Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference
In order to quantitatively study the interfered output of the accelerometer under an acoustic injection attack, a mathematical model for fitting and predicting the accelerometer output was proposed. With ADXL103 as an example, an acoustic injection attack experiment with amplitude sweeping and frequ...
Main Authors: | , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-01-01
|
Series: | Sensors |
Subjects: | |
Online Access: | https://www.mdpi.com/1424-8220/21/3/945 |
_version_ | 1827605302256599040 |
---|---|
author | Peng Guo Jiayu Zhang Lihui Feng Jianmin Cui Chaoyang Xing |
author_facet | Peng Guo Jiayu Zhang Lihui Feng Jianmin Cui Chaoyang Xing |
author_sort | Peng Guo |
collection | DOAJ |
description | In order to quantitatively study the interfered output of the accelerometer under an acoustic injection attack, a mathematical model for fitting and predicting the accelerometer output was proposed. With ADXL103 as an example, an acoustic injection attack experiment with amplitude sweeping and frequency sweeping was performed. In the mathematical model, the R-squared coefficient was <i>R</i><sup>2</sup> = 0.9990 in the acoustic injection attack experiment with amplitude sweeping, and <i>R</i><sup>2</sup> = 0.9888 with frequency sweeping. Based on the mathematical model, the dual frequency acoustic injection attack mode was proposed. The difference frequency signal caused by the nonlinear effect was not filtered by the low-pass filter. At a 115 dB sound pressure level, the maximum acceleration bias of the output was 4.4 m/s<sup>2</sup> and the maximum amplitude of fluctuation was 4.97 m/s<sup>2</sup>. Two kinds of methods of prevention against acoustic injection attack were proposed, including changing the damping ratio of the accelerometer and adding a preposition low-pass filter. |
first_indexed | 2024-03-09T06:18:59Z |
format | Article |
id | doaj.art-9b0f15236fc94920ab334ebcfbcc906f |
institution | Directory Open Access Journal |
issn | 1424-8220 |
language | English |
last_indexed | 2024-03-09T06:18:59Z |
publishDate | 2021-01-01 |
publisher | MDPI AG |
record_format | Article |
series | Sensors |
spelling | doaj.art-9b0f15236fc94920ab334ebcfbcc906f2023-12-03T11:50:20ZengMDPI AGSensors1424-82202021-01-0121394510.3390/s21030945Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic InterferencePeng Guo0Jiayu Zhang1Lihui Feng2Jianmin Cui3Chaoyang Xing4The Key Laboratory of Photonics Information Technology, Ministry of Industry and Information Technology, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, ChinaThe Key Laboratory of Photonics Information Technology, Ministry of Industry and Information Technology, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, ChinaThe Key Laboratory of Photonics Information Technology, Ministry of Industry and Information Technology, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, ChinaThe Key Laboratory of Photonics Information Technology, Ministry of Industry and Information Technology, School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, ChinaBeijing Institute of Aerospace Control Device, Beijing 100094, ChinaIn order to quantitatively study the interfered output of the accelerometer under an acoustic injection attack, a mathematical model for fitting and predicting the accelerometer output was proposed. With ADXL103 as an example, an acoustic injection attack experiment with amplitude sweeping and frequency sweeping was performed. In the mathematical model, the R-squared coefficient was <i>R</i><sup>2</sup> = 0.9990 in the acoustic injection attack experiment with amplitude sweeping, and <i>R</i><sup>2</sup> = 0.9888 with frequency sweeping. Based on the mathematical model, the dual frequency acoustic injection attack mode was proposed. The difference frequency signal caused by the nonlinear effect was not filtered by the low-pass filter. At a 115 dB sound pressure level, the maximum acceleration bias of the output was 4.4 m/s<sup>2</sup> and the maximum amplitude of fluctuation was 4.97 m/s<sup>2</sup>. Two kinds of methods of prevention against acoustic injection attack were proposed, including changing the damping ratio of the accelerometer and adding a preposition low-pass filter.https://www.mdpi.com/1424-8220/21/3/945MEMS accelerometeracoustic injectionnonlinear effectsshort-time Fourier transformresonance frequency |
spellingShingle | Peng Guo Jiayu Zhang Lihui Feng Jianmin Cui Chaoyang Xing Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference Sensors MEMS accelerometer acoustic injection nonlinear effects short-time Fourier transform resonance frequency |
title | Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference |
title_full | Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference |
title_fullStr | Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference |
title_full_unstemmed | Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference |
title_short | Theoretical and Experimental Study on Nonlinear Failure of an MEMS Accelerometer under Dual Frequency Acoustic Interference |
title_sort | theoretical and experimental study on nonlinear failure of an mems accelerometer under dual frequency acoustic interference |
topic | MEMS accelerometer acoustic injection nonlinear effects short-time Fourier transform resonance frequency |
url | https://www.mdpi.com/1424-8220/21/3/945 |
work_keys_str_mv | AT pengguo theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference AT jiayuzhang theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference AT lihuifeng theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference AT jianmincui theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference AT chaoyangxing theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference |