In: Math
Suppose that 19 measurements of the failure stress of carbon fiber specimens results in a sample mean of 562.68 MPa and sample standard deviation of 180.874 MPa and that the data is normally distributed. Calculate two-sided confidence intervals for the failure stress for the following cases:
a) 95% confidence interval for a single measurement (n = 1) of the failure stress. Assume that the population standard deviation is known to be 181 MPa.
b) 95% confidence interval for the sample mean with n = 19. Repeat for the 99% confidence interval. Assume that the population standard deviation is known to be 181 MPa
c) 95% confidence interval for the sample mean with n = 19. Repeat for the 99% confidence interval. Assume that the population standard deviation is UNKNOWN.
d) Suppose that an alternative process of producing carbon fibers results in a sample of failure stress measurements with n = 12, sample mean = 650.32 MPa and sample standard deviation of 130.470 MPa. What is the 95% confidence interval on the difference in failure stress between the two populations?
a) At 95% confidence interval the critical value is z0.025 = 1.96
The 95% confidence interval for population mean is
+/- z0.025 *
= 562.68 +/- 1.96 * 181/
= 562.68 +/- 354.76
= 207.92, 917.44
b) At 95% confidence interval the critical value is z0.025 = 1.96
The 95% confidence interval for population mean is
+/- z0.025 *
= 562.68 +/- 1.96 * 181/
= 562.68 +/- 81.388
= 481.292, 644.068
At 99% confidence interval the critical value is z0.005 = 2.58
The 99% confidence interval for population mean is
+/- z0.005 *
= 562.68 +/- 2.58 * 181/
= 562.68 +/- 107.133
= 455.547, 669.813
c) At 95% confidence interval the critical value is t* = 2.101
The 95% confidence interval for population mean is
+/- t* *
= 562.68 +/- 2.101 * 181/
= 562.68 +/- 87.242
= 475.438, 649.922
At 99% confidence interval the critical value is t* = 2.878
The 99% confidence interval for population mean is
+/- t* *
= 562.68 +/- 2.878 * 181/
= 562.68 +/- 119.507
= 443.173, 682.187
d) DF = (s1^2/n1 + s2^2/n2)^2/((s1^2/n1)^2/(n1 - 1) + (s2^2/n2)^2/(n2 - 1))
= ((180.874)^2/19 + (130.470)^2/12)^2/(((180.874)^2/19)^2/18 + ((130.470)^2/12)^2/11)
= 28
At 95% confidence interval the critical value is t* = 2.048
() +/- t* * sqrt(s1^2/n1 + s2^2/n2)
= (562.68 - 650.32) +/- 2.048 * sqrt((180.874)^2/19 + (130.470)^2/12)
= -87.64 +/- 114.768
= -202.408, 27.128