Question

In: Statistics and Probability

Q. An experiment was set up to measure the yield provided by each of three catalysts...

Q. An experiment was set up to measure the yield provided by each of three catalysts in a certain reaction. The experiment was repeated three times for each catalyst. The reactor yields, in grams, are below. Catalyst 1: 84.33 90.25 85.62 Catalyst 2: 88.44 89.81 86.53 Catalyst 3: 94.71 91.19 92.81 (a) Construct the ANOVA table for this problem. (b) Determine if differences exist between the catalysts at alpha = 0.05. If there are differences in the catalysts, perform the appropriate multiple comparison procedure to determine which catalyst(s) results in the highest yield.

Solutions

Expert Solution

Group 1 Group 2 Group 3 Total
Sum 260.2 264.78 278.71 803.69
Count 3 3 3 9
Mean, Sum/n 86.7333 88.2600 92.9033
Sum of square, Ʃ(xᵢ-x̅)² 19.3825 5.4278 6.2083

a)

Null and Alternative Hypothesis:  

Ho: µ1 = µ2 = µ3  

H1: At least one mean is different.  

Number of treatment, k =    3

Total sample Size, N =    9

df(between) = k-1 =    2

df(within) = N-k =    6

df(total) = N-1 =    8

SS(between) = (Sum1)²/n1 + (Sum2)²/n2 + (Sum3)²/n3 - (Grand Sum)²/ N =    61.9602

SS(within) = SS1 + SS2 + SS3 =    31.0185

SS(total) = SS(between) + SS(within) =    92.9787

MS(between) = SS(between)/df(between) =    30.9801

MS(within) = SS(within)/df(within) =    5.1698

F = MS(between)/MS(within) =    5.9926

p-value = F.DIST.RT(5.9926, 2, 6) =    0.0371

Decision:  

P-value < α, Reject the null hypothesis.  

ANOVA
Source of Variation SS df MS F P-value
Between Groups 61.9602 2 30.9801 5.9926 0.0371
Within Groups 31.0185 6 5.1698
Total 92.9787 8

b)

At α = 0.05, N-K = 6, t critical value, t_c =T.INV.2T(0.05, 6) = 2.447

LSD = t_c* √(2*MSW*/n) = 2.447√(2*5.1698/3) = 4.54

Comparison Diff. = (xi - xj) LSD Results
x̅1-x̅2 -1.53 4.54 Means are not different
x̅1-x̅3 -6.17 4.54 Means are different
x̅2-x̅3 -4.64 4.54 Means are different

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