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प्रश्न
Five different machines can do any of the five required jobs, with different profits resulting from each assignment as shown below:
| Job | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 30 | 37 | 40 | 28 | 40 |
| 2 | 40 | 24 | 27 | 21 | 36 |
| 3 | 40 | 32 | 33 | 30 | 35 |
| 4 | 25 | 38 | 40 | 36 | 36 |
| 5 | 29 | 62 | 41 | 34 | 39 |
Find the optimal assignment schedule.
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उत्तर
Step 1:
Since it is a maximization problem, subtract each of the elements in the table from the largest element, i.e., 62
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 32 | 25 | 22 | 34 | 22 |
| 2 | 22 | 38 | 35 | 41 | 26 |
| 3 | 22 | 30 | 29 | 32 | 27 |
| 4 | 37 | 24 | 22 | 26 | 26 |
| 5 | 33 | 0 | 21 | 28 | 23 |
Step 2:
Row minimum Subtract the smallest element in each row from every element in its row.
The matrix obtained is given below:
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 12 | 0 |
| 2 | 0 | 16 | 13 | 19 | 4 |
| 3 | 0 | 8 | 7 | 10 | 5 |
| 4 | 15 | 2 | 0 | 4 | 4 |
| 5 | 33 | 0 | 21 | 28 | 23 |
Step 3:
Column minimum Subtract the smallest element in each column of assignment matrix obtained in step 2 from every element in its column.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 8 | 0 |
| 2 | 0 | 16 | 13 | 15 | 4 |
| 3 | 0 | 8 | 7 | 6 | 5 |
| 4 | 15 | 2 | 0 | 0 | 4 |
| 5 | 33 | 0 | 21 | 24 | 23 |
Step 4:
Draw minimum number of vertical and horizontal lines to cover all zeros.
First cover all rows and columns which have maximum number of zeros.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 10 | 3 | 0 | 8 | 0 |
| 2 | 0 | 16 | 13 | 15 | 4 |
| 3 | 0 | 8 | 7 | 6 | 5 |
| 4 | 15 | 2 | 0 | 0 | 4 |
| 5 | 33 | 0 | 21 | 24 | 23 |
Step 5:
From step 4, minimum number of lines covering all the zeros are 4, which is less than order of matrix, i.e., 5.
∴ Select smallest element from all the uncovered elements, i.e., 4 and subtract it from all the uncovered elements and add it to the elements which lie at the intersection of two lines.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 6:
Draw minimum number of vertical and horizontal lines to cover all zeros.
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 7:
From step 6, minimum number of lines covering all the zeros are 5, which is equal to order of the matrix, i.e., 5.
∴ Select a row with exactly one zero, enclose that zero in () and cross out all zeros in its respective column.
Similarly, examine each row and column and mark the assignment ().
∴ The matrix obtained is as follows:
| Jobs | Machines (Profit in ₹) | ||||
| A | B | C | D | E | |
| 1 | 14 | 3 | 0 | 8 | 0 |
| 2 | 0 | 12 | 9 | 11 | 0 |
| 3 | 0 | 4 | 3 | 2 | 1 |
| 4 | 19 | 2 | 0 | 0 | 4 |
| 5 | 37 | 0 | 21 | 24 | 23 |
Step 8:
The matrix obtained in step 7 contains exactly one assignment for each row and column.
∴ Optimal assignment schedule is as follows:
| Jobs | Machines | Profit (in ₹) |
| 1 | C | 40 |
| 2 | E | 36 |
| 3 | A | 40 |
| 4 | D | 36 |
| 5 | B | 62 |
∴ Total maximum profit = 40 + 36 + 40 + 36 + 62 = ₹ 214.
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संबंधित प्रश्न
Solve the following minimal assignment problem and hence find minimum time where '- ' indicates that job cannot be assigned to the machine :
| Machines | Processing time in hours | ||||
| A | B | C | D | E | |
| M1 | 9 | 11 | 15 | 10 | 11 |
| M2 | 12 | 9 | - | 10 | 9 |
| M3 | - | 11 | 14 | 11 | 7 |
| M4 | 14 | 8 | 12 | 7 | 8 |
Solve the following maximal assignment problem :
| Branch Manager | Monthly Business ( Rs. lakh) | |||
| A | B | C | D | |
| P | 11 | 11 | 9 | 9 |
| Q | 13 | 16 | 11 | 10 |
| R | 12 | 17 | 13 | 8 |
| S | 16 | 14 | 16 | 12 |
The assignment problem is said to be unbalance if ______
The assignment problem is said to be balanced if ______.
The objective of an assignment problem is to assign ______.
Fill in the blank :
When an assignment problem has more than one solution, then it is _______ optimal solution.
In an assignment problem, if number of column is greater than number of rows, then a dummy column is added.
