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question:Suppose a manufacturer wants to test the quality of their circuit boards by conducting experiments on the speed and temperature of the boards. They have three levels of speed (slow, medium, fast) and three levels of temperature (cool, warm, hot). How many experiments do they need to conduct using an orthogonal array of strength 2 to test all possible combinations of speed and temperature, while minimizing the number of experiments needed?
answer:An orthogonal array of strength 2 is an experimental design that allows for studying the effects of two factors at a time. In this case, the two factors are speed and temperature, each with three levels. To find the minimum number of experiments needed, we can use the formula: N = L^(k-1) where N is the number of experiments, L is the number of levels for each factor, and k is the strength of the orthogonal array. In this case, L = 3 (since there are three levels for each factor) and k = 2 (since we are using an orthogonal array of strength 2). N = 3^(2-1) = 3^1 = 3 However, this result is not correct for this specific problem because it does not account for all possible combinations of speed and temperature. The formula above works for orthogonal arrays where the number of levels is the same for all factors, but in this case, we have two factors with three levels each. To find the minimum number of experiments needed to test all possible combinations of speed and temperature, we can use a full factorial design, which requires one experiment for each combination of factor levels. There are 3 levels of speed and 3 levels of temperature, so the total number of experiments needed is: 3 (speed levels) x 3 (temperature levels) = 9 experiments So, the manufacturer needs to conduct a minimum of 9 experiments to test all possible combinations of speed and temperature using an orthogonal array of strength 2.
question:An orthomate is a set of n words of length m, each consisting of only the letters A, B, and C, such that any two words have exactly s positions at which they differ. Find an orthomate with n = 8, m = 7, and s = 3.
answer:An orthomate with n = 8, m = 7, and s = 3 can be constructed using the following words: 1. AABBBCC 2. ABBCCAA 3. BCCAAAB 4. BBCCAAB 5. CAAABBC 6. ACCAABB 7. BCAABAC 8. ABCAABC Let's verify that any two words have exactly 3 positions at which they differ: 1 and 2: (A,A)B(B,B)B(C,C)C 1 and 3: A(A,B)B(B,C)B(C,A)C 1 and 4: A(A,B)B(B,C)B(C,C)A 1 and 5: A(A,C)A(B,A)B(B,B)C 1 and 6: A(A,C)A(B,C)B(B,A)A 1 and 7: A(A,B)A(B,C)A(B,A)C 1 and 8: A(A,B)A(B,C)A(B,C)B 2 and 3: A(B,B)B(C,C)C(A,A)A 2 and 4: A(B,B)B(C,C)C(A,A)B 2 and 5: A(B,C)A(C,A)C(B,B)C 2 and 6: A(B,C)A(C,A)C(B,A)A 2 and 7: A(B,B)A(C,C)A(C,A)C 2 and 8: A(B,B)A(C,C)A(C,B)B 3 and 4: B(C,C)C(A,A)A(B,B)B 3 and 5: B(C,A)C(A,A)A(B,C)C 3 and 6: B(C,A)C(A,A)A(B,C)A 3 and 7: B(C,B)C(A,A)A(C,C)A 3 and 8: B(C,B)C(A,A)A(C,B)C 4 and 5: B(B,C)C(A,A)A(C,C)C 4 and 6: B(B,C)C(A,A)A(C,C)A 4 and 7: B(B,B)C(A,A)A(C,B)A 4 and 8: B(B,B)C(A,A)A(C,B)C 5 and 6: C(A,A)A(B,B)B(C,C)A 5 and 7: C(A,B)A(B,C)B(C,A)C 5 and 8: C(A,B)A(B,C)B(C,C)B 6 and 7: A(C,C)C(A,A)A(B,B)C 6 and 8: A(C,C)C(A,A)A(B,C)B 7 and 8: A(B,C)A(C,C)A(C,B)C As we can see, each pair of words has exactly 3 positions at which they differ, so this is a valid orthomate with n = 8, m = 7, and s = 3.
question:Consider a set of factors A, B, and C, each with two levels. How many experimental runs would be required to use an orthogonal array to test all possible combinations of these factors and levels?
answer:To test all possible combinations of factors A, B, and C, each with two levels, you would need an orthogonal array with 2^3 = 8 experimental runs. This is because there are two levels for each of the three factors, resulting in a total of 2 × 2 × 2 = 8 possible combinations.
question:Consider a 5-factor, 3-level (5, 3) orthogonal array, denoted by OA(5, 3). How many runs (rows) does this array have?
answer:An orthogonal array OA(n, k) is an n × k array with the property that, in any two columns, each of the possible ordered pairs of symbols occurs the same number of times. In this case, we have a 5-factor, 3-level orthogonal array, denoted by OA(5, 3). For a 3-level orthogonal array, the number of runs (rows) is equal to the smallest power of 3 that is greater than or equal to the number of factors. In this case, the number of factors is 5. The smallest power of 3 that is greater than or equal to 5 is 3^2 = 9. Therefore, the (5, 3) orthogonal array has 9 runs (rows).