calculate the temperature drift fitting according to the fitting value of the sensing data and the test temperature value coefficient;
S4、对S3中测试温度值下,所有三维形变感应数据进行统计计算,将统计计算结果作为感应数据实际值,根据所述感应数据实际值和所述测试温度值计算温漂实际系数;S4, performing statistical calculation on all three-dimensional deformation sensing data under the test temperature value in S3, using the statistical calculation result as the actual value of the sensing data, and calculating the actual coefficient of temperature drift according to the actual value of the sensing data and the test temperature value;
S5、对温漂拟合系数和温漂实际系数进行加权计算,得到温漂标定值。S5. Perform weighted calculation on the temperature drift fitting coefficient and the temperature drift actual coefficient to obtain the temperature drift calibration value.
进一步优选的,所述温度试验箱设定的设定测试温度的最大值为70°,最小值为-40°。Further preferably, the maximum value of the set test temperature set by the temperature test box is 70°, and the minimum value is -40°.
进一步优选的,所述温度试验箱按照如下方法,调整测试温度:首先由当前室温降至-40℃,在-40℃温度条件下保持1小时,随后升温至70℃,在70℃温度条件下保持1小时后开始降温,温度降至室温实验完成。Further preferably, the temperature test chamber adjusts the test temperature according to the following method: firstly, it is lowered from the current room temperature to -40°C, kept at -40°C for 1 hour, then heated to 70°C, and then heated to 70°C under the temperature condition of 70°C. After holding for 1 hour, the temperature began to drop, and the temperature dropped to room temperature to complete the experiment.
进一步优选的,所述对测试温度值下的所有三维形变感应数据进行统计计算,包括如下方法:计算测试温度值下,每个刚性传感节段的三维形变感应数据的平均值,将所述平均值作为感应数据实际值。Further preferably, the statistical calculation of all three-dimensional deformation sensing data under the test temperature value includes the following method: calculating the average value of the three-dimensional deformation sensing data of each rigid sensing segment under the test temperature value, and calculating the The average value is taken as the actual value of the sensing data.
进一步优选的,所述对测试温度值下的所有三维形变感应数据进行统计计算,包括如下方法:将测试温度值下,每个刚性传感节段获取的三维形变感应数据,求取中位数,将中位数作为感应数据实际值。Further preferably, the statistical calculation of all three-dimensional deformation sensing data under the test temperature value includes the following method: obtaining the median of the three-dimensional deformation sensing data obtained by each rigid sensing segment under the test temperature value. , take the median as the actual value of the sensing data.
进一步优选的,在S5中,所述对温漂拟合系数和温漂实际系数进行加权计算,包括如下方法: Further preferably, in S5, the weighted calculation of the temperature drift fitting coefficient and the temperature drift actual coefficient includes the following methods:
其中,W标定为温漂标定值,W拟合为温漂拟合系数,W实际为温漂实际系数。Among them, W is the calibration value of temperature drift, W is the fitting coefficient of temperature drift, and W is the actual coefficient of temperature drift.
本发明还提供一种MEMS三维形变监测仪温漂标定系统,包括温控试验箱、MEMS三维形变监测仪、采集设备和上位机;The invention also provides a temperature drift calibration system of a MEMS three-dimensional deformation monitor, comprising a temperature control test box, a MEMS three-dimensional deformation monitor, a collection device and a host computer;
所述温控试验箱用于设定多个测试温度,包括设定测试温度的最大值和最小值;The temperature-controlled test box is used to set a plurality of test temperatures, including setting the maximum and minimum values of the test temperatures;
所述MEMS三维形变监测仪包括个内置MEMS三维形变传感器;The MEMS three-dimensional deformation monitor includes a built-in MEMS three-dimensional deformation sensor;
所述采集设备连接每个MEMS三维形变传感器,用于获取测试温度变换的环境下,每个刚性传感节段的三维形变感应数据;The acquisition device is connected to each MEMS three-dimensional deformation sensor, and is used to obtain the three-dimensional deformation sensing data of each rigid sensing segment under the environment of testing temperature change;
所述上位机以设定的测试温度为自变量,获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,得出温度-三维形变感应数据的拟合公式;将任一测试温度值作为自变量,输入温度-三维形变感应数据的拟合公式中,得出感应数据拟合值,根据所述感应数据拟合值和测试温度值计算温漂拟合系数;对测试温度值下,所有三维形变感应数据进行统计计算,将统计计算结果作为感应数据实际值,根据所述感应数据实际值和所述测试温度值计算温漂实际系数;对温漂拟合系数和温漂实际系数进行加权计算,得到温漂标定值。The host computer takes the set test temperature as the independent variable, and the acquired three-dimensional deformation sensing data as the dependent variable, performs least squares polynomial fitting, and obtains the fitting formula of temperature-three-dimensional deformation sensing data; value as an independent variable, input the fitting formula of temperature-three-dimensional deformation induction data, obtain the fitting value of the induction data, and calculate the temperature drift fitting coefficient according to the fitting value of the induction data and the test temperature value; , perform statistical calculation on all three-dimensional deformation sensing data, take the statistical calculation result as the actual value of the sensing data, and calculate the actual coefficient of temperature drift according to the actual value of the sensing data and the test temperature value; Carry out weighted calculation to obtain the calibration value of temperature drift.
