Question
Please Use Minitab for the problem and provide screenshot and file with a detailed explanation, The values represent: y = the thrust of a jet
Please Use Minitab for the problem and provide screenshot and file with a detailed explanation,
The values represent:
y = the thrust of a jet engine
x1 = primary speed of rotation
x2 = secondary speed of rotation
x3 = fuel flow rate
x4 = pressure
x5 = exhaust temperature
x6 = ambient temperature at time of test
y | x1 | x2 | x3 | x4 | x5 | x6 |
4540 | 2140 | 20640 | 30250 | 205 | 1732 | 99 |
4315 | 2016 | 20280 | 30010 | 195 | 1697 | 100 |
4095 | 1905 | 19860 | 29780 | 184 | 1662 | 97 |
3650 | 1675 | 18980 | 29330 | 164 | 1598 | 97 |
3200 | 1474 | 18100 | 28960 | 144 | 1541 | 97 |
4833 | 2239 | 20740 | 30083 | 215 | 1709 | 87 |
4617 | 2120 | 20305 | 29831 | 206 | 1669 | 87 |
4340 | 1990 | 19961 | 29604 | 195 | 1640 | 87 |
3820 | 1702 | 18916 | 29088 | 171 | 1572 | 85 |
3368 | 1487 | 18012 | 28675 | 149 | 1522 | 85 |
4445 | 2107 | 20520 | 30120 | 195 | 1740 | 101 |
4188 | 1973 | 20130 | 29920 | 190 | 1711 | 100 |
3981 | 1864 | 19780 | 29720 | 180 | 1682 | 100 |
3622 | 1674 | 19020 | 29370 | 161 | 1630 | 100 |
3125 | 1440 | 18030 | 28940 | 139 | 1572 | 101 |
4560 | 2165 | 20680 | 30160 | 208 | 1704 | 98 |
4340 | 2048 | 20340 | 29960 | 199 | 1679 | 96 |
4115 | 1916 | 19860 | 29710 | 187 | 1642 | 94 |
3630 | 1658 | 18950 | 29250 | 164 | 1576 | 94 |
3210 | 1489 | 18700 | 28890 | 145 | 1528 | 94 |
4330 | 2062 | 20500 | 30190 | 193 | 1748 | 101 |
4119 | 1929 | 20050 | 29960 | 183 | 1713 | 100 |
3891 | 1815 | 19680 | 29770 | 173 | 1684 | 100 |
3467 | 1595 | 18890 | 29360 | 153 | 1624 | 99 |
3045 | 1400 | 17870 | 28960 | 134 | 1569 | 100 |
4411 | 2047 | 20540 | 30160 | 193 | 1746 | 99 |
4203 | 1935 | 20160 | 29940 | 184 | 1714 | 99 |
3968 | 1807 | 19750 | 29760 | 173 | 1679 | 99 |
3531 | 1591 | 18890 | 29350 | 153 | 1621 | 99 |
3074 | 1388 | 17870 | 28910 | 133 | 1561 | 99 |
4350 | 2071 | 20460 | 30180 | 198 | 1729 | 102 |
4128 | 1944 | 20010 | 29940 | 186 | 1692 | 101 |
3940 | 1830 | 19640 | 29750 | 178 | 1667 | 101 |
3480 | 1612 | 18710 | 29360 | 156 | 1609 | 101 |
3064 | 1410 | 17780 | 28900 | 136 | 1552 | 101 |
4402 | 2066 | 20520 | 30170 | 197 | 1758 | 100 |
4180 | 1954 | 20150 | 29950 | 188 | 1729 | 99 |
3973 | 1835 | 19750 | 29740 | 178 | 1690 | 99 |
3530 | 1616 | 18850 | 29320 | 156 | 1616 | 99 |
3080 | 1407 | 17910 | 28910 | 137 | 1569 | 100 |
8. Summary of data and regression model a. Provide descriptive statistics (mean, median, standard deviation, etc.) and a box plot for the following variables from the table: y (thrust of a jet-turbine engine) x1 (primary speed of rotation).
Provide an interpretation of these statistics and the plots.
b. Fit a multiple linear regression model using x1 (primary speed of rotation), x3 (fuel flow rate), x4 (pressure), and x5 (exhaust temperature) as the regressors. Note: Use this regression model for answering the remaining questions in this part of the report; x2 and x6 will be ignored throughout.
9. Analysis of regression a. Test for significance of regression in part (b). using = 0.05. Find the P-value for this test. Explain the results of your test.
b. Find the t-test statistic for each regressor. Using = 0.05, explain carefully the conclusion you can draw from these statistics.
c. Report R2 and the adjusted R2 for this model and explain what these tell you about the model.
10. Analysis of residuals a. Construct a normal probability plot of the residuals and interpret this graph.
b. Plot the residuals versus the fits (the estimated values of y). Are there any indications of inequality of variance or nonlinearity?
c. Plot the residuals versus x3. Is there any indication of nonlinearity?
11. Prediction a. Predict the thrust of an engine for which x1= 1950, x3 = 28900, x4 = 170, and x5 = 1589.
b. If you construct a 99% prediction interval for point estimate in part (i) would you expect it to be larger or smaller than a 95% prediction interval? Why? (No calculation is required.)
12. Future Testing Further experiments are needed to better understand engine thrust for the turbine engine project. Explain how a carefully designed experiment can produce more useful results. (Note: this question is about collecting future data and not additional analysis of the data that has already been collected.)
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