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Transportation Problem - Optimal Solution using Stepping Stone Method
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Transportation Problem - Stepping Stone Method -
PAMANTASAN NG LUNGSOD NG MAYNILAGRADUATE SCHOOL OF ENGINEERING
GEM 805 – OPTIMIZATION TECHNIQUES
Stepping Stone Method
>>> This is a one of the methods used to determine optimality of an initial basic feasible solution (i.e. Northwest Corner Rule, Least Cost or Vogel’s Approximation) >>> The method is derived from the analogy of crossing a pond using stepping stones. This means that the entire transportation table is assumed to be a pond and the occupied cells are the stones needed to make certain movements within the pond.
Optimum Solution:Stepping-Stone Method
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Z = 4x10+6x30+6x50+7x10+5x10+8x40 = 960
Transportation Table
1. Starting at an unused/empty cell, trace a closed path or loop back to the original cell via cells that are currently being used and/or occupied.
Note: A closed path or loop is a sequence of cells in the transportation table such that the first cell is unused/empty and all the other cells are used/occupied with the following conditions:
a. Each pair of consecutive used/occupied cells lies in either the same row or column
b. No three consecutive used/occupied cells lie in the same row or column
c. The first and last cells of a sequence lies in the same row or column
d. No cell appears more than once in a sequence (i.e. no duplication)
e. Only horizontal and vertical moves allowed and can only change directions at used/occupied cells
Optimum Solution:Stepping-Stone Method
Example:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
A3->B3->B4->C4->C1->A1->A3
At Cell A3,
Example:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
At Cell A4, A4->C4->C1->A1->A4
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
Optimum Solution:Stepping-Stone Method
B1->B4->C4->C1->B1
SOURCES
DESTINATIONS
Example: At Cell B1,
Example:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
At Cell B2,
B2->B4->C4->C1->A1->A2->B2
Example:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
At Cell C2, C2->C1->A1->A2->C2
Example:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
At Cell C3,
C3->B3->B4->C4->C3
2. For every traced path or loop, begin with a plus (+) sign at the starting unused cell and alternately place a minus (-) and plus (+) sign at each used cell
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
-
-
-
+
+
+Example:
Optimum Solution:Stepping-Stone Method
At Cell A3, A3->B3->B4->C4->C1->A1->A3
3. Calculate an Improvement Index by first adding the unit-cost figures found in each cell containing a plus sign and subtracting the unit costs in each square containing a minus sign.
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
-
-
-
+
+
+Example: At Cell A3, A3->B3->B4->C4->C1->A1->A3
Optimum Solution:Stepping-Stone Method
IA3 = 2
-8
-6 +7
+5
-4
=
8
Optimum Solution:Stepping-Stone Method
Iteration #1 - Computing for the Improvement Index:
At A3, A3->B3->B4->C4->C1->A1; IA3 = +8-6+7-8+5-4 = 2
At A4, A4->C4->C1->A1; IA4 = +8-8+5-4 = 1
At B1, B1->B4->C4->C1; IB1 = +6-7-8-5 = 2
At B2, B2->B4->C4->C1->A1->A2; IB2 = +8-7+8-5+4-6 = 2
At C2, Loop C2->C1->A1->A2; IC2 = +7-5+4-6 = 0
At C3, C3->B3->B4->C4; IC3 = +6-6+7-8 = -14. If all indices calculated are greater than or equal to zero, then, an optimal solution had been reached. If not, select the path/loop that has the most negative value and use this to further improve the solution.
Note: Should there be two or more “most” negative values, select arbitrarily.
Example: At Cell C3, C3->B3->B4->C4
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
+
+
-
-
IC3 = +6-6+7-8 = -1
To further improve the current solution, select the “smallest” number found in the path/loop C3->B3->B4->C4 containing minus(-) signs. This number is added to all cells on the closed path/loop with plus(+) signs and subtracted from all cells on the path assigned with minus(-) signs.
