www.izmirekonomi.edu.trAsst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
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Chapter 3
Aggregate Planning
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Asst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
FallFall, 2007, 20072 of 31Introduction to Aggregate
Planning Goal: To plan gross work force levels and set firm-wide
production plans.
Concept is predicated on the idea of an “aggregate unit” of production. May be actual units, or may be measured in weight (tons of steel), volume (gallons of gasoline), time (worker-hours), or dollars of sales. Can even be a fictitious quantity. (Refer to example in text and in slide below.)
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The Hierarchy of Production Planning Decisions
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Overview of the ProblemSuppose that D1, D2, . . . , DT are the forecasts of demand for aggregate units over the planning horizon (T periods.) The problem is to determine both work force levels (Wt) and production levels (Pt ) to minimize total costs over the T period planning horizon.
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Important Issues Smoothing. Refers to the costs and disruptions that
result from making changes from one period to the next. Bottleneck Planning. Problem of meeting peak demand
because of capacity restrictions. Planning Horizon. Assumed given (T), but what is “right”
value? Rolling horizons and end of horizon effect are both important issues.
Treatment of Demand. Assume demand is known. Ignores uncertainty to focus on the predictable/systematic variations in demand, such as seasonality.
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Relevant Costs Smoothing Costs
changing size of the work force changing number of units produced
Holding Costs primary component: opportunity cost of investment
Shortage Costs Cost of demand exceeding stock on hand. Why
should shortages be an issue if demand is known? Other Costs: payroll, overtime, subcontracting.
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Cost of Changing the Size of the Workforce
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Holding and Back-Order Costs
Back-orders Positive inventory
Slope = CP
Slope = Ci
$ C
ost
Inventory
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Aggregate Units
The method is based on notion of aggregate units. They may be
Actual units of production Weight (tons of steel) Volume (gallons of gasoline) Dollars (Value of sales) Fictitious aggregate units
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Example of fictitious aggregate units.(Example 3.1)
One plant produced 6 models of washing machines:Model # hrs. Price % salesA 5532 4.2 285 32K 4242 4.9 345 21L 9898 5.1 395 17L 3800 5.2 425 14M 2624 5.4 525 10M 3880 5.8 725 06
Question: How do we define an aggregate unit here?
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Example continued Notice: Price is not necessarily proportional
to worker hours (i.e., cost): why?
One method for defining an aggregate unit: requires: .32(4.2) + .21(4.9) + . . . + .06(5.8) = 4.8644 worker hours. Forecasts for demand for aggregate units can be obtained by taking a weighted average (using the same weights) of individual item forecasts.
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Asst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
FallFall, 2007, 200712 of 31Prototype Aggregate Planning
Example(this example is not in the text)The washing machine plant is interested in
determining work force and production levels for the next 8 months. Forecasted demands for Jan-Aug. are: 420, 280, 460, 190, 310, 145, 110, 125. Starting inventory at the end of December is 200 and the firm would like to have 100 units on hand at the end of August. Find monthly production levels.
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Step 1: Determine “net” demand.(subtract starting inv. from per. 1 forecast and add ending inv. to per. 8 forecast.)
Month Net Predicted Cum. Net Days Demand Demand
1(Jan) 220 220 222(Feb)280 500 163(Mar)460 960 234(Apr) 190 1150 205(May) 310 1460 216(June) 145 1605 177(July) 110 1715 188(Aug) 225 1940 10
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Step 2. Graph Cumulative Net Demand to Find Plans Graphically
0
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Constant Work Force Plan Suppose that we are interested in
determining a production plan that doesn’t change the size of the workforce over the planning horizon. How would we do that?
One method: In previous picture, draw a straight line from origin to 1940 units in month 8: The slope of the line is the number of units to produce each month.
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Monthly Production = 1940/8 = 242.2 or rounded to 243/month. But: there are stockouts.
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How can we have a constant work force plan with no stockouts?
Answer: using the graph, find the straight line that goes through the origin and lies completely above the cumulative net demand curve:
Constant Work Force Plan With No Stockouts
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From the previous graph, we see that cum. net demand curve is crossed at period 3, so that monthly production is 960/3 = 320. Ending inventory each month is found from:
Month Cum. Net. Dem. Cum. Prod. Invent. 1(Jan) 220 320 100
2(Feb) 500 640 1403(Mar) 960 960 04(Apr.) 1150 1280 1305(May) 1460 1600 1406(June) 1605 1920 3157(July) 1715 2240 5258(Aug) 1940 2560 620
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But - may not be realistic for several reasons: It may not be possible to achieve the
production level of 320 unit/month with an integer number of workers
Since all months do not have the same number of workdays, a constant production level may not translate to the same number of workers each month.
