A defense contractor has submitted to their customer, samples of a vehicle model for evaluation. The defense contractor was soon informed by their customer that most of the vehicles submitted were found to have many of the critical fasteners loosen as a result of some preliminary off-road testing. A consultant is engaged and he suggests that submitting the prototype vehicles to whole body shaker tests will cause the initially defectively tightened critical fasteners to loosen an average of 4.5 N-m. This, the consultant claims, will minimize the “infant mortality” problem by identifying the incorrectly tightened fasteners prior to delivery to the customer. The consultant is authorized “to prove his allegation” and he subjects seven vehicles to whole body testing and he records the critical fastener torque levels before and after the whole body vibration test. He intends to perform a statistical analysis based on a “difference” approach.
The consultant intends to support his claim by comparing a 95% confidence interval for the mean “difference” of fastener torque.
Assume the difference of fastener torques to be approximately normally distributed.
Vehicles Tested | ||||||||
1 | 2 | 3 | 4 | 5 | 6 | 7 | ||
Critical-Fastener torque before shaker tests (Nm) | 58.5 | 60.3 | 61.7 | 69 | 64 | 62.6 | 56.7 | |
Critical-Fastener torque after shaker tests (Nm) | 60 | 54.9 | 58.1 | 62.1 | 58.5 | 59.9 | 54.4 |
1. Approach: Vehicles 1 2 3 4 5 6 7
Differences (D) −1.5 5.4 3.6 6.9 5.5 2.7 2.3
2. Data Yields: D_{AVG} = \overline{D} = 3.557
S_{D} = 2.776
3. ∂= n −1 = 6 \alpha = 0.05;\longrightarrow \alpha / 2 = 0.025
4. t_{\alpha/2,∂} = t_{0.025,6} = 2.447 (From Table 4.3)
5. \overline{D} -t_{\alpha /2,D}\frac{S_{D}}{\sqrt{n} }\lt \mu _{D} \lt \overline{D} +t_{\alpha /2,D}\frac{S_{D}}{\sqrt{n} }
3.557-2.447\frac{2.776}{\sqrt{7} } \lt \mu _{D} \lt 3.557+2.447\frac{2.776}{\sqrt{7} }6. 0.990 < μ < 6.124
Since the estimated 4.5 Nm torque reduction (clamp load loss) falls within the calculated range, it can be asserted that the consultant’s claim is valid. That is, there will be a measureable loss of clamp load due to whole body shaker tests, which will permit identifying the improperly tightened critical fasteners.
TABLE 4.3 | ||||||||
Percentile Values for Student’s t Distribution [5] | ||||||||
1 | 0.325 | 0.727 | 1.376 | 3.078 | 6.314 | 12.706 | 31.821 | 63.657 |
2 | 0.289 | 0.617 | 1.061 | 1.886 | 2.92 | 4.303 | 6.965 | 9.925 |
3 | 0.277 | 0.584 | 0.978 | 1.648 | 2.353 | 3.182 | 4.541 | 5.841 |
4 | 0.271 | 0.569 | 0.941 | 1.533 | 2.132 | 2.776 | 3.747 | 4.604 |
5 | 0.267 | 0.559 | 0.920 | 1.476 | 2.015 | 2.571 | 3.365 | 4.032 |
6 | 0.265 | 0.553 | 0.906 | 1.440 | 1.943 | 2.447 | 3.143 | 3.707 |
7 | 0.263 | 0.549 | 0.896 | 1.415 | 1.895 | 2.365 | 2.998 | 3.499 |
8 | 0.262 | 0.546 | 0.889 | 1.397 | 1.860 | 2.306 | 2.896 | 3.355 |
9 | 0.261 | 0.543 | 0.883 | 1.383 | 1.833 | 2.262 | 2.821 | 3.250 |
10 | 0.260 | 0.542 | 0.879 | 1.372 | 1.812 | 2.228 | 2.764 | 3.169 |
11 | 0.260 | 0.540 | 0.876 | 1.363 | 1.796 | 2.201 | 2.718 | 3.106 |
12 | 0.259 | 0.539 | 0.873 | 1.356 | 1.782 | 2.179 | 2.681 | 3.055 |
13 | 0.259 | 0.538 | 0.870 | 1.350 | 1.771 | 2.160 | 2.650 | 3.012 |
14 | 0.258 | 0.537 | 0.868 | 1.345 | 1.761 | 2.145 | 2.624 | 2.977 |
15 | 0.258 | 0.536 | 0.866 | 1.341 | 1.753 | 2.131 | 2.602 | 2.947 |
16 | 0.258 | 0.535 | 0.865 | 1.337 | 1.746 | 2.120 | 2.583 | 2.921 |
17 | 0.257 | 0.534 | 0.863 | 1.333 | 1.740 | 2.110 | 2.567 | 2.898 |
18 | 0.257 | 0.534 | 0.862 | 1.330 | 1.734 | 2.101 | 2.552 | 2.878 |
19 | 0.257 | 0.533 | 0.861 | 1.328 | 1.729 | 2.093 | 2.539 | 2.861 |
20 | 0.257 | 0.533 | 0.860 | 1.325 | 1.725 | 2.086 | 2.528 | 2.845 |
21 | 0.257 | 0.532 | 0.859 | 1.323 | 1.721 | 2.080 | 2.518 | 2.831 |
22 | 0.256 | 0.532 | 0.858 | 1.321 | 1.717 | 2.074 | 2.508 | 2.819 |
23 | 0.256 | 0.532 | 0.858 | 1.319 | 1.714 | 2.069 | 2.500 | 2.807 |
24 | 0.256 | 0.531 | 0.857 | 1.318 | 1.711 | 2.064 | 2.492 | 2.797 |
25 | 0.256 | 0.531 | 0.856 | 1.316 | 1.708 | 2.060 | 2.485 | 2.787 |
26 | 0.256 | 0.531 | 0.856 | 1.315 | 1.706 | 2.056 | 2.479 | 2.779 |
27 | 0.256 | 0.531 | 0.855 | 1.314 | 1.703 | 2.052 | 2.473 | 2.771 |
28 | 0.256 | 0.530 | 0.855 | 1.313 | 1.701 | 2.048 | 2.467 | 2.763 |
29 | 0.256 | 0.530 | 0.854 | 1.311 | 1.699 | 2.045 | 2.462 | 2.756 |
30 | 0.256 | 0.530 | 0.854 | 1.310 | 1.697 | 2.042 | 2.457 | 2.750 |
40 | 0.255 | 0.529 | 0.851 | 1.303 | 1.684 | 2.021 | 2.423 | 2.704 |
60 | 0.254 | 0.527 | 0.848 | 1.296 | 1.671 | 2.000 | 2.390 | 2.660 |
120 | 0.254 | 0.526 | 0.845 | 1.289 | 1.658 | 1.980 | 2.358 | 2.617 |
∞ | 0.253 | 0.524 | 0.842 | 1.282 | 1.645 | 1.960 | 2.326 | 2.576 |