Simplification of calibration of low-cost MEMS accelerometer and its temperature compensation without accurate laboratory equipment
- 1. Department of Electrical and Computer Engineering, Isfahan University of Technology, Isfahan (Iran, Islamic Republic of)
- 2. Department of Electrical Engineering, Iran University of Science and Technology, Tehran (Iran, Islamic Republic of)
Description
A nonlinear cost function is defined for field calibration of the accelerometer, using the rule that the norm of the measured vector in a static state is equal to the magnitude of the gravity vector. To solve this cost function, various optimization methods like Newton and Levenberg–Marquardt have been presented in different references. However, these methods are complicated, time-consuming, and require an initial value. This study presents a method that simplifies the cost function and obtains the error coefficients, including bias, scale factor, and non-orthogonality using the linear least-squares method which is simpler and faster than other optimization methods and does not need initial values. Also, the output of the low-cost MEMS accelerometer depends on temperature due to its silicon property. Thus, by finding the dependency of the error coefficients on temperature, they can be compensated. This paper models dependency of error coefficients on temperature using cubic spline interpolation and minimizes the temperature effect. Simulation results of MATLAB and the proposed field calibration method and temperature compensation on the low-cost MPU6050 sensor show its good performance. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1361-6501/abd0bfAdditional details
Identifiers
Publishing Information
- Journal Title
- Measurement Science and Technology
- Journal Volume
- 32
- Journal Issue
- 4
- Journal Page Range
- [9 p.]
- ISSN
- 0957-0233
- CODEN
- MSTCEP
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 53045984
- Subject category
- S46: INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY;
- Descriptors DEI
- ACCELEROMETERS; CALIBRATION; ERRORS; LABORATORY EQUIPMENT; LEAST SQUARE FIT; MEMS; OPTIMIZATION; PERFORMANCE; SENSORS; SILICON; SIMULATION; TEMPERATURE DEPENDENCE; VECTORS
- Descriptors DEC
- ELEMENTS; EQUIPMENT; MATHEMATICAL SOLUTIONS; MAXIMUM-LIKELIHOOD FIT; MEASURING INSTRUMENTS; NUMERICAL SOLUTION; SEMIMETALS; TENSORS