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Published byArline Lee Modified over 9 years ago
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Revision Linear Optimisation
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A miller can buy wheat from three suppliers: Airey Farm, Berry Farm and Cherry Farm. In each case the wheat is contaminated with two things – bran and husks. When combined, the wheat must contain no more than 5% bran and no more than 4% husks. The miller wishes to make 50 tonnes of wheat in total, by purchasing from each farm. Each farm’s wheat contains the following amounts of bran and husks.
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Identify the decision variables Let x = tonnes of wheat purchased from Airey Farm Let y = tonnes of wheat purchased from Berry Farm Let z = tonnes of wheat purchased from Cherry Farm Write z in terms of x and y
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Define the constraint due to bran 3% of x + 5% of y + 7% of z is less than or equal to 5% of 50 tonnes.
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Define the constraint due to husks 5% of x + 2% of y + 6% of z is less than or equal to 4% of 50 tonnes.
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Non-negativity
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Supply of wheat from Cherry Farm must be non-negative too.
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Graph the solution region 100 50 25 50
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Find the vertices of the solution region 100 50 25 50 (0, 50) (14.29, 21.43) (33.33, 16.67)
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Define the objective function Cost = $70x + $60y + $40z Cost = $70x + $60y + $40(50 - x - y) Cost = 30x + 20y + 2000
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Substitute each vertex’s coordinates into the objective function Cost = 30x + 20y + 2000 A(0, 50) Cost = $3000 B(14.29, 21.43) Cost = $2857.30 C(33.33, 16.67) Cost = $3333.30 B gives the minimum costs so purchase 14.29 from Airey, 21.43 from Berry and 14.28 from Cherry
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Define the decision variables Let x = number of bicycles shipped to distributor X from factory A Therefore 70 - x is the number shipped to X from factory B Let y = number of bicycles shipped to distributor Y from factory A Therefore 90 - y is the number shipped to y from factory B
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Summarise the decision variables, supply and demand in a table Factory AFactory BTotal demand from each distributor Distributor X Distributor Y Total supply from each factory
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Summarise the decision variables, supply and demand in a table Factory AFactory BTotal demand from each distributor Distributor Xx70 - x70 Distributor Yy90 - y90 Total supply from each factory 100150
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Define constraints based on the fact that all shipments must be non-negative amounts Factory A:
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Define constraints based on the fact that all shipments must be non-negative amounts Factory B:
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Define constraints based on the fact that all shipments must be non-negative amounts Non-negativity:
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Graph the solution region 100
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Determine the vertices 100 (0, 10) (0, 90) (10, 90) (70, 30) (70, 0) (10, 0)
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Determine the objective function Factory A to distributor X: x bicycles at $6 Factory A to distributor Y: y bicycles at $3 Factory B to distributor X: 70 - x bicycles at $7 Factory B to distributor Y: 90 - y bicycles at $5 Total cost =
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Determine the cost for each vertex A(0, 10) Cost = 920 B(0, 90) Cost = 760 C(10, 90) Cost = 750 D(70, 30) Cost = 810 E(70, 0) Cost = 870 F(10, 0) Cost = 930 Minimum costs occur when x = 10 and y = 90
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Amount to ship from each factory Ship 10 from factory A to distributor X Ship 90 from factory A to distributor Y Ship 60 from factory B to distributor X Ship 0 from factory B to distributor Y
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