Numerical error and temporal analysis of embedded magnetic sensor calibration using ARM Cortex-M4 Processor

R. Victor Croisfelt, Guilherme B.Da Silva, Daniel S. Batista, Marcelo C. Tosin, Francisco Granziera

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

Abstrakt

This work describes the implementation and results related to the numerical error and the temporal analysis of the calibration methodology of an embedded magnetometer. The system tested is part of an attitude determination system for aerospace applications, which uses low-cost tri-axial MEMS (micro electromechanical systems) magnetometer and an ARM Cortex-M4 as the processing unit. In order to validate and develop an efficient methodology for in run calibration, two different calibration algorithms were evaluated: a Two-Step process and a Minimum Variance Estimator (MVE), both described in the literature. The sensor's model consists of nine parameters to be estimated: bias, scale factor and misalignment angles between axes. A Test Unit was developed to evaluate both the numerical and temporal results of calibration. It uses IEEE 754 floating point standard variables with 32-bit and 64-bit wide in the ARM Cortex-M4. The former can be executed within the processor's Float Point Unit and the later cannot. The numerical data are compared to the one obtained using a Matlab code simulation. Result shows that the Two-Step present numerical instability for 32-bit wide variables, while the Minimum Variance Estimator has an inferior temporal execution but did not present such numerical issues.

OriginalsprogEngelsk
Titel2018 13th IEEE International Conference on Industry Applications, INDUSCON 2018 - Proceedings
RedaktørerMarcos de Sales Guerra Tsuzuki, Fabricio Junqueira
Antal sider8
ForlagInstitute of Electrical and Electronics Engineers Inc.
Publikationsdato25 jan. 2019
Sider1387-1394
Artikelnummer8627205
ISBN (Elektronisk)9781538679951
DOI
StatusUdgivet - 25 jan. 2019
Udgivet eksterntJa
Begivenhed13th IEEE International Conference on Industry Applications, INDUSCON 2018 - Sao Paulo, Brasilien
Varighed: 11 nov. 201814 nov. 2018

Konference

Konference13th IEEE International Conference on Industry Applications, INDUSCON 2018
Land/OmrådeBrasilien
BySao Paulo
Periode11/11/201814/11/2018
Navn2018 13th IEEE International Conference on Industry Applications, INDUSCON 2018 - Proceedings

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Publisher Copyright:
© 2018 IEEE.

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