Exam 21: Dynamic Programming

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A return function is a value such as profit or loss associated with making decision dn at:

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Solutions in dynamic programming

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The owner of a small construction firm is excavating at three sites. He wishes to assign his 5 additional trucks in such a way as to minimize his total costs. Each site can use 0 to 3 additional trucks; no site can use more than 3 trucks efficiently. The following site total costs are known. Number Cost of Excavating of Trucks Site 1 Site 2 Site 3 0 \ 10000 \ 15000 \ 20000 1 10000 14000 18000 2 9200 13250 17500 3 8500 12750 17250 a.Use dynamic programming to find the assignment of the additional trucks that minimizes total cost. b.If the owner had only 4 trucks to assign, what would be the optimal assignment and total cost?

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a.The minimal cost truck assignments are:
0 trucks to site 1
3 trucks to site 2
2 trucks to site 3
at a cost of $40,250.b.There are two optimal assignments:
Site 1
0 trucks 0 trucks
Site 2
3 trucks or 2 trucks
Site 3
1 truck 2 trucks
at a cost of $40,750.

Define the following terms as they relate to dynamic programming. a.Stage. b.State variable. c.Stage transformation function.

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In solving a shortest route problem using dynamic programming the stages represent how many arcs you are from the terminal node.

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The solution of stage k of a dynamic programming problem is dependent upon the solution of stage k-1.

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The output of stage k is the input for stage k-1.

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Stage transformation functions

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A stage in a dynamic programming problem is defined when 2 variables and 2 functions related to that stage are defined. Identify and define the 2 variables and 2 functions and illustrate them with an example of your choice.

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Stages of a dynamic programming solution procedure

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If x3 = t4 (x4,d4) = x4 -2d4 and r4(x4,d4) = 16d4 the state variable is

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Dynamic programming is a general approach with stage decision problems differing substantially from application to application.

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What is the Principle of Optimality, and what is its relationship to Dynamic Programming?

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We have a number of types of items to be shipped as cargo. The total available weight in the truck is ten tons. We wish to determine the number of units of items to be shipped to maximize profit. Item Weight (Tons) Profit (1000s dollars) A 3 5 B 4 7 C 2 3

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State variables in a shortest route problem represent

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A driver wants to make a trip from city 1 to city 7. The road mileage between cities is given below. Find the shortest route. From To City: City: 1 2 3 4 5 6 7 1 - 2 2 4 - - - 2 - - - - -4 10 - 3 - - - - 12 6 - 4 - - - - 10 - - 5 - - - - - - 14 6 - - - - - - 2 7 - - - - - - -

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If x3 = t4(x4,d4) = x4 -2d4 and r4(x4,d4) = 16d4, the stage transformation function is

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Consider the following integer linear program Max 5x1 + 7x2 + 9x3 s.t. 2x1 + 3x2 + 4x3 \le 8 x1 \le 3 x2 \le 2 x1, x2, x3 \ge 0, integer a.Set up the network that represents the dynamic programming formulation. b.Solve the problem using dynamic programming.

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If x3 = t4(x4,d4) = x4 - 2d4 and r4(x4,d4) = 16d4, the subscripts refer to

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Dynamic programming is a general approach rather than a specific technique.

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