进一步优选的,所述MEMS三维形变监测仪包括多组相连的刚性传感节段和柔性关节,每组所述刚性传感节段与另一组柔性关节连接,所述刚性传感节段中内置MEMS三维形变传感器。Further preferably, the MEMS three-dimensional deformation monitor includes multiple sets of connected rigid sensing segments and flexible joints, each group of the rigid sensing segments is connected to another set of flexible joints, and the rigid sensing segments are Built-in MEMS three-dimensional deformation sensor.
进一步优选的,所述刚性传感节段的长度为0.5m、1m、1.5m不等,所述温度试验箱设定的设定测试温度的最大值为70°,最小值为-40°。Further preferably, the length of the rigid sensing segment is 0.5m, 1m, 1.5m, and the maximum value of the set test temperature set by the temperature test chamber is 70°, and the minimum value is -40°.
根据本发明实施例提供的MEMS三维形变监测仪温漂标定方法及系统,相比于现有技术至少具有以下优点:Compared with the prior art, the method and system for calibrating the temperature drift of a MEMS three-dimensional deformation monitor provided according to the embodiments of the present invention have at least the following advantages:
1、本发明实施例提供的MEMS三维形变监测仪温漂标定方法及系统,通过调整测试温度,并对获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,利用拟合得到的数据与真实数据进行加权计算得出,最终的温漂标定值,01. The method and system for calibrating the temperature drift of a MEMS three-dimensional deformation monitor provided by the embodiment of the present invention, by adjusting the test temperature, and taking the acquired three-dimensional deformation sensing data as the dependent variable, the least squares polynomial fitting is performed, and the result obtained by the fitting is used. The data and the real data are weighted and calculated, the final temperature drift calibration value, 0
2、本发明实施例提供的MEMS三维形变监测仪温漂标定方法及系统,2. The method and system for calibrating the temperature drift of a MEMS three-dimensional deformation monitor provided by the embodiment of the present invention,
本发明附加的方面和优点将在下面的描述中部分给出,部分将从下面的描述中变得明显,或通过本发明的实践了解到。Additional aspects and advantages of the present invention will be set forth, in part, from the following description, and in part will be apparent from the following description, or may be learned by practice of the invention.
附图说明Description of drawings
本发明的上述和/或附加的方面和优点从结合下面附图对实施例的描述中将变得明显和容易理解,其中:The above and/or additional aspects and advantages of the present invention will become apparent and readily understood from the following description of embodiments taken in conjunction with the accompanying drawings, wherein:
图1为本发明MEMS三维形变监测仪温漂标定方法的流程图;Fig. 1 is the flow chart of the temperature drift calibration method of MEMS three-dimensional deformation monitor of the present invention;
具体实施方式Detailed ways
下面详细描述本发明的实施例,所述实施例的示例在附图中示出,其中自始至终相同或类似的标号表示相同或类似的元件或具有相同或类似功能的元件。下面通过参考附图描述的实施例是示例性的,旨在用于解释本发明,而不能理解为对本发明的限制。The following describes in detail the embodiments of the present invention, examples of which are illustrated in the accompanying drawings, wherein the same or similar reference numerals refer to the same or similar elements or elements having the same or similar functions throughout. The embodiments described below with reference to the accompanying drawings are exemplary, and are intended to explain the present invention and should not be construed as limiting the present invention.