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Asst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
FallFall, 2007, 200721 of 31To overcome these
shortcomings: Assume number of workdays per month is
given K factor given (or computed) where
K = # of aggregate units produced by one worker in one day
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Finding K Suppose that we are told that over a period of
40 days, the plant had 38 workers who produced 520 units. It follows that:
K= 520/(38*40) = 0.3421 = average number of units produced by one
worker in one day.
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FallFall, 2007, 200723 of 31Computing Constant Work
Force Assume we are given the following # of
working days per month: 22, 16, 23, 20, 21, 17, 18, 10. March is still critical month. Cum. net demand thru March = 960. Cum # of working days = 22+16+23 = 61. Find 960/61 = 15.7377 units/day implies 15.7377/.3421 = 46 workers required.
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FallFall, 2007, 200724 of 31Constant Work Force
Production Plan
Mo # wk days Prod. Cum Cum Net End Inv Level Prod Dem Jan 22 346 346 220 126 Feb 16 252 598 500 98 Mar 23 362 960 960 0 Apr 20 315 1275 1150 125 May 21 330 1605 1460 145 Jun 22 346 1951 1605 346 Jul 21 330 2281 1715 566 Aug 22 346 2627 1940 687
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Addition of Costs Holding Cost (per unit per month): $8.50 Hiring Cost per worker: $800 Firing Cost per worker: $1,250 Payroll Cost: $75/worker/day Shortage Cost: $50 unit short/month
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FallFall, 2007, 200726 of 31Cost Evaluation of Constant Work Force
Plan
Assume that the work force at end of Dec was 40. Cost to hire 6 workers: 6*800 = $4800 Inventory Cost: accumulate ending inventory:
(126+98+0+. . .+687) = 2093. Add in 100 units netted out in Aug = 2193. Hence Inv. Cost = 2193*8.5=$18,640.50
Payroll cost: ($75/worker/day)(46 workers )(167days) = $576,150 Cost of plan: $576,150 + $18,640.50 + $4800 =
$599,590.50 ~ $600K
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Asst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
FallFall, 2007, 200727 of 31Cost Reduction in Constant Work Force
Plan
In the original cum net demand curve, consider making reductions in the work force one or more times over the
planning horizon to decrease inventory investment.
162017801940
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Asst. Asst. Prof. Dr. Prof. Dr. Mahmut Ali Mahmut Ali GÖKÇE, Izmir University of EconomicsGÖKÇE, Izmir University of Economics
FallFall, 2007, 200728 of 31Cost Evaluation of Modified
Plan I will not present all the details here. The
modified plan calls for reducing the workforce to 36 at start of April and making another reduction to 22 at start of June. The additional cost of layoffs is $30,000, but holding costs are reduced to only $4,250. The total cost of the modified plan is $467,450.
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Zero Inventory Plan (Chase Strategy) Here the idea is to change the workforce each
month in order to reduce ending inventory to nearly zero by matching the workforce with monthly demand as closely as possible. This is accomplished by computing the # units produced by one worker each month (by multiplying K by #days per month) and then taking net demand each month and dividing by this quantity. The resulting ratio is rounded up and possibly adjusted downward.
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I got the following for this problem:I got the following for this problem:
Period Period # hired # hired #fired#fired 1 1 10 Cost of this 10 Cost of this 2 2 20 plan: 20 plan: 3 9 3 9 $555,704.50$555,704.50 4 314 31 5 15 5 15 6 246 24 7 47 4 8 15 8 15
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How to disaggregate? Have to disaggregate a aggregate plan to a
master production schedule (MPS) MPS will then be used to plan for material
requirements of the production and detailed scheduling
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Optimal Solutions to Aggregate Planning Problems Via Linear Programming Linear Programming provides a means of solving
aggregate planning problems optimally. The LP formulation is fairly complex requiring 8T variables and 3T constraints, where T is the length of the planning horizon. Clearly, this can be a formidable linear program. The LP formulation shows that the modified plan we considered with two months of layoffs is in fact optimal for the prototype problem.
Refer to the latter part of Chapter 3 and the Appendix following the chapter for details.