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Table 1.

Studies about APP with uncertainty.

Own elaboration.

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Table 1 Expand

Table 2.

Notation of the deterministic model (3.1).

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Table 2 Expand

Table 3.

Parameters in Model I.

Own elaboration based in the organization information.

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Table 3 Expand

Table 4.

Notation of the stochastic model (11).

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Table 4 Expand

Fig 1.

Scenario tree for stochastic Model-I and Model-II.

Own elaboration.

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Fig 1 Expand

Fig 2.

Flow chart of the methodology.

Own elaboration.

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Fig 2 Expand

Table 5.

Comparison of how the size of the problem increases with respect to the number of periods for Model-I and Model-II (R.V. denotes random variables, Var. denotes variables, and Int. Var. denotes integer variables).

Own elaboration.

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Table 5 Expand

Table 6.

Comparison between Model-I and Model-II regarding the time it takes to solve the problem and the number of iterations.

Own elaboration.

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Table 6 Expand

Fig 3.

Comparison between Model-I and Model-II with respect to the expected value solution.

Own elaboration.

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Fig 3 Expand

Fig 4.

Comparison between Model-I and Model-II with respect to the wait-and-see solution.

Own elaboration.

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Fig 4 Expand

Fig 5.

Comparison between Model-I and Model-II with respect to the expected value for perfect information.

Own elaboration.

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Fig 5 Expand

Table 7.

Comparison between Model-I and Model-II with respect to the importance indicators of stochastic optimization, “*” indicates approximation.

Own elaboration.

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Table 7 Expand

Table 8.

Sensitivity analysis of Model-I.

Own elaboration.

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Table 8 Expand

Table 9.

Sensitivity analysis of Model-II.

Own elaboration.

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Table 9 Expand

Table 10.

Impact of the service level constraint in Model-I.

Own elaboration.

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Table 10 Expand

Table 11.

Impact of the service level constraint in Model-II.

Own elaboration.

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Table 11 Expand

Table 12.

Impact of the service level constraint respect to decision variables in Model-I.

Own elaboration.

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Table 12 Expand

Table 13.

Impact of the service level constraint respect to decision variables in Model-II.

Own elaboration.

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Table 13 Expand

Fig 6.

Graphical interpretation of the sensitivity analysis for Model-I varying standard deviation parameter for the random variable demand.

Own elaboration.

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Fig 6 Expand

Fig 7.

Graphical interpretation of the sensitivity analysis for Model-I varying mean parameter for the random variable demand.

Own elaboration.

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Fig 7 Expand

Table 14.

Model-I sensitivity analysis varying parameters of the probability distribution.

Own elaboration.

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Table 14 Expand

Table 15.

Model-II sensitivity analysis varying parameters of the probability distribution.

Own elaboration, "*" denotes the base case.

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Table 15 Expand