Optimum Solution:Stepping-Stone Method
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 50 10
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
+
+
-
-
40
50 - 40 10 + 40
40 - 40
5. Then, we have a new basic feasible solution…
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 10 50
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
…and repeat steps 1 though 4 to calculate an Improvement Index for all unused squares in order to test whether an optimal solution has been reached.
Optimum Solution:Stepping-Stone Method
Iteration #2 - Computing for the Improvement Index:
At A3, A3->C3->C1->A1; IA3 = +8-6+5-4 = 3
At A4, A4->B4->B3->C3->C1->A1; IA4 = +8-7+6-6+5-4 = 2
At B1, B1->B3->C3->C1; IB1 = +6-6+6-5 = 1
At B2, B2->B3->C3->C1->A1->A2; IB2 = +8-6+6-5+4-6 = 1
At C2, C2->C1->A1->A2; IC2 = +7-5+4-6 = 0
At C4, C3->B3->B4; IC3 = +8-6+6-7 = 1Since the results of all indices calculated are greater than or equal to zero, then, an optimal solution had been reached.
…and computing the objective function Z:
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 10 50
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
Z = 4x10+6x30+6x10+7x50+5x10+6x40 = 920
In Iteration #2 :
At A3, A3->C3->C1->A1; IA3 = +8-6+5-4 = 3
At A4, A4->B4->B3->C3->C1->A1; IA4 = +8-7+6-6+5-4 = 2
At B1, B1->B3->C3->C1; IB1 = +6-6+6-5 = 1
At B2, B2->B3->C3->C1->A1->A2; IB2 = +8-6+6-5+4-6 = 1
At C2, C2->C1->A1->A2; IC2 = +7-5+4-6 = 0
At C4, C3->B3->B4; IC3 = +8-6+6-7 = 1
Optimum Solution:Stepping-Stone Method
However, in checking the calculation in Iteration #2, there is an improvement index equal to zero. This means that there is an ALTERNATE optimum solution:
To calculate for the alternate optimum solution, again select the “smallest” number found in this path/loop containing minus(-) signs. This number is added to all cells on the closed path/loop with plus(+) signs and subtracted from all cells on the path assigned with minus(-) signs.
Optimum Solution:Stepping-Stone Method
1 2 3 4 SUPPLY
A4 6 8 8
40 10 30
B6 8 6 7
60 10 50
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
+
+ -
-10
30 - 1010 + 10
10 - 10
Hence, at C2->C1->A1->A2,
Then the alternate optimum solution with objective function Z:
1 2 3 4 SUPPLY
A4 6 8 8
40 20 20
B6 8 6 7
60 10 50
C5 7 6 8
50 10 40
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
Optimum Solution:Stepping-Stone Method
Z = 4x20+6x20+6x10+7x50+7x10+6x40 = 920
1 2 3 4 SUPPLY
A4 6 8 8
40 20 20
B6 8 6 7
60 10 50
C5 7 6 8
50 50
DEMAND 20 30 50 50 150
SOURCES
DESTINATIONS
When the number of empty/occupied cells in any solution (either initial or later) of the transportation table is not equal to the number of rows plus the number of columns minus 1 (i.e. m+n-1) the solution is called DEGENERATE
Optimum Solution:Stepping-Stone Method
Example: m + n -1 = 3 + 4 -1 = 6
DEGENERACY
DEGENERACY
To handle degenerate problems, artificially create an occupied cell by placing a zero (representing a fake shipment) in one of the unused cells. Treating this cell as if it were occupied, it must be chosen in such a position as to allow all stepping-stone paths to be traced. Then, all stepping-stone paths can be closed and improvement indices computed.
Optimum Solution:Stepping-Stone Method
1 2 3 4 SUPPLY
A4 6 8 8
40 20 20
B6 8 6 7
60 10 50
C5 7 6 8
50 50
DEMAND 20 30 50 50 150
SOURCES
0
Example: DESTINATIONS
QUESTIONS?
Optimum Solution:Stepping-Stone Method
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