Litcius/Paper detail

Application of Holt-Winter Exponential Smoothing Method to Design a Drug Inventory Prediction Application in Private Health Units

Cut Susan Octiva, Israkwaty, Uli Wildan Nuryanto, Handry Eldo, Abdul Tahir

2024Jurnal Informasi dan Teknologi14 citationsDOIOpen Access PDF

Abstract

This research aims to see how to design a drug supply prediction application using the Holt-Winter Exponential Smoothing method. The collection methods used in the research are as follows: observation, interviews. The prototyping system development method includes several important stages in designing research applications. The first stage is communication. After that, the Quick Plan stage. Construction of prototype stages. The final stage, deployment delivery and feedback, is the phase of system use by users. In addition, the team also conducts regular system maintenance to ensure optimal performance. These stages together form an iterative process for developing research applications using the prototyping method. Based on the research results, it was found that the test results for the drugs amoxicillin, cefixime, paracetamol, and CTM showed that the MAPE value was less than 10% for these four drugs, which means that the predictive value has quite high accuracy. So it can be concluded that the Holt Winter Exponential Smoothing algorithm can be well implemented to predict drug supplies.

Topics & Concepts

Exponential smoothingComputer scienceSoftware deploymentSmoothingOperations researchReliability engineeringEngineeringSoftware engineeringComputer visionEdcuational Technology SystemsData Mining and Machine Learning ApplicationsMultimedia Learning Systems