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2’nd MODUL
Aggregate Planning and
Forecasting I
Production Planning
 Production planning is a statement to the production
plans in the aggregate.
 Production planning associated with the
determination of the volume, timeliness of
completion, capacity utilization and load balancing.
 Production planning is a means of communication
between the top management and manufacturing.
Purpose
 As an initial step to determine the production activity
as a reference more detailed planning of the
aggregate plan item in the master production
schedule.
 As input resource plan planning resource that can be
developed to support production planning.
 Stability of production and labor to fluctuations in
demand.
Aggregate Planning
 Aggregate planning is the planning that was made to
determine the total demand of all elements of production
and the amount of labor required Combines appropriate
resources into general terms
 If the products are similar, an “average” item can represent
the aggregate unit
 If there are variety of products then the aggregate unit may
be
 Weight (tons of steel)
 Volume (gallons of gasoline)
 Amount of work required (hours of labor)
 Dollar value (value of the inventory in dollar)
Aggregate Planning
 Benefits of Using Aggregate Planning:
 Ease of data processing
 Accuracy results obtained
 Easy to see and understand the mechanisms of
production systems that occur in the implementation of
the plan.
Forecasting
 The process of predicting the values of a certain
quantity, over a certain time horizon, based on past
trends and/or a number of relevant factors.
 An estimate of future demand & provides the basis
for planning decisions
Forecasting Techniques
• based on opinion and
intuition
Qualitative
forecasting
• uses mathematical
models and historical
data to make forecasts.
Quantitative
forecasting
Qualitative Methods
 Delphi method
 Management Estimate or Panel Consensus
 Market Research
 Structured Group Method
 Historical Analogy
Quantitative Methods
The use of qualitative methods:
 Does not require quantitative data
 Element of subjectivity very big influence in
forecasting results
 Good for long-term forecasting
Quantitative Methods
• based on assumption that the
future is an extention of the
past. Historical data is used to
predict future demand.
Time
series
forecasting
• assumes that one or more
factors (dependent variables)
predict future demand.
Causal
Time Series Forecasting
Time Series
Regresion
Konstant
Linier
Cyclic
Quadratic
Smoothing
Average
Moving
Average
Single
Double
Centred
Exponential
Smoothing
Single
Double/Trend
Winter
Data Plot
Forecast Error Analysis
 The forecast error at time period is the difference
between the actual data value and the forecast value
for that period.
Notes:
e= error
)(')()( tdtdte
Forecast Error Analysis (Cont.)
 Mean Absolute Error (MAE)/Mean Absolute Deviation
(MAD)
 Sum Square Error (SSE)
 Mean Square Error (MSE)
 Precentage Error (PE)
 Mean Absolute Precentage Error (MAPE)
 Standar Error Estimation (SSE)

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Modul 2 proses agregasi dan peramlan i

  • 2. Production Planning  Production planning is a statement to the production plans in the aggregate.  Production planning associated with the determination of the volume, timeliness of completion, capacity utilization and load balancing.  Production planning is a means of communication between the top management and manufacturing.
  • 3. Purpose  As an initial step to determine the production activity as a reference more detailed planning of the aggregate plan item in the master production schedule.  As input resource plan planning resource that can be developed to support production planning.  Stability of production and labor to fluctuations in demand.
  • 4. Aggregate Planning  Aggregate planning is the planning that was made to determine the total demand of all elements of production and the amount of labor required Combines appropriate resources into general terms  If the products are similar, an “average” item can represent the aggregate unit  If there are variety of products then the aggregate unit may be  Weight (tons of steel)  Volume (gallons of gasoline)  Amount of work required (hours of labor)  Dollar value (value of the inventory in dollar)
  • 5. Aggregate Planning  Benefits of Using Aggregate Planning:  Ease of data processing  Accuracy results obtained  Easy to see and understand the mechanisms of production systems that occur in the implementation of the plan.
  • 6. Forecasting  The process of predicting the values of a certain quantity, over a certain time horizon, based on past trends and/or a number of relevant factors.  An estimate of future demand & provides the basis for planning decisions
  • 7. Forecasting Techniques • based on opinion and intuition Qualitative forecasting • uses mathematical models and historical data to make forecasts. Quantitative forecasting
  • 8. Qualitative Methods  Delphi method  Management Estimate or Panel Consensus  Market Research  Structured Group Method  Historical Analogy
  • 9. Quantitative Methods The use of qualitative methods:  Does not require quantitative data  Element of subjectivity very big influence in forecasting results  Good for long-term forecasting
  • 10. Quantitative Methods • based on assumption that the future is an extention of the past. Historical data is used to predict future demand. Time series forecasting • assumes that one or more factors (dependent variables) predict future demand. Causal
  • 11. Time Series Forecasting Time Series Regresion Konstant Linier Cyclic Quadratic Smoothing Average Moving Average Single Double Centred Exponential Smoothing Single Double/Trend Winter
  • 13. Forecast Error Analysis  The forecast error at time period is the difference between the actual data value and the forecast value for that period. Notes: e= error )(')()( tdtdte
  • 14. Forecast Error Analysis (Cont.)  Mean Absolute Error (MAE)/Mean Absolute Deviation (MAD)  Sum Square Error (SSE)  Mean Square Error (MSE)
  • 15.  Precentage Error (PE)  Mean Absolute Precentage Error (MAPE)  Standar Error Estimation (SSE)