Research Article
Statistical Process Monitoring with Biogeography-Based Optimization Independent Component Analysis
| Fault number | FastICA | BBO-ICA | PSO-ICA | Initial iterative point 1 | Initial iterative point 2 | FDR (%) | FAR (%) | FDR (%) | FAR (%) | FDR (%) | FAR (%) | FDR (%) | FAR (%) |
| | 61.08 | 2.11 | 0.62 | 1.78 | 61.83 | 2.11 | 51.34 | 2.56 | | 55.9 | 2.11 | 1.25 | 1.78 | 62.84 | 2.0 | 53.34 | 2.67 | | 1.19 | 2.11 | 0.87 | 1.78 | 1.19 | 1.78 | 1.56 | 2.89 | | 1.12 | 2.11 | 0.99 | 1.78 | 1.19 | 2.11 | 0 | 0.67 | | 1.37 | 2.11 | 0.87 | 1.78 | 1.06 | 1.89 | 0.43 | 1.22 | | 1.37 | 2.11 | 0.87 | 1.78 | 1.19 | 1.89 | 1.43 | 2.44 | | 99.94 | 2.11 | 99.94 | 1.78 | 99.94 | 2.11 | 99.94 | 2.89 | | 1.12 | 2.11 | 0.87 | 1.78 | 1.06 | 2.0 | 1.67 | 1.68 | | 1.12 | 2.11 | 0.87 | 1.78 | 1.06 | 2.0 | 1.06 | 2.67 | | 53.52 | 2.11 | 0.87 | 1.78 | 47.35 | 2.0 | 40.85 | 2.89 | | 4.06 | 2.11 | 0.99 | 1.78 | 3.94 | 2.11 | 3.5 | 4.0 | | 0.99 | 2.11 | 0.62 | 1.78 | 0.44 | 1.33 | 0.49 | 1.33 | | 61.09 | 2.11 | 0.62 | 1.78 | 61.83 | 2.11 | 36.16 | 1.78 | | 1.12 | 2.11 | 0.87 | 1.78 | 1.06 | 1.89 | 2.37 | 2.22 | | 93.94 | 2.11 | 57.15 | 1.78 | 93.07 | 1.56 | 92.44 | 2.56 | | 38.6 | 2.11 | 0.62 | 1.78 | 33.04 | 1.89 | 34.67 | 3.0 | | 99.94 | 2.11 | 99.94 | 1.78 | 99.94 | 1.44 | 99.94 | 2.33 | | 61.21 | 2.11 | 0.62 | 1.78 | 62.27 | 2.11 | 61.78 | 2.22 | | 25.86 | 2.11 | 0.56 | 1.78 | 31.48 | 1.78 | 19.49 | 2.22 |
|
|