Exam 8: Nonlinear Programming

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The Nonlinear Solver keeps track of a large set of candidate solutions, called the population.

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After some experimentation, you have observed the following data concerning the relationship between marketing and sales. Use Excel's curve fitting method to find the best quadratic equation to model this relationship.  Marketing ($)100110120130140 Sales ($100)3105006006907801501601701801902008509251,0001,0501,091,120\begin{array}{|l|l|l|l|l|l|}\hline \begin{array}{l}\text { Marketing } \\(\$)\end{array} & 100 & 110 & 120 & 130 & 140 \\\hline \begin{array}{l}\text { Sales } \\(\$ 100)\end{array} & 310 & 500 & 600 & 690 & 780 \\\hline\end{array}\begin{array}{r|r|r|r|r|r|}\hline \\150 & 160 & 170 & 180 & 190 & 200 \\\hline \\850 & 925 & 1,000 & 1,050 & 1,09 & 1,120 \\\hline\end{array}

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Note: This problem requires Excel. The marketing department has determined that the relationship between marketing expenditures (x) and sales can be modelled by the equation Sales = 100x − x2 + 20. Use a Nonlinear Solver tool to determine the level of marketing expenditure that will maximize sales.

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If C1:C6 are all changing cells, then SUMPRODUCT(C1:C3, C4:C6) is a linear function.

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The measure of risk for pairs of stocks in a portfolio selection problem is called:

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If the data cells are in column D and the changing cells are in column C, which of the following are linear formulas in a spreadsheet? I. =SUMPRODUCT(D1:D6, C1:C6) II. =SUMPRODUCT(C1:C3, C4:C6) III. =SUM(C1:C6)

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Which of the following statements about solving maximization problems with Excel's Nonlinear Solver? I. Nonlinear Solver will always find the global maximum. II. Nonlinear Solver will always find a local maximum but not necessarily the global maximum. III. With diminishing returns, Nonlinear Solver will always find the global maximum.

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If the RSPE Model Analysis indicates that the model is quadratic, which of the following is TRUE?

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If D1 is a data cell, and C1 and C2 are changing cells, then IF(D1 >= 2, C1, C2) is a linear function.

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A nonlinear programming problem may have: I. Activities with increasing marginal returns. II. Activities with decreasing marginal returns. III. Nonlinear functional constraints.

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Note: This problem requires Excel. You have noticed that paying higher wages attracts more productive employees. However, you are concerned that there may be a limit to this relationship. Some experimentation has convinced you that the relationship between daily wages paid (x) and profits can be modelled by the equation Profit = 50x − 0.5x2 + .001x3 + 200. The range of wages you are willing to consider is from $0 to $500 per day. Use the Evolutionary Solver tool to determine the level of wages that will maximize profits.

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Note: This problem requires Excel. You have noticed that paying higher wages attracts more productive employees. However, you are concerned that there may be a limit to this relationship. Some experimentation has convinced you that the relationship between wages paid (x) and profits can be modelled by the equation Profit = 25x − 0.1x2 + 200. Use a Nonlinear Solver tool to determine the level of wages that will maximize profits.

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The additivity assumption of linear programming states that each term in the objective function is the sum of two or more variables.

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If a problem can be modelled as a separable program with three line segments, how many decision variables is it likely to have?

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Which of the following profit functions has a quadratic form? I. x2 + 3x − 4 II. 3x2 + 4x + 6 III. 3x − 4

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The following chart shows the relationship between marketing and sales. The following chart shows the relationship between marketing and sales.   Which of the following statements is TRUE? I. There is a local minimum when marketing expenditure equals $120. II. There is a local maximum when marketing expenditure equals $120. III. There is a global maximum when marketing expenditure equals $160. Which of the following statements is TRUE? I. There is a local minimum when marketing expenditure equals $120. II. There is a local maximum when marketing expenditure equals $120. III. There is a global maximum when marketing expenditure equals $160.

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Note: This problem requires Excel. A firm offers three different prices on its products, depending upon the quantity purchased. Since available resources are limited, the firm would like to prepare an optimal production plan to maximize profits. Product 1 has the following profitability: $10 each for the first 50 units, $9 each for units 51-100, and $8 for each unit over 100. Product 2's profitability is $20 each for the first 25 units, $19 each for units 26-50, and $18 each for each unit over 50. The products each require 3 raw materials to produce (see table below for usages and available quantities). Raw Material Product 1 usage (pounds per unit) Product 2 usage (pounds per unit) Available Quantity (pounds) A 5 12 1,000 B 4 10 2,000 C 7 6 1,500 Use separable programming to find the optimal production plan.

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The following chart shows the relationship between marketing and sales. The following chart shows the relationship between marketing and sales.   Which of the following statements is TRUE? I. There is a local maximum when marketing expenditure equals $120. II. There is a local minimum when marketing expenditure equals $140. III. There is a local maximum when marketing expenditure equals $160. Which of the following statements is TRUE? I. There is a local maximum when marketing expenditure equals $120. II. There is a local minimum when marketing expenditure equals $140. III. There is a local maximum when marketing expenditure equals $160.

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Which of the following are advantages of the Evolutionary Solver?

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Profit = 3x1 + 2x2 + 9x1x2 is an example of a nonlinear function.

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