Solve the following problem :
A plant manager has four subordinates, and four tasks to be performed. The subordinates differ in efficiency and the tasks differ in their intrinsic difficulty. This estimate of the time each man would take to perform each task is given in the effectiveness matrix below.
| I | II | III | IV | |
| A | 7 | 25 | 26 | 10 |
| B | 12 | 27 | 3 | 25 |
| C | 37 | 18 | 17 | 14 |
| D | 18 | 25 | 23 | 9 |
How should the tasks be allocated, one to a man, as to minimize the total man hours?
Choose the correct alternative:
The assignment problem is generally defined as a problem of ______
Choose the correct alternative:
When an assignment problem has more than one solution, then it is ______
State whether the following statement is True or False:
In assignment problem, if number of columns is greater than number of rows, then a dummy row is added
State whether the following statement is True or False:
In assignment problem each worker or machine is assigned only one job
Give mathematical form of Assignment problem
Three jobs A, B and C one to be assigned to three machines U, V and W. The processing cost for each job machine combination is shown in the matrix given below. Determine the allocation that minimizes the overall processing cost.
| Machine | ||||
| U | V | W | ||
| Jobs | A | 17 | 25 | 31 |
| B | 10 | 25 | 16 | |
| C | 12 | 14 | 11 | |
(cost is in ₹ per unit)
A computer centre has got three expert programmers. The centre needs three application programmes to be developed. The head of the computer centre, after studying carefully the programmes to be developed, estimates the computer time in minitues required by the experts to the application programme as follows.
| Programmers | ||||
| P | Q | R | ||
| Programmers | 1 | 120 | 100 | 80 |
| 2 | 80 | 90 | 110 | |
| 3 | 110 | 140 | 120 | |
Assign the programmers to the programme in such a way that the total computer time is least.
Find the optimal solution for the assignment problem with the following cost matrix.
| Area | |||||
| 1 | 2 | 3 | 4 | ||
| P | 11 | 17 | 8 | 16 | |
| Salesman | Q | 9 | 7 | 12 | 6 |
| R | 13 | 16 | 15 | 12 | |
| S | 14 | 10 | 12 | 11 | |
Assign four trucks 1, 2, 3 and 4 to vacant spaces A, B, C, D, E and F so that distance travelled is minimized. The matrix below shows the distance.
| 1 | 2 | 3 | 4 | |
| A | 4 | 7 | 3 | 7 |
| B | 8 | 2 | 5 | 5 |
| C | 4 | 9 | 6 | 9 |
| D | 7 | 5 | 4 | 8 |
| E | 6 | 3 | 5 | 4 |
| F | 6 | 8 | 7 | 3 |
Choose the correct alternative:
Number of basic allocation in any row or column in an assignment problem can be
Choose the correct alternative:
North – West Corner refers to ______
Choose the correct alternative:
If number of sources is not equal to number of destinations, the assignment problem is called ______
Choose the correct alternative:
The purpose of a dummy row or column in an assignment problem is to
Choose the correct alternative:
The solution for an assignment problem is optimal if
A natural truck-rental service has a surplus of one truck in each of the cities 1, 2, 3, 4, 5 and 6 and a deficit of one truck in each of the cities 7, 8, 9, 10, 11 and 12. The distance(in kilometers) between the cities with a surplus and the cities with a deficit are displayed below:
| To | |||||||
| 7 | 8 | 9 | 10 | 11 | 12 | ||
| From | 1 | 31 | 62 | 29 | 42 | 15 | 41 |
| 2 | 12 | 19 | 39 | 55 | 71 | 40 | |
| 3 | 17 | 29 | 50 | 41 | 22 | 22 | |
| 4 | 35 | 40 | 38 | 42 | 27 | 33 | |
| 5 | 19 | 30 | 29 | 16 | 20 | 33 | |
| 6 | 72 | 30 | 30 | 50 | 41 | 20 | |
How should the truck be dispersed so as to minimize the total distance travelled?
A department store has four workers to pack goods. The times (in minutes) required for each worker to complete the packings per item sold is given below. How should the manager of the store assign the jobs to the workers, so as to minimize the total time of packing?
| Workers | Packing of | |||
| Books | Toys | Crockery | Cutlery | |
| A | 3 | 11 | 10 | 8 |
| B | 13 | 2 | 12 | 12 |
| C | 3 | 4 | 6 | 1 |
| D | 4 | 15 | 4 | 9 |
Five wagons are available at stations 1, 2, 3, 4 and 5. These are required at 5 stations I, II, III, IV and V. The mileage between various stations are given in the table below. How should the wagons be transported so as to minimize the mileage covered?
| I | II | III | IV | V | |
| 1 | 10 | 5 | 9 | 18 | 11 |
| 2 | 13 | 9 | 6 | 12 | 14 |
| 3 | 7 | 2 | 4 | 4 | 5 |
| 4 | 18 | 9 | 12 | 17 | 15 |
| 5 | 11 | 6 | 14 | 19 | 10 |
