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Linear Programming:

Modeling Examples

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Chapter Topics

 A Product Mix Example

 A Diet Example

An Investment Example

 A Marketing Example

 A Transportation Example

A Blend Example

 A Multiperiod Scheduling Example

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A Product Mix Example

Problem Definition (1 of 8)

Four-product T-shirt/sweatshirt manufacturing company.

■ Must complete production within 72 hours ■ Truck capacity = 1,200 standard sized boxes. ■ Standard size box holds12 T-shirts.

■ One-dozen sweatshirts box is three times size of standard box. ■ $25,000 available for a production run.

■ 500 dozen blank T-shirts and sweatshirts in stock.

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Processing

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Decision Variables:

x1 = sweatshirts, front printing

x2 = sweatshirts, back and front printing x3 = T-shirts, front printing

x4 = T-shirts, back and front printing

Objective Function:

Maximize Z = $90x1 + $125x2 + $45x3 + $65x4

A Product Mix Example

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A Product Mix Example

Computer Solution with Excel (5 of 8)

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Exhibit 4.2

A Product Mix Example

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Exhibit 4.3

A Product Mix Example

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Exhibit 4.4

A Product Mix Example

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Breakfast to include at least 420 calories, 5 milligrams of iron, 400 milligrams of calcium, 20 grams of protein, 12 grams of fiber, and must have no more than 20 grams of fat and 30 milligrams of cholesterol.

Breakfast Food

9. Orange juice (cup) 10. Wheat toast (slice)

90

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x1 = cups of bran cereal

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Exhibit 4.5

A Diet Example

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Exhibit 4.6

A Diet Example

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An Investment Example

Computer Solution with Excel (2 of 4)

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Exhibit 4.8

An Investment Example

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An Investment Example

Sensitivity Report (4 of 4)

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Exposure (people/ad or

commercial)

Cost

Television Commercial 20,000 $15,000

Radio Commercial 2,000 6,000

Newspaper Ad 9,000 4,000

 Budget limit $100,000

 Television time for four commercials

Radio time for 10 commercials  Newspaper space for 7 ads

 Resources for no more than 15 commercials and/or ads

A Marketing Example

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Exhibit 4.10

A Marketing Example

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Exhibit 4.11

A Marketing Example

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A Marketing Example

Integer Solution with Excel (5 of 6)

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Exhibit 4.14

A Marketing Example

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Warehouse supply of Retail store demand

From Warehouse To Store

A B C

1 $16 $18 $11

2 14 12 13

3 13 15 17

A Transportation Example

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Exhibit 4.15

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Exhibit 4.16

A Transportation Example

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Component Maximum Barrels

Available/day Cost/barrel

1 4,500 $12

2 2,700 10

3 3,500 14

Grade Component Specifications Selling Price ($/bbl)

Super At least 50% of 1

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■ Determine the optimal mix of the three components in each grade of motor oil that will maximize profit. Company wants to produce at least 3,000 barrels of each grade of motor oil.

■ Decision variables: The quantity of each of the three components used in each grade of gasoline (9 decision variables); xij = barrels of component i used in motor oil grade j per day, where i = 1, 2, 3 and j = s (super), p (premium), and e (extra).

A Blend Example

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Exhibit 4.17

A Blend Example

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A Blend Example

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Exhibit 4.19

A Blend Example

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Production Capacity: 160 computers per week

50 more computers with overtime

Assembly Costs: $190 per computer regular time; $260 per computer overtime

Inventory Holding Cost: $10/computer per week

Order schedule:

A Multi-Period Scheduling Example

Problem Definition and Data (1 of 5)

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Decision Variables:

rj = regular production of computers in week j

(j = 1, 2, …, 6)

oj = overtime production of computers in week j

(j = 1, 2, …, 6)

ij = extra computers carried over as inventory in week j

(j = 1, 2, …, 5)

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Model summary:

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A Multi-Period Scheduling Example

Solution with Excel (4 of 5)

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DEA compares a number of service units of the same type based on their inputs (resources) and outputs. The result indicates if a

particular unit is less productive, or efficient, than other units.

Elementary school comparison:

Input 1 = teacher to student ratio

Input 2 = supplementary funds/student

Input 3 = average educational level of parents

Output 1 = average reading SOL score Output 2 = average math SOL score Output 3 = average history SOL score

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Inputs Outputs

School 1 2 3 1 2 3

Alton .06 $260 11.3 86 75 71

Beeks .05 320 10.5 82 72 67

Carey .08

340 12.0 81 79 80

Delancey

.06 460 13.1 81 73 69

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Decision Variables:

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Exhibit 4.23

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Example Problem Solution

Problem Statement and Data (1 of 5)

Canned cat food, Meow Chow; dog food, Bow Chow.

■ Ingredients/week: 600 lb horse meat; 800 lb fish; 1000 lb cereal. ■ Recipe requirement: Meow Chow at least half fish

Bow Chow at least half horse meat.

■ 2,250 sixteen-ounce cans available each week. ■ Profit /can: Meow Chow $0.80

Bow Chow $0.96.

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Step 1: Define the Decision Variables

xij = ounces of ingredient i in pet food j per week,

where i = h (horse meat), f (fish) and c (cereal),

and j = m (Meow chow) and b (Bow Chow).

Step 2: Formulate the Objective Function

Maximize Z = $0.05(xhm + xfm + xcm) + 0.06(xhb + xfb + xcb)

Example Problem Solution

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Step 3: Formulate the Model Constraints

Amount of each ingredient available each week:

xhm + xhb  9,600 ounces of horse meat xfm + xfb  12,800 ounces of fish

xcm + xcb  16,000 ounces of cereal additive

Recipe requirements:

Meow Chow: xfm/(xhm + xfm + xcm)  1/2 or - xhm + xfm- xcm  0

Bow Chow: xhb/(xhb + xfb + xcb)  1/2 or xhb- xfb - xcb  0

Can Content: xhm + xfm + xcm + xhb + xfb+ xcb  36,000 ounces

Example Problem Solution

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Example Problem Solution

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Referensi

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