如图1所示,本发明实施例的一种MEMS三维形变监测仪温漂标定方法,包括以下步骤:As shown in FIG. 1 , a method for calibrating temperature drift of a MEMS three-dimensional deformation monitor according to an embodiment of the present invention includes the following steps:
S1、在温控试验箱中,设定多个测试温度;利用MEMS三维形变监测仪,获取测试温度变换的环境下,每个刚性传感节段的三维形变感应数据;S1. In the temperature control test box, set multiple test temperatures; use the MEMS three-dimensional deformation monitor to obtain the three-dimensional deformation sensing data of each rigid sensing segment in the environment where the test temperature changes;
S2、以设定的测试温度为自变量,获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,得出温度-三维形变感应数据的拟合公式;S2. Taking the set test temperature as the independent variable and the acquired three-dimensional deformation sensing data as the dependent variable, perform least squares polynomial fitting to obtain a fitting formula of temperature-three-dimensional deformation sensing data;
S3、将任一测试温度值作为自变量,输入温度-三维形变感应数据的拟合公式中,得出感应数据拟合值,根据所述感应数据拟合值和测试温度值计算温漂拟合系数;S3, take any test temperature value as an independent variable, input the fitting formula of temperature-three-dimensional deformation sensing data, obtain the fitting value of the sensing data, and calculate the temperature drift fitting according to the fitting value of the sensing data and the test temperature value coefficient;
S4、对S3中测试温度值下,所有三维形变感应数据进行统计计算,将统计计算结果作为感应数据实际值,根据所述感应数据实际值和所述测试温度值计算温漂实际系数;S4, performing statistical calculation on all three-dimensional deformation sensing data under the test temperature value in S3, using the statistical calculation result as the actual value of the sensing data, and calculating the actual coefficient of temperature drift according to the actual value of the sensing data and the test temperature value;
S5、对温漂拟合系数和温漂实际系数进行加权计算,得到温漂标定值。S5. Perform weighted calculation on the temperature drift fitting coefficient and the temperature drift actual coefficient to obtain the temperature drift calibration value.
进一步优选的,所述温度试验箱设定的设定测试温度的最大值为70°,最小值为-40°。Further preferably, the maximum value of the set test temperature set by the temperature test box is 70°, and the minimum value is -40°.
进一步优选的,所述温度试验箱按照如下方法,调整测试温度:首先由当前室温降至-40℃,在-40℃温度条件下保持1小时,随后升温至70℃,在70℃温度条件下保持1小时后开始降温,温度降至室温实验完成。Further preferably, the temperature test chamber adjusts the test temperature according to the following method: firstly, it is lowered from the current room temperature to -40°C, kept at -40°C for 1 hour, then heated to 70°C, and then heated to 70°C under the temperature condition of 70°C. After holding for 1 hour, the temperature began to drop, and the temperature dropped to room temperature to complete the experiment.
进一步优选的,所述对测试温度值下的所有三维形变感应数据进行统计计算,包括如下方法:计算测试温度值下,每个刚性传感节段的三维形变感应数据的平均值,将所述平均值作为感应数据实际值。Further preferably, the statistical calculation of all three-dimensional deformation sensing data under the test temperature value includes the following method: calculating the average value of the three-dimensional deformation sensing data of each rigid sensing segment under the test temperature value, and calculating the The average value is taken as the actual value of the sensing data.
进一步优选的,所述对测试温度值下的所有三维形变感应数据进行统计计算,包括如下方法:将测试温度值下,每个刚性传感节段获取的三维形变感应数据,求取中位数,将中位数作为感应数据实际值。Further preferably, the statistical calculation of all three-dimensional deformation sensing data under the test temperature value includes the following method: obtaining the median of the three-dimensional deformation sensing data obtained by each rigid sensing segment under the test temperature value. , take the median as the actual value of the sensing data.
进一步优选的,在S5中,所述对温漂拟合系数和温漂实际系数进行加权计算,包括如下方法: Further preferably, in S5, the weighted calculation of the temperature drift fitting coefficient and the temperature drift actual coefficient includes the following methods:
其中,W标定为温漂标定值,W拟合为温漂拟合系数,W实际为温漂实际系数。Among them, W is the calibration value of temperature drift, W is the fitting coefficient of temperature drift, and W is the actual coefficient of temperature drift.
采用下式计算传感器的拟合温漂系数或实际温漂系数。Use the following formula to calculate the fitted temperature drift coefficient or the actual temperature drift coefficient of the sensor.
公式中,y0(T1)为在室温T1时,传感器的零点输出值;y0(T2)为在规定的高温或低温T2保温规定时间后,传感器的零点输出值;Yfs(T1)为在温度T1下传感器的理论满量程输出。In the formula, y 0 (T 1 ) is the zero-point output value of the sensor at room temperature T1; y 0 (T 2 ) is the zero-point output value of the sensor after the specified high temperature or low temperature T2 is kept for a specified time; Y fs (T 1 ) is the theoretical full-scale output of the sensor at temperature T1.
