General Log-Linear (GLL)-Weibull Model
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This example validates the calculation of GLL relationship for Weibull distribution.
Reference Case
The data set is from Example 7.14 on page 297 in book Life Cycle Reliability Engineering by Dr. Guangbin Yang, John Wiley & Sons, 2007.
Data
The data is given below.
| State F/S | Time to State (Hr) | Temperature (°C) | Group ID |
|---|---|---|---|
| F | 1138 | 100 | 1 |
| F | 1944 | 100 | 1 |
| F | 2764 | 100 | 1 |
| F | 2846 | 100 | 1 |
| F | 3246 | 100 | 1 |
| F | 3803 | 100 | 1 |
| F | 5046 | 100 | 1 |
| F | 5139 | 100 | 1 |
| S | 5500 | 100 | 1 |
| S | 5500 | 100 | 1 |
| S | 5500 | 100 | 1 |
| S | 5500 | 100 | 1 |
| F | 1121 | 120 | 2 |
| F | 1572 | 120 | 2 |
| F | 2329 | 120 | 2 |
| F | 2573 | 120 | 2 |
| F | 2702 | 120 | 2 |
| F | 3702 | 120 | 2 |
| F | 4277 | 120 | 2 |
| S | 4500 | 120 | 2 |
| F | 420 | 150 | 3 |
| F | 650 | 150 | 3 |
| F | 703 | 150 | 3 |
| F | 838 | 150 | 3 |
| F | 1086 | 150 | 3 |
| F | 1125 | 150 | 3 |
| F | 1387 | 150 | 3 |
| F | 1673 | 150 | 3 |
| F | 1896 | 150 | 3 |
| F | 2037 | 150 | 3 |
Result
The model used in the book is:
- [math]\displaystyle{ \,\!ln\left ( \eta \right )=\alpha _{0}+\alpha _{1}\frac{1}{T} }[/math]
The book has the following results:
- The model parameters are [math]\displaystyle{ \,\!\alpha _{0}=-3.156 }[/math] , [math]\displaystyle{ \,\!\alpha _{1}=4390 }[/math] , [math]\displaystyle{ \,\!\beta =2.27 }[/math].
- The variance of each parameter is: [math]\displaystyle{ \,\!Var\left ( \alpha _{0} \right )=3.08 }[/math] , [math]\displaystyle{ \,\!Var\left ( \alpha _{1} \right )=484,819.5 }[/math] , [math]\displaystyle{ \,\!Var\left ( \beta\right )=0.1396 }[/math] .
- The two-sided 90% confidence intervals for the model parameters are: [math]\displaystyle{ \,\!\left [ \alpha _{0,L},\alpha _{0,U} \right ]=\left [ -6.044,-0.269 \right ] }[/math] , [math]\displaystyle{ \,\!\left [ \alpha _{1,L},\alpha _{1,U} \right ]=\left [ 3244.8,5535.3 \right ] }[/math] and [math]\displaystyle{ \,\!\left [ \beta _{1,L},\beta _{1,U} \right ]=\left [ 1.73,2.97 \right ] }[/math] .
- The estimated B10 life at temperature of 35°C is 24,286 hours. The two-sided 90% confidence interval is [10,371, 56,867].
- The estimated reliability at 35°C and 10,000 hours is [math]\displaystyle{ \,\!R\left ( 10,000 \right )=0.9860 }[/math] . The two-sided 90% confidence interval is [0.892, 0.998].
Results in ALTA