Ping the exact same distance and positioning in relation towards the source emitting the sound signal. In Figure 14, the signals for the single-tone test might be seen. It really is verified that, within the time domain, the outcomes with the created program and from the commercial recorder are satisfactory, preserving the characteristics of the original signal.Figure 14. Acquisition of a single tone signal–1500 Hz sine wave.In Figure 15, the FFT with the signals is appropriately demonstrated. It is noticed that each the signal acquired by the created system, at the same time because the one particular acquired by the commercial recorder, adequately preserved the traits of your signal in the frequency domain.Figure 15. FFT of a single tone signal–1500 Hz sine wave.Sensors 2021, 21,14 ofThe outcomes for the acquisition of your two-tone signal may be observed in Figure 16. It’s observed that the created acquisition system was in a position to obtain audio with qualities close to the original signal. On the other hand, the commercial recorder made use of for comparison was not able to ensure a faithful reproduction of the emitted waveform.Figure 16. Acquisition of a two-tone signal: F1 = 600 Hz/F2 = 1000 Hz.Concerning frequency domain evaluation, the outcomes of the two systems in comparison demonstrate that the peaks of the original signal were appropriately identified inside the signals acquired with the sound acquisition systems in comparison, as shown in Figure 17.Figure 17. FFT of a two-tone signal: F1 = 600 Hz/F2 = 1000 Hz.In the final test performed, the results proved to be far more discrepant. In Figure 18, it could be observed that the experienced recording technique failed to comply with the behavior of your original AM signal. The created technique, having said that, managed to preserve the essence with the test signal, such behavior getting considered satisfactory.Sensors 2021, 21,15 ofFigure 18. Acquisition of an AM signal–carrier: 1 kHz/modulator: one hundred Hz.Inside the frequency domain, as shown in Figure 19, the created system was capable to preserve the traits of your original signal. The industrial recorder, however, presented a functionality under what was considered satisfactory.Figure 19. FFT of an AM signal–carrier: 1 kHz/modulator: 100 Hz.As outlined by the obtained benefits, it was Decanoyl-RVKR-CMK Technical Information viewed as that, normally, the developed sound acquisition method presents a efficiency in accordance with what is Vc-seco-DUBA Antibody-drug Conjugate/ADC Related anticipated for the present research. With respect towards the signals obtained, Figures 202 represent samples of your raw signals obtained for the 12 classification states regarded as.Sensors 2021, 21,16 ofFigure 20. Samples of your studied signals–Normal, SCM, DCM and BCL.Figure 21. Samples of your studied signals–BPD, BS, BCL + SCM and BCL + DCM.Figure 22. Samples with the studied signals–BPD + SCM, BPD + DCM, BS + SCM and BS + DCM.Sensors 2021, 21,17 of5.2. Wavelet-Based Fault Detection and Isolation Technique The dataset utilised for classification included samples in the basic misfire and belt failures, also because the mixture of these two categories. For the SCM failure, for the absence of combustion in every one of many combustion chambers, 75 samples had been collected, totaling 300 signals. For the DCM failure, absences of combustion in two chambers at a time were observed, taking into consideration the cylinders that operate in pairs in the combustion sequence. Within this case, there were 150 samples for every pair, totaling 300 samples. Taking into consideration the combined failures of your belt and misfire, precisely the same logic was followed. For BCL + SCM, BPD + SCM and BS + SCM f.
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