本发明还提供一种MEMS三维形变监测仪温漂标定系统,包括温控试验箱、MEMS三维形变监测仪、采集设备和上位机;The invention also provides a temperature drift calibration system of a MEMS three-dimensional deformation monitor, comprising a temperature control test box, a MEMS three-dimensional deformation monitor, a collection device and a host computer;
所述温控试验箱用于设定多个测试温度,包括设定测试温度的最大值和最小值;The temperature-controlled test box is used to set a plurality of test temperatures, including setting the maximum and minimum values of the test temperatures;
所述MEMS三维形变监测仪包括个内置MEMS三维形变传感器;The MEMS three-dimensional deformation monitor includes a built-in MEMS three-dimensional deformation sensor;
所述采集设备连接每个MEMS三维形变传感器,用于获取测试温度变换的环境下,每个刚性传感节段的三维形变感应数据;The acquisition device is connected to each MEMS three-dimensional deformation sensor, and is used to obtain the three-dimensional deformation sensing data of each rigid sensing segment under the environment of testing temperature change;
所述上位机以设定的测试温度为自变量,获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,得出温度-三维形变感应数据的拟合公式;将任一测试温度值作为自变量,输入温度-三维形变感应数据的拟合公式中,得出感应数据拟合值,根据所述感应数据拟合值和测试温度值计算温漂拟合系数;对测试温度值下,所有三维形变感应数据进行统计计算,将统计计算结果作为感应数据实际值,根据所述感应数据实际值和所述测试温度值计算温漂实际系数;对温漂拟合系数和温漂实际系数进行加权计算,得到温漂标定值。The host computer takes the set test temperature as the independent variable, and the acquired three-dimensional deformation sensing data as the dependent variable, performs least squares polynomial fitting, and obtains the fitting formula of temperature-three-dimensional deformation sensing data; value as an independent variable, input the fitting formula of temperature-three-dimensional deformation induction data, obtain the fitting value of the induction data, and calculate the temperature drift fitting coefficient according to the fitting value of the induction data and the test temperature value; , perform statistical calculation on all three-dimensional deformation sensing data, take the statistical calculation result as the actual value of the sensing data, and calculate the actual coefficient of temperature drift according to the actual value of the sensing data and the test temperature value; Carry out weighted calculation to obtain the calibration value of temperature drift.
进一步优选的,所述MEMS三维形变监测仪包括多组相连的刚性传感节段和柔性关节,每组所述刚性传感节段与另一组柔性关节连接,所述刚性传感节段中内置MEMS三维形变传感器。Further preferably, the MEMS three-dimensional deformation monitor includes multiple sets of connected rigid sensing segments and flexible joints, each group of the rigid sensing segments is connected to another set of flexible joints, and the rigid sensing segments are Built-in MEMS three-dimensional deformation sensor.
进一步优选的,所述刚性传感节段的长度为0.5m、1m、1.5m不等,所述温度试验箱设定的设定测试温度的最大值为70°,最小值为-40°Further preferably, the length of the rigid sensing segment is 0.5m, 1m, 1.5m, the maximum value of the set test temperature set by the temperature test box is 70°, and the minimum value is -40°
在本发明的一个实施例中,首先MEMS三维形变监测仪按照刚性传感节段、柔性关节、刚性传感节段、柔性关节的顺序连接起来,把连接好后的MEMS三维形变监测仪放入温控实验箱中。(2)设置温控实验箱的温度参数,温度参数设置范围为-40°到70°。(3)实验箱内部的MEMS三维形变监测仪和采集设备相连,采集设备收集实验箱内部的MEMS三维形变监测仪的数据。(4)解算数据,通过最小二乘多项式拟合公式对MEMS三维形变监测仪的数据进行处理,得出用于修正温度漂移的公式。所述的温控实验箱设置好温度后具体的实验过程,首先由当前室温降至-40°,在-40°温度条件下保持1小时,随后升温至70°,在70°温度条件下保持1小时后开始降温,温度降至室温实验完成。In an embodiment of the present invention, firstly, the MEMS three-dimensional deformation monitor is connected in the order of rigid sensing segment, flexible joint, rigid sensing segment, and flexible joint, and the connected MEMS three-dimensional deformation monitor is put into in a temperature-controlled laboratory box. (2) Set the temperature parameters of the temperature control experiment box, the temperature parameter setting range is -40° to 70°. (3) The MEMS three-dimensional deformation monitor inside the experimental box is connected to the acquisition device, and the acquisition device collects the data of the MEMS three-dimensional deformation monitor inside the experimental box. (4) Solve the data, process the data of the MEMS three-dimensional deformation monitor through the least square polynomial fitting formula, and obtain the formula for correcting the temperature drift. The specific experimental process after the temperature of the temperature-controlled experimental box is set, is first lowered from the current room temperature to -40°, kept for 1 hour under the -40° temperature condition, then heated to 70°, and kept under the 70° temperature condition. After 1 hour, the temperature was lowered to room temperature and the experiment was completed.
