Exam 8: Nonlinear Programming and Evolutionary Optimization

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A nonzero reduced gradient value indicates the approximate impact

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A company has collected the following inventory data for an item.What is the total annual cost for this item? Annual demand for the item D = 500 Unit purchase cost for the item C = 10 Fixed cost of placing an order S = 20 Cost of holding one unit in inventory for a year i = 30% Order quantity Q = 50

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Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200. Product A B Avalable resources Labor hr/unit) 3 2 150 Material ounces/unit) 1 2 200 Manufacturing cost \/ unit) 25 18 Demand units) 20-.1 30-.0 Let X1 = demand for As and X2 = demand for Bs.Let P1 = price for As and P2 = price for Bs  Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200.   \begin{array}{lccc} \text { Product } & \text { A } & \text { B } & \text { Avalable resources } \\ \hline \text { Labor hr/unit) } & 3 & 2 & 150 \\ \text { Material ounces/unit) } & 1 & 2 & 200 \\ \text { Manufacturing cost\$/unit) } & 25 & 18 & \\ \text { Demand units) } & 20-.10^{*} \mathrm{P}_{1} & 30-.07^{*} \mathrm{P}_{2} & \end{array}   Let X<sub>1 </sub>= demand for As and X<sub>2 </sub>= demand for Bs.Let P<sub>1 </sub>= price for As and P<sub>2 </sub>= price for Bs    -An office supply company is attempting to determine the order quantity for laser printer toner cartridges which are sold to local businesses.Annual demand is 20,000 units and each cartridge costs the store $25.It costs $30 to place An order and the inventory carrying cost rate is 25% of the value of the item.The following spreadsheet has been set up to solve the problem.What cell is the objective cell in this problem?  \begin{array}{|c|c|c|} \hline & \text { A } & \text { B } \\ \hline 1 & &  \\ \hline2&&\\ \hline 3 & \begin{array}{c} \text { Annual } \\ \text { Demand: } \end{array} &20,000 \\ \hline 4 & & \\ \hline 5 & \begin{array}{c} \text { Cost per } \\ \text { Unit: } \end{array} & 25 \% \\ \hline 6 & \begin{array}{c} \text { Ordering } \\ \text { Cost: } \end{array} &\$30 \\ \hline 7 & \begin{array}{c} \text { Carrying } &\\ \text { Cost: } \end{array} &25\% \\ \hline 8 & & \\ \hline 9 & \text { Order }& 783.73\\ & \text { Quantity: } \\ \hline 10 &   \\ \hline 11 &\text { Total Cost: } &\$ 502,738.61 \\ \hline \end{array} -An office supply company is attempting to determine the order quantity for laser printer toner cartridges which are sold to local businesses.Annual demand is 20,000 units and each cartridge costs the store $25.It costs $30 to place An order and the inventory carrying cost rate is 25% of the value of the item.The following spreadsheet has been set up to solve the problem.What cell is the objective cell in this problem? A B 1 2 3 Annual Demand: 20,000 4 5 Cost per Unit: 25\% 6 Ordering Cost: \3 0 7 Carrying Cost: 25\% 8 9 Order 783.73 Quantity: 10 11 Total Cost: \ 502,738.61

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The main difference between LP and NLP problems is that NLPs will have a

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In a maximization problem,the GRG algorithm's search for a feasible direction of improvement equates to in the simplex algorithm for LP problems.

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In solving the NLP problem,Solver produced a message "Solver cannot improve the current solution.All constraints are satisfied." This means that Solver found:

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The GRG algorithm operates by

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Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200. Product A B Avalable resources Labor hr/unit) 3 2 150 Material ounces/unit) 1 2 200 Manufacturing cost \/ unit) 25 18 Demand units) 20-.1 30-.0 Let X1 = demand for As and X2 = demand for Bs.Let P1 = price for As and P2 = price for Bs  Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200.   \begin{array}{lccc} \text { Product } & \text { A } & \text { B } & \text { Avalable resources } \\ \hline \text { Labor hr/unit) } & 3 & 2 & 150 \\ \text { Material ounces/unit) } & 1 & 2 & 200 \\ \text { Manufacturing cost\$/unit) } & 25 & 18 & \\ \text { Demand units) } & 20-.10^{*} \mathrm{P}_{1} & 30-.07^{*} \mathrm{P}_{2} & \end{array}   Let X<sub>1 </sub>= demand for As and X<sub>2 </sub>= demand for Bs.Let P<sub>1 </sub>= price for As and P<sub>2 </sub>= price for Bs    -Refer to Exhibit 8.1.What formula is used in cell D12 of the spreadsheet for this problem? -Refer to Exhibit 8.1.What formula is used in cell D12 of the spreadsheet for this problem?

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The Lagrange Multiplier is similar to which of these terms from linear programming?

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A construction company just purchased a 300 × 300 foot lot upon which they plan to build an office building.They need at least 60,000 ft2 of office floor space.Zoning regulations require each floor be 10 feet high and the building not exceed 65 ft in height.Further,parking space must equal at least 30% of the total floor space available.The company's cost accountant uses a 60% factor of the building height and a 1% factor of any story's floor area to calculate the total building cost in millions of dollars). Formulate the NLP for the problem.

