| Upper control limit (UCL) | UCL = Mean + 3StD = X + 3σ |
| Upper warning limit (UWL) | UWL = Mean + 2StD = X + 2σ |
| Control line (CL) | CL = Mean X |
| Lower warning limit (LWL) | LWL = Mean − 2StD = X − 2σ |
| Lower control limit (LCL) CL = Mean − 3StD = X − 3σ |
[i] Note: UWL and LWL are calculated using the mean , where represents an estimate of the process population standard deviation, calculated from sample data using either the sample standard deviation s or the range-based estimator where the constants A2, D3, D4, and d2 are defined in Table 2. Since the population standard deviation is unknown, the sample standard deviation is used as its estimator. These limits provide early warnings before reaching control limits.
Table 1.
Distinction between Shewhart and Westgard rules in quality control.
| Aspect | Shewhart rules | Westgard rules |
|---|---|---|
| Origin | Walter A. Shewhart (industrial SPC) | James Westgard (clinical chemistry QC) |
| Application area | Manufacturing, engineering, calibration | Clinical laboratories, patient testing |
| Focus | Process stability & control | Analytical run validity & error detection |
| Tools used | X̅, R, S control charts | QC charts with multi-rule criteria |
| Decision outcome | Detects out-of-control process behavior | Accept/reject patient test runs |

