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Research Article

High-dimensional control charts with application to surveillance of grease damage in bearings of wind turbines

, , &
Article: 2377739 | Received 09 Oct 2023, Accepted 01 Jul 2024, Published online: 09 Jul 2024

Figures & data

Table 1. Control limits of the proposed charts under lower dimensions with m=30 and n=30.

Table 2. ARL (SDRL) comparison of Hotelling’s T2 and proposed charts with m = 30, n = 30.

Table 3. Control limits of the proposed charts under higher dimensions.

Table 4. ARL (SDRL) comparison of DR and SD charts with m=n=30% and m=30%,n=45%.

Figure 1. Schematic diagram for the implementation of proposed charts.

Figure 1. Schematic diagram for the implementation of proposed charts.

Figure 2. Wind turbine configuration (a) gearbox operated wind turbine (Fierro, Citation2016) and (b) direct-drive wind turbine (Oyague, Citation2009).

Figure 2. Wind turbine configuration (a) gearbox operated wind turbine (Fierro, Citation2016) and (b) direct-drive wind turbine (Oyague, Citation2009).

Figure 3. Change point analysis by fitting different models.

Figure 3. Change point analysis by fitting different models.

Figure 4. Graphical displays of plotting statistics for DR, BS, and SD charts corresponding to their control limits.

Figure 4. Graphical displays of plotting statistics for DR, BS, and SD charts corresponding to their control limits.