以设定的测试温度为自变量,获取的三维形变感应数据为因变量,进行最小二乘多项式拟合,得出温度-三维形变感应数据的拟合公式,根据给定的m个点,并不要求这条曲线精确地经过这些点,而是曲线y=f(x)的近似曲线y=φ(x)。一般情况提高拟合多项式的阶数并不能提高拟合精度,并且采集到的数据曲线也是呈一条弧线,所以采用多项拟合阶数为二阶的即可。二阶的计算公式如下:Taking the set test temperature as the independent variable and the acquired three-dimensional deformation sensing data as the dependent variable, the least squares polynomial fitting is performed to obtain the fitting formula of temperature-three-dimensional deformation sensing data. According to the given m points, and The curve is not required to pass through these points exactly, but an approximation of the curve y=f(x), y=[phi](x). In general, increasing the order of the fitting polynomial cannot improve the fitting accuracy, and the collected data curve is also an arc, so the order of the polynomial fitting is second-order. The second-order calculation formula is as follows:
y=a0+a1x+a2x2 y=a 0 +a 1 x+a 2 x 2
采用最小二乘法的二次拟合,拟合后得到温度-三维形变感应数据的拟合公式。The quadratic fitting of the least squares method is used to obtain the fitting formula of temperature-three-dimensional deformation induction data after fitting.
在本说明书的描述中,参考术语“一个实施例”、“一些实施例”、“示例”、“具体示例”、或“一些示例”等的描述意指结合该实施例或示例描述的具体特征、结构、材料或者特点包含于本发明的至少一个实施例或示例中。在本说明书中,对上述术语的示意性表述不一定指的是相同的实施例或示例。而且,描述的具体特征、结构、材料或者特点可以在任何的一个或多个实施例或示例中以合适的方式结合。In the description of this specification, description with reference to the terms "one embodiment," "some embodiments," "example," "specific example," or "some examples", etc., mean specific features described in connection with the embodiment or example , structure, material or feature is included in at least one embodiment or example of the present invention. In this specification, schematic representations of the above terms do not necessarily refer to the same embodiment or example. Furthermore, the particular features, structures, materials or characteristics described may be combined in any suitable manner in any one or more embodiments or examples.
尽管上面已经示出和描述了本发明的实施例,可以理解的是,上述实施例是示例性的,不能理解为对本发明的限制,本领域的普通技术人员在不脱离本发明的原理和宗旨的情况下在本发明的范围内可以对上述实施例进行变化、修改、替换和变型。本发明的范围由所附权利要求及其等同限定。Although the embodiments of the present invention have been shown and described above, it should be understood that the above embodiments are exemplary and should not be construed as limiting the present invention, and those of ordinary skill in the art will not depart from the principles and spirit of the present invention Variations, modifications, substitutions, and alterations to the above-described embodiments are possible within the scope of the present invention without departing from the scope of the present invention. The scope of the invention is defined by the appended claims and their equivalents.
