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International Journal on Advances in Systems and Measurements, vol 5 no 3 & 4, year 2012, http://www.iariajournals.org/systems_and_measurements/<br />

Case 2:<br />

and<br />

. It implies that the<br />

transportation models under both scenarios have similar<br />

constraints for some ports<br />

. Similarly,<br />

based on the model under the scenario-I (scenario-II), we<br />

increase (decrease) the RHS values of ports that are<br />

(<br />

) up (down) to zero. Then, the<br />

minimum objective cost of the new model-I (model-II),<br />

denoted by ( ), should be not greater (less) than that of<br />

the original model, i.e.,<br />

(<br />

). For the new model-I and model-II, they<br />

have similar constraints for ports<br />

. Hence,<br />

as that in case 1, we have . Finally, we get that<br />

.<br />

Similarly, when in the case of<br />

,<br />

we can get that<br />

.<br />

APPENDIX B<br />

A numerical example is firstly presented to show that<br />

how the perturbation in the supply or demand of one binding<br />

port, such as , will change the net actual imported ECs of a<br />

pair of ports. Then, a modified stepping stone (MSS) method<br />

is proposed to find .<br />

Consider a numerical example with three surplus ports<br />

and two deficit ports. ECs are repositioned from the surplus<br />

ports to the deficit ports. Assume the total number of EC<br />

supplies is greater than the total number of EC demands.<br />

And the transportation tableau is presented in Figure 7. Note<br />

that one dummy node is created in the transportation tableau<br />

to ensure that the total number of demands is equal to the<br />

total number of supplies. For illustration, the value of<br />

cell represents the number of ECs repositioned from<br />

t<br />

the surplus port to the deficit port. Two sub-examples<br />

are investigated.<br />

Surplus port<br />

1<br />

2<br />

3<br />

Change of demand<br />

1 2<br />

Deficit port<br />

3(dummy)<br />

Figure 7. The transportation tableau<br />

● Basic cell<br />

Change of supply<br />

Sub-example 1: Perturb the number of EC supply of the<br />

first surplus port by<br />

Consider the balance of the transportation tableau.<br />

Perturbing the number of EC supply of the first surplus port<br />

by implies that the number of EC demand of the dummy<br />

deficit port will be perturbed by . However, since<br />

cell , is a non-basic cell (see Figure 7), its value should<br />

be kept as zero and cannot be changed by the perturbation.<br />

To track the changes on the basic variables, a loop is<br />

developed, which begins at cell , and is back to this cell<br />

(see Figure 8).<br />

Surplus port<br />

Change of demand<br />

Deficit port<br />

1 2 3(dummy) Change of supply<br />

<br />

<br />

<br />

Figure 8. Perturb the number of EC supply of the first surplus port by<br />

◎ Beginning cell<br />

The loop in Figure 8 consists of successive horizontal<br />

and vertical segments whose end nodes must be basic<br />

variables, except for the two segments starting and ending at<br />

the non-basic variable.<br />

More specifically, the changes on the basic variables can<br />

be obtained as follows: first increase the value of cell ,<br />

by ; then go around the loop, alternately decrease and then<br />

increase basic variables in the loop by , i.e. decrease the<br />

value of cell , and increase the value of<br />

cell , by . It is observed that the total numbers of<br />

repositioning out ECs at the first and the second surplus<br />

ports will be increased and decreased by , respectively.<br />

Sub-example 2: Perturb the number of EC demand of the<br />

first deficit port by<br />

Perturbing the number of EC demand of a deficit port<br />

(not the dummy deficit port) by will result in the total<br />

number of demands from deficit ports (excluding the dummy<br />

deficit port) increasing by . To maintain the balance of the<br />

transportation tableau, a hypothetic surplus port is introduced<br />

and its supply is assumed to increase by . Besides, to<br />

make the transportation tableau non-degeneracy, the cell (the<br />

hypothetic surplus port, the dummy deficit port), i.e., cell (4,<br />

3) in Figure 9, is set as a basic cell.<br />

To track the changes on the basic variables by the<br />

perturbation of on the number of EC demand of the first<br />

deficit port, similar loop is developed in Figure 9. It is<br />

observed that the total number of repositioning in ECs at the<br />

first deficit port and the total number of repositioning out<br />

ECs at the second surplus port will be both increased by .<br />

Just as the loop using in the typical stepping stone<br />

method, the loop in either Figure 8 or Figure 9 is unique. The<br />

uniqueness of the loop guarantees that there will be only a<br />

pair of ports, whose net actual imported ECs will be affected<br />

by perturbing the supply or demand of one binding port.<br />

2012, © Copyright by authors, Published under agreement with <strong>IARIA</strong> - www.iaria.org<br />

1<br />

2<br />

3<br />

Surplus port<br />

1<br />

2<br />

3<br />

4 (hypothetic)<br />

<br />

Change of demand <br />

1 2<br />

<br />

Deficit port<br />

3(dummy)<br />

<br />

<br />

Change of supply<br />

<br />

Figure 9. Perturb the number of EC demand of the first deficit port by<br />

175

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