Question: Question 3) (40 points) Consider a transportation problem. There are a set of suppliers and a set of customers in a region. The customers have
Question 3) (40 points) Consider a transportation problem. There are a set of suppliers and a set of customers in a region. The customers have their known demand of a specific product. Suppliers have supply capacities for the product. An operations manager wants to make shipment decisions, i.e., how many items to ship from each supplier to each customer, subject to the demand requirements and supply capacities. The demand and supply information are presented below.
Table 1
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| Customer | |||
| Supplier | 1 | 2 | 3 | Supply Capacity |
| A | 7 | 10 | 10 | 50 |
| B | 9 | 5 | 9 | 50 |
| C | 10 | 10 | 7 | 50 |
| D | 10 | 8 | 5 | 50 |
We want to determine a shipment plan to satisfy customers demand in the month of April. We do not have demand information for April. But we have historical demand data for the previous 11 months for each of the customers.
Table 2
|
|
| Demand | ||
| Period | Month | Customer 1 | Customer 2 | Customer 3 |
| 1 | May | 48 | 55 | 30 |
| 2 | June | 46 | 47 | 45 |
| 3 | July | 53 | 43 | 33 |
| 4 | August | 58 | 60 | 60 |
| 5 | September | 52 | 54 | 62 |
| 6 | October | 54 | 46 | 67 |
| 7 | November | 65 | 45 | 69 |
| 8 | December | 69 | 44 | 99 |
| 9 | January | 71 | 55 | 102 |
| 10 | February | 74 | 44 | 107 |
| 11 | March | 75 | 33 | 103 |
- Apply the following three forecasting models to predict Aprils demand for each customer.
- 4-month moving average
- Exponential Smoothing with =0.4
- Trend Line (regression)
Answer:
Table 3
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| April Demand Forecast | ||
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| Customer 1 | Customer 2 | Customer 3 |
| 4 Month Moving Average |
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| Exponential Smoothing |
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| Trend Line (Regression) |
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- Use Mean Squared Error (MSE) evaluation method to select the best forecasting model for each customer. Report MSE of each forecasting model for each customer.
Answer:
Table 4
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| Mean Squared Error (MSE) | ||
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| Customer 1 | Customer 2 | Customer 3 |
| 4 Month Moving Average |
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| Exponential Smoothing |
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| Trend Line (Regression) |
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- For each customer, put Aprils prediction of the best model in the table below:
Table 5
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| Customer | ||
|
| 1 | 2 | 3 |
| April Demand | 79 | 41 | 120 |
- Use Excel solver to solve a transportation problem for the month of April based on cost and supply information of Table 1 and demand information of Table 5. (If you could not solve parts a, b, c, use demands of 60, 70, and 75 for customers 1, 2, and 3 respectively). You should make sure that demand of the customers is satisfied, and supply capacity of the suppliers is not violated. Can you solve this problem? What is the minimum transportation cost for this problem? What is the capacity utilization of supplier 3?
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