Abstract:
This work is of multidisciplinary concept, whose development is difficult to perform. Considering also that, in one of the steps, the similarity between the FRF of the vibration and acoustic signal is demonstrated. The objective of this work is the analysis and prognosis of the progression of failures of a pair of gears using the artificial immune system (AIS) of negative selection. In order to have this condition met, during the development of this work, the Wiener filter technique, the vibration and acoustic signal analysis (FRF), the application of negative selection AIS techniques for classification and grouping of signals were applied. The final result successfully demonstrates the effectiveness of the development process of this work and the robustness of the negative selection AIS algorithm.
Reference:
OUTA, Roberto; CHAVARETTE, Fabio Roberto; MISHRA, Vishnu Narayan; GONÇALVES, Aparecido Carlos; GARCIA, Adriana; PINTO, Sandro da Silva; RATHOUR, Lakshmi Narayan. Analysis and prognosis of failures in intelligent hybrid systems using bioengineering: gear coupling. The Journal of Engineering and Exact Science, v.8, n.1, p.1-19, jan., 2022.
Access to the article on the Journal’s website:
https://periodicos.ufv.br/jcec/article/view/13673/7110
This work is of multidisciplinary concept, whose development is difficult to perform. Considering also that, in one of the steps, the similarity between the FRF of the vibration and acoustic signal is demonstrated. The objective of this work is the analysis and prognosis of the progression of failures of a pair of gears using the artificial immune system (AIS) of negative selection. In order to have this condition met, during the development of this work, the Wiener filter technique, the vibration and acoustic signal analysis (FRF), the application of negative selection AIS techniques for classification and grouping of signals were applied. The final result successfully demonstrates the effectiveness of the development process of this work and the robustness of the negative selection AIS algorithm.
Reference:
OUTA, Roberto; CHAVARETTE, Fabio Roberto; MISHRA, Vishnu Narayan; GONÇALVES, Aparecido Carlos; GARCIA, Adriana; PINTO, Sandro da Silva; RATHOUR, Lakshmi Narayan. Analysis and prognosis of failures in intelligent hybrid systems using bioengineering: gear coupling. The Journal of Engineering and Exact Science, v.8, n.1, p.1-19, jan., 2022.
Access to the article on the Journal’s website:
https://periodicos.ufv.br/jcec/article/view/13673/7110
