In this chapter, we will discuss the measurement uncertainty in intelligent
instruments; the data processing algorithms in industrial intelligent instruments; the
inverse problem and its processing method; the intelligent computing includes the deep
learning and machine learning arithmetic in the intelligent instrument design.
Keywords: CNN, DAS channel, Deep learning, FFT, Inverse problem, Machine
learning, Neural Networks, PID, Software filter, SPWM, Uncertainty.