The identification of the irregular component involves: 1. Statistical Methods: Techniques like time-series analysis and Fourier analysis are used to separate the irregular component from systematic patterns. 2. Residual Analysis: After removing known seasonal and trend components, the remaining residuals are analyzed to understand the extent of irregularities. 3. Visualization Tools: Graphical tools such as control charts and scatter plots help in visualizing random fluctuations.
