Wolfram Alpha based-inventory model for damaged items of pharmaceutics by utilizing exponential demand rate

In this study, an inventory model is developed for pharmaceutical products that deteriorate over time with an exponential demand rate. The discussion of exponential demand is rarely explored but has the advantage that the demand value toward total cost remains positive. This study assumes allowable shortages and complete backlogging, making it necessary to design an optimal policy for deteriorating goods with an exponential demand rate. The model shows that the initial stock decreases over time, potentially leading to shortages before the next order arrives. The optimal solution indicates that the inventory reaches the zero point at 𝑑<sub>1</sub> = 0.0000011 and the cycle length 𝑇<sub>1</sub> = 0.012 resulting in an average minimum total cost of 𝑇𝐢̅̅̅̅ = $17,133.9 per cycle by Wolfram Alpha. Sensitivity analysis measures the changes of the results in the increasing value of 𝑇𝐢̅̅̅̅ for all parameters. Exponential function variables (π‘Ž and 𝑏) produces 𝑑<sub>1</sub> and 𝑇<sub>1</sub> stable values. On increasing the cost of each damage (𝐷𝐢) and constant damage rate (πœƒ) produces a 𝑑<sub>1</sub> stable value, but the value of 𝑇<sub>1</sub> increases. An increase in storage costs (h) results in a decrease in the value of 𝑑<sub>1</sub> and 𝑇<sub>1</sub>. Increasing in the cost of shortages (s) resulted in an increase in the value of 𝑑<sub>1</sub> and a decrease in the value of 𝑇<sub>1</sub>.

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Publication Details

Journal
Indonesian Journal of Electrical Engineering and Computer Science
Published
2025-08-01
DOI
https://doi.org/10.11591/ijeecs.v39.i2.pp1145-1154
Primary Topic
Industrial Vision Systems and Defect Detection
Type
article
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0.00
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article

Wolfram Alpha based-inventory model for damaged items of pharmaceutics by utilizing exponential demand rate

Fitri Maya Puspita, Evi Yuliza, Siti Suzlin Supadi, Indrawati Indrawati et al.
Indonesian Journal of Electrical Engineering and Computer Science
Industrial Vision Systems and Defect Detection
article

Wolfram Alpha based-inventory model for damaged items of pharmaceutics by utilizing exponential demand rate

Fitri Maya Puspita, Evi Yuliza, Siti Suzlin Supadi, Indrawati Indrawati, Farah Nabilah Tampubolon
article en

Abstract

In this study, an inventory model is developed for pharmaceutical products that deteriorate over time with an exponential demand rate. The discussion of exponential demand is rarely explored but has the advantage that the demand value toward total cost remains positive. This study assumes allowable shortages and complete backlogging, making it necessary to design an optimal policy for deteriorating goods with an exponential demand rate. The model shows that the initial stock decreases over time, potentially leading to shortages before the next order arrives. The optimal solution indicates that the inventory reaches the zero point at 𝑑<sub>1</sub> = 0.0000011 and the cycle length 𝑇<sub>1</sub> = 0.012 resulting in an average minimum total cost of 𝑇𝐢̅̅̅̅ = $17,133.9 per cycle by Wolfram Alpha. Sensitivity analysis measures the changes of the results in the increasing value of 𝑇𝐢̅̅̅̅ for all parameters. Exponential function variables (π‘Ž and 𝑏) produces 𝑑<sub>1</sub> and 𝑇<sub>1</sub> stable values. On increasing the cost of each damage (𝐷𝐢) and constant damage rate (πœƒ) produces a 𝑑<sub>1</sub> stable value, but the value of 𝑇<sub>1</sub> increases. An increase in storage costs (h) results in a decrease in the value of 𝑑<sub>1</sub> and 𝑇<sub>1</sub>. Increasing in the cost of shortages (s) resulted in an increase in the value of 𝑑<sub>1</sub> and a decrease in the value of 𝑇<sub>1</sub>.

Indonesian Journal of Electrical Engineering and Computer ScienceVol. 39(2)
Sriwijaya University (ID), University of Malaya (MY)
Openalex Percentile: Top 71%
Industrial Vision Systems and Defect Detection
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Wolfram Alpha based-inventory model for damaged items of pharmaceutics by utilizing exponential demand rate β€” Fitri Maya Puspita, Evi Yuliza, et al. Β· Indonesian Journal of Electrical Engineering and Computer Science (2025) | TGRS Research Map | TGRS