14–18 Sept 2025
Piraeus, Greece
Europe/Athens timezone

Adaptive EWMA Control Charts for Standard Deviation: A Comparative Study

Not scheduled
20m
Piraeus, Greece

Piraeus, Greece

Statistical Process Monitoring

Speaker

Petros Maravelakis (University of Piraeus, Department of Business Administration)

Description

This research investigates the performance of adaptive Exponentially Weighted Moving Averages (EWMA) control charts when monitoring the standard deviation of a process. It is known that when we use a fixed value for the smoothing parameter λ of the EWMA chart we restrict its ability to detect shifts of changing magnitudes. In this paper, we propose nine EWMA charts for the standard deviation with adaptive lambda. We check their performance through simulations and we conclude that they perform significantly better than the corresponding fixed λ chart, under various performance measures, like Average Run Length (ARL), and Median Run Length (MRL).

Classification Both methodology and application
Keywords EWMA, Adaptive Control Charts, Standard Deviation

Primary author

Petros Maravelakis (University of Piraeus, Department of Business Administration)

Presentation materials

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