“…The key to conducting principal component analysis is to determine the number of new composite parameters that can describe all the characteristic information of the original AE signal parameters to the greatest extent possible, while minimizing the number of new parameters [47][48][49]. Therefore, PCA analyses are employed to recombine AE characteristic parameters, including rise time, count, energy, duration, amplitude, amplitude frequency, signal strength, central frequency, and peak frequency, which have a certain relevance, to form a new set of independent characteristics.…”