Claims (9)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202210381646.3A CN115046524B (en) | 2022-04-12 | 2022-04-12 | Temperature drift calibration method and system for MEMS three-dimensional deformation monitor |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202210381646.3A CN115046524B (en) | 2022-04-12 | 2022-04-12 | Temperature drift calibration method and system for MEMS three-dimensional deformation monitor |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| CN115046524A true CN115046524A (en) | 2022-09-13 |
| CN115046524B CN115046524B (en) | 2025-05-23 |
Family
ID=83158180
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202210381646.3A Active CN115046524B (en) | 2022-04-12 | 2022-04-12 | Temperature drift calibration method and system for MEMS three-dimensional deformation monitor |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN115046524B (en) |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN119573651A (en) * | 2023-09-06 | 2025-03-07 | 杭州柔谷科技有限公司 | Calibration method, device, electronic device and storage medium for strain acquisition equipment |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6850859B1 (en) * | 2003-12-03 | 2005-02-01 | Watlow Electric Manufacturing Company | Sensor drift compensation by lot |
| CN106840516A (en) * | 2017-03-02 | 2017-06-13 | 成都信息工程大学 | A kind of pressure gauge temperature drift scaling method based on fitting of a polynomial |
| CN113932830A (en) * | 2021-09-14 | 2022-01-14 | 哈尔滨工程大学 | MEMS device temperature drift error precision measurement method based on heat conduction analysis |
| CN113948846A (en) * | 2021-10-12 | 2022-01-18 | 北京微纳星空科技有限公司 | Satellite-borne phased array antenna temperature deformation calibration system, measurement system and method |
-
2022
- 2022-04-12 CN CN202210381646.3A patent/CN115046524B/en active Active
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6850859B1 (en) * | 2003-12-03 | 2005-02-01 | Watlow Electric Manufacturing Company | Sensor drift compensation by lot |
| CN106840516A (en) * | 2017-03-02 | 2017-06-13 | 成都信息工程大学 | A kind of pressure gauge temperature drift scaling method based on fitting of a polynomial |
| CN113932830A (en) * | 2021-09-14 | 2022-01-14 | 哈尔滨工程大学 | MEMS device temperature drift error precision measurement method based on heat conduction analysis |
| CN113948846A (en) * | 2021-10-12 | 2022-01-18 | 北京微纳星空科技有限公司 | Satellite-borne phased array antenna temperature deformation calibration system, measurement system and method |
Non-Patent Citations (1)
| Title |
|---|
| 杨谢天: "MEMS闭环加速度计温漂数字化处理", 《现代制造技术与装备》, 15 June 2020 (2020-06-15) * |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN119573651A (en) * | 2023-09-06 | 2025-03-07 | 杭州柔谷科技有限公司 | Calibration method, device, electronic device and storage medium for strain acquisition equipment |
Also Published As
| Publication number | Publication date |
|---|---|
| CN115046524B (en) | 2025-05-23 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| AU2012391003B2 (en) | System and method for three dimensional calibration of force plates | |
| CN107741295A (en) | A MENS capacitive air pressure sensor test calibration device and method | |
| CN110879302A (en) | A method for temperature compensation of quartz resonant differential accelerometer | |
| CN109459704B (en) | Compensation correction method and device for lithium ion battery capacity grading capacity | |
| US20220397395A1 (en) | Sensor linearization based upon correction of static and frequency-dependent non-linearities | |
| CN111795744A (en) | Infrared temperature measurement compensation method based on binocular camera ranging | |
| CN115046524A (en) | Temperature drift calibration method and system for MEMS three-dimensional deformation monitor | |
| CN116256536A (en) | A Circumferential Temperature Compensation Calibration Method for Digital Accelerometer | |
| CN113075571A (en) | Lithium ion battery OCV determining method, device and system | |
| CN107273336A (en) | A kind of curve-fitting method based on least square method | |
| CN112578148B (en) | High-precision temperature compensation method for MEMS accelerometer | |
| CN107706121A (en) | The precision consistent correction method and system of more test equipment batch testings | |
| CN111308112A (en) | Temperature compensation system based on neural network | |
| Nadi et al. | Embedded system design and implementation of standard auto-calibrated measurement chain | |
| CN110657821B (en) | Calibration method of track detection inertia measurement device | |
| JP6653479B2 (en) | Inertial force sensor | |
| CN111336964B (en) | Error compensation method and measurement error evaluation method based on uniaxial symmetric etalon | |
| CN103454453A (en) | Acceleration sensor chip production verifying compensation method | |
| CN116858698A (en) | Evaluation method of metal rotary bending testing machine by strain method | |
| CN110990823B (en) | A device fingerprint extraction method based on smartphone sensors | |
| CN115291123B (en) | Method for characterizing a plurality of battery cells, battery parameter estimation device and method | |
| CN115267257B (en) | A method for automatic calibration of MEMS accelerometer | |
| CN116007824B (en) | Error correction method and module of silicon piezoresistive air pressure sensing module | |
| CN114136461B (en) | An infrared temperature measurement method, system, device and computer-readable storage medium | |
| TW202503291A (en) | Battery device, control method, and control program |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination | ||
| GR01 | Patent grant | ||
| GR01 | Patent grant |