Fig. 1.
Example of X- and R-chart.
Table 2.
Control chart constants (X̅- and R-charts).
| Sample size = m | A2 | A3 | d2 | D3 | D4 | B3 | B4 |
|---|---|---|---|---|---|---|---|
| 2 | 1.880 | 2.659 | 1.128 | 0 | 3.267 | 0 | 3.267 |
| 3 | 1.023 | 1.954 | 1.693 | 0 | 2.574 | 0 | 2.568 |
| 4 | 0.729 | 1.628 | 2.059 | 0 | 2.282 | 0 | 2.266 |
| 5 | 0.577 | 1.427 | 2.326 | 0 | 2.114 | 0 | 2.089 |
| 6 | 0.483 | 1.287 | 2.534 | 0 | 2.004 | 0.030 | 1.970 |
| 7 | 0.419 | 1.182 | 2.704 | 0.076 | 1.924 | 0.118 | 1.882 |
| 8 | 0.373 | 1.099 | 2.847 | 0.136 | 1.864 | 0.185 | 1.815 |
| 9 | 0.337 | 1.032 | 2.97 | 0.184 | 1.816 | 0.239 | 1.761 |
| 10 | 0.308 | 0.975 | 3.078 | 0.223 | 1.777 | 0.284 | 1.716 |
Table 3.
The uncertainty budget of the platinum resistance thermometer (Pt-100) at 200 °C.
| Symbol | Source uncertainty | Value Xi ± (°C, Ω) | Divisor | Sensitivity coefficient | Uncertainty contribution | Method of estimation |
|---|---|---|---|---|---|---|
| Ust1 | Uncertainty of standard | 0.005 | 2 | 1 | 0.0025 | Calibration certificate |
| Ures | Resolution | 0.0001 | 3.46 | 1 | 2.88675E-05 | Digital indicator = 0.5 of resolution |
| Umul | Bridge | 0.0003 | 2 | 2.5 | 0.00037 | Calibration certificate |
| Udrf | Drift of bridge | 0 | 2 | 1 | 0 | Maximum difference between two successive calibrations of the standard |
| Ures uut | Resolution of UUT | 0.001 | 3.46 | 1 | 0.00028 | Digital indicator = 0.5 of resolution |
| Uaxi | Axial of dry block | 0.07 | 1.73 | 1 | 0.040 | Maximum difference between dry block holes for axial measurement |
| Urad | Radial of dry block | 0.04 | 1.73 | 1 | 0.023 | Maximum difference between dry block holes for radial measurement |
| Ustab | Stability of dry block | 0.05 | 3.46 | 1 | 0.0144 | Difference between maximum and minimum value of measurements |
| Uhyst | Hysteresis effects | 0.01 | 1.73 | 1 | 0.007 | Maximum difference between increase and decrease measurements |
| Urep | Repeatability (A) | 0.002 | 1 | 1 | 0.002 | Standard deviation of measurements |
| Combined uncertainty | 0.049 | |||||
| Expanded uncertainty | ± 0.09 oC |
Table 4.
The raw calibration readings of Pt-100 thermometer at (200 °C, 150 °C, and 70 °C).
| Setting | Groups | Reading [°C] | ||||
| 1 | 2 | 3 | 4 | 5 | ||
| 200 °C | 1 | 200.4 | 200.5 | 200.5 | 200.4 | 200.5 |
| 2 | 200.6 | 200.6 | 200.5 | 200.5 | 200.6 | |
| 3 | 200.3 | 200.5 | 200.4 | 200.6 | 200.7 | |
| 4 | 200.6 | 200.5 | 200.5 | 200.4 | 200.6 | |
| 5 | 200.3 | 200.4 | 200.6 | 200.5 | 200.5 | |
| Setting | Groups | Reading [°C] | ||||
| 1 | 2 | 3 | 4 | 5 | ||
| 150 °C | 1 | 148.8 | 148.6 | 148.7 | 148.8 | 148.5 |
| 2 | 148.7 | 148.6 | 148.5 | 148.7 | 148.6 | |
| 3 | 148.7 | 148.6 | 148.8 | 148.7 | 148.7 | |
| 4 | 148.9 | 148.7 | 148.8 | 148.7 | 148.6 | |
| 5 | 148.7 | 148.8 | 148.7 | 148.6 | 148.7 | |
| Setting | Groups | Reading [°C] | ||||
| 1 | 2 | 3 | 4 | 5 | ||
| 70 °C | 1 | 67.5 | 67.6 | 67.5 | 67.3 | 67.5 |
| 2 | 67.7 | 67.6 | 67.5 | 67.4 | 67.6 | |
| 3 | 67.3 | 67.5 | 67.4 | 67.6 | 67.7 | |
| 4 | 67.6 | 67.7 | 67.5 | 67.4 | 67.6 | |
| 5 | 67.2 | 67.4 | 67.6 | 67.6 | 67.5 | |
Table 5.
Control charts, constants, and calculated limits for Pt-100 calibration subgroup statistics.
| X̅ | R | S | σ | X̿ | R̅ | S̅ |
|---|---|---|---|---|---|---|
| 67.48 | 0.3 | 0.109544512 | 0.130128142 | 67.512 | 0.34 | 0.126802209 |
| 67.56 | 0.3 | 0.114017543 | ||||
| 67.50 | 0.4 | 0.129099445 | ||||
| 67.56 | 0.3 | 0.114017543 | ||||
| 67.46 | 0.4 | 0.167332005 |
| A2 | B3 | B4 | D3 | D4 | X̅UCL | X̅LCL | RUCL | RLCL | SUCL | SLCL |
|---|---|---|---|---|---|---|---|---|---|---|
| 0.577 | 0 | 2.089 | 0 | 2.114 | 67.69664 | 67.32736 | 0.718 | 0 | 0.2681 | 0 |
Table 6.
The calculated control limits for the platinum resistance thermometer (Pt-100) calibration process over multiple years.
| Date | Reading [°C] | X̿ [°C] | 1σ | 2σ | 3σ | 1σ | 2σ | 3σ |
|---|---|---|---|---|---|---|---|---|
| UWL [°C] | LWL [°C] | |||||||
| 20 March 2021 | 67.48 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 20 June 2021 | 67.60 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 12 September 2021 | 67.42 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 December 2021 | 67.56 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 March 2022 | 67.54 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 June 2022 | 67.50 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 September 2022 | 67.60 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 December 2022 | 67.50 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 19 March 2023 | 67.56 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 19 June 2023 | 67.48 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 19 September 2023 | 67.42 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 22 December 2023 | 67.60 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 19 March 2024 | 67.46 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 25 June 2024 | 67.54 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 25 September 2024 | 67.60 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |
| 19 December 2024 | 67.50 | 67.512 | 67.64212814 | 67.77225628 | 67.90238443 | 67.38187186 | 67.25174372 | 67.12161557 |

Fig. 2.
X̅ control chart for Pt-100 calibration readings.

Fig. 3.
R control chart for Pt-100 calibration readings.

Fig. 4.
3σ̂ (estimated from sample data) chart for Pt-100 calibration readings.