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Exhibit 8.2 The following questions pertain to the problem and spreadsheet below. A construction company just purchased a 300 × 300 foot lot upon which they plan to build an office building.They need at least 60,000 ft2 of office floor space.Zoning regulations require each floor be 10 feet high and the building not exceed 65 ft in height.Further,parking space must equal at least 30% of the total floor space available.The company's cost accountant uses a 60% factor of the building height and a 1% factor of any story's floor area to calculate the total building cost in millions of dollars). The following is the NLP formulation for the problem. Exhibit 8.2 The following questions pertain to the problem and spreadsheet below. A construction company just purchased a 300 × 300 foot lot upon which they plan to build an office building.They need at least 60,000 ft<sup>2 </sup>of office floor space.Zoning regulations require each floor be 10 feet high and the building not exceed 65 ft in height.Further,parking space must equal at least 30% of the total floor space available.The company's cost accountant uses a 60% factor of the building height and a 1% factor of any story's floor area to calculate the total building cost in millions of dollars). The following is the NLP formulation for the problem.    The spreadsheet implementation of this formulation applies to the following questions.    -Refer to Exhibit 8.2.What values would you enter in the Analytic Solver Platform task pane for the above Excel spreadsheet? Objective Cell: Variables Cells: Constraints Cells: The spreadsheet implementation of this formulation applies to the following questions. Exhibit 8.2 The following questions pertain to the problem and spreadsheet below. A construction company just purchased a 300 × 300 foot lot upon which they plan to build an office building.They need at least 60,000 ft<sup>2 </sup>of office floor space.Zoning regulations require each floor be 10 feet high and the building not exceed 65 ft in height.Further,parking space must equal at least 30% of the total floor space available.The company's cost accountant uses a 60% factor of the building height and a 1% factor of any story's floor area to calculate the total building cost in millions of dollars). The following is the NLP formulation for the problem.    The spreadsheet implementation of this formulation applies to the following questions.    -Refer to Exhibit 8.2.What values would you enter in the Analytic Solver Platform task pane for the above Excel spreadsheet? Objective Cell: Variables Cells: Constraints Cells: -Refer to Exhibit 8.2.What values would you enter in the Analytic Solver Platform task pane for the above Excel spreadsheet? Objective Cell: Variables Cells: Constraints Cells:

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In solving the NLP problem,Solver produced a message "Solver has converged to the current solution.All constraints are satisfied." This means that:

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When using the GRG algorithm to solve NLPs one should try multiple starting points because

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A company wants to locate a new warehouse to minimize the longest distance travelled by any of its delivery trucks.It has four stores and their coordinates are listed in the below. X- Coordinate Y- Coordinate Store 1 70 160 Store 2 60 90 Store 3 180 90 Store 4 150 120 Formulate the NLP for this problem.Let X and Y represent the X,Y coordinates of the new warehouse.

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The global optimum solution to a nonlinear programming problems NLP),in which the objective function must be maximized,is:

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NLP problems which have slack in all the constraints

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In NLP a local optimum is best described as

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The main difference between linear LP)and nonlinear programming problems NLP)is that

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Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200. Product A B Avalable resources Labor hr/unit) 3 2 150 Material ounces/unit) 1 2 200 Manufacturing cost \/ unit) 25 18 Demand units) 20-.1 30-.0 Let X1 = demand for As and X2 = demand for Bs.Let P1 = price for As and P2 = price for Bs  Exhibit 8.1 The following questions pertain to the problem and spreadsheet below. A company makes products A and B from 2 resources,labor and material.The company wants to determine the selling price which will maximize profits.A unit of A costs 25 to make and demand is estimated to be 20 ? .10 * Price of A.A unit of B costs 18 to make and demand is estimated to be 30 ? .07 * Price of B.The utilization of labor and materials and the available quantity of resources is shown in the table.A reasonable price for the products is between 100 and 200.   \begin{array}{lccc} \text { Product } & \text { A } & \text { B } & \text { Avalable resources } \\ \hline \text { Labor hr/unit) } & 3 & 2 & 150 \\ \text { Material ounces/unit) } & 1 & 2 & 200 \\ \text { Manufacturing cost\$/unit) } & 25 & 18 & \\ \text { Demand units) } & 20-.10^{*} \mathrm{P}_{1} & 30-.07^{*} \mathrm{P}_{2} & \end{array}   Let X<sub>1 </sub>= demand for As and X<sub>2 </sub>= demand for Bs.Let P<sub>1 </sub>= price for As and P<sub>2 </sub>= price for Bs    -A company wants to locate a new warehouse to minimize the distance traveled by its delivery trucks.It has four stores and their coordinates are listed in the accompanying spreadsheet.What formula goes in cell D4 of the spreadsheet?  \begin{array} { | r | c | c | c | r | }  \hline & \text { A } & \mathrm { B } & \mathrm { C } & \mathrm { D } \\ \hline 1 & & & & \\ \hline 2 & & \text { X-Coordinate } & \text { Y-Coordinate } & \\ \hline 3 & \text { Warehouse } & 103.800 & 101.000 & \text { Distance: } \\ \hline 4 & \text { Store 1 } & 100 & 130 & 70.082 \\ \hline 5 & \text { Store 2 } & 90 & 60 & 84.424 \\ \hline 6 & \text { Store 3 } & 210 & 80 & 50.749 \\ \hline 7 & \text { Store 4 } & 180 & 110 & 18.532 \\ \hline 8 & & & & \\ \hline 9 & & \text { Total Distance: } &223.787 & \\ \hline \end{array} -A company wants to locate a new warehouse to minimize the distance traveled by its delivery trucks.It has four stores and their coordinates are listed in the accompanying spreadsheet.What formula goes in cell D4 of the spreadsheet? A 1 2 X-Coordinate Y-Coordinate 3 Warehouse 103.800 101.000 Distance: 4 Store 1 100 130 70.082 5 Store 2 90 60 84.424 6 Store 3 210 80 50.749 7 Store 4 180 110 18.532 8 9 Total Distance: 223.787

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The GRG algorithm terminates when it

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