Fault detection and isolation (FDI) techniques based on principal component analysis (PCA) are proposed. The main notable features of these techniques are stemmed from their implicity, low computational cost, and credibility to real industrial processes monitoring. Different applications are used to measure the validity, reliability and credibility of these techniques. The proposed techniques are fairly general and are applicable to most industrial processes