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...

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Main Authors: Peng Guo, Jiayu Zhang, Lihui Feng, Jianmin Cui, Chaoyang Xing
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/3/945
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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.
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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
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AT lihuifeng theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference
AT jianmincui theoreticalandexperimentalstudyonnonlinearfailureofanmemsaccelerometerunderdualfrequencyacousticinterference
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