The fault monitoring and diagnosis of industrial machineries are very significant in Industry
4.0 revolution but are often complicated and labour intensive. The application of artificial …

The planetary gearbox plays a vital role in many heavy-duty power transmission systems. It
is essential to monitor such systems for smooth and continuous operations to anticipate …

In the milling process, the condition of the tool is the important factor that determines the
quality of the machined product. Hence, monitoring the condition of the tool becomes …

This paper presents a comparative study of two artificial intelligent systems, namely;
Multilayer Perceptron (MLP) and support vector machine (SVM), to classify six fault …

This paper explores artificial intelligent training schemes based on multilayer perceptron,
considering back propagation and genetic algorithm (GA). The hybrid scheme is compared …

Machine learning algorithms are used for building classifier models. The rule-based
decision tree classifiers are popular ones. However, the performance of the decision tree …

Centrifugal pumps are complex machines which can experience different types of fault.
Condition monitoring can be used in centrifugal pump fault detection through vibration …

Rotating machines play a vital role in many process industries. Vibration analysis is a
common form of monitoring their condition. This paper reviews the application of wavelet …

Centrifugal pump is an instrument that is widely used in industry and has become the main
driving component. A detection system is often needed to prevent damage to these pumps …

In this chapter, the implementation of the pre-processing and feature extraction stage for the
vibration signals of the centrifugal pump is presented. There are seven different cases of the …