One-sided Cusum Chart with V-mask for Weighted Weibull Distribution Parameter Shifts

In our research, we have developed a cumulative sum control chart to identify changes in the parameter of the weighted Weibull distribution. This chart incorporates the V-mask technique and a sequential ratio test. Our analysis of the V-mask revealed that even minor shifts in the weighted Weibull distribution's parameters led to significant variations in the mask's angle, lead distance, and average run length. A change in the V-mask parameters has the following importance: it can lead to an increase in false alarms, decreased detection of true signals, change in process capability, indicates the need for process adjustments, increased security from regulatory bodies, impact on supply chain and customer relationships, and the need for re-training or re-certification. Finally, we applied the cumulative sum chart to real data from the Kabsad Scientific Hospital to illustrate the sensitivity of the proposed cumulative sum control chart. The V-mask plot showed a shift in the process mean of the dataset.

Authors

Institutions

Publication Details

Journal
Asian Journal of Probability and Statistics
Published
2024-12-21
DOI
https://doi.org/10.9734/ajpas/2024/v26i12695
Primary Topic
Advanced Statistical Process Monitoring
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

One-sided Cusum Chart with V-mask for Weighted Weibull Distribution Parameter Shifts

Shei Baba Sayibu, Sualihu Mohammed Muntaka, Alhassan Mubarika
Asian Journal of Probability and Statistics
Advanced Statistical Process Monitoring
article

One-sided Cusum Chart with V-mask for Weighted Weibull Distribution Parameter Shifts

Shei Baba Sayibu, Sualihu Mohammed Muntaka, Alhassan Mubarika
article en

Abstract

In our research, we have developed a cumulative sum control chart to identify changes in the parameter of the weighted Weibull distribution. This chart incorporates the V-mask technique and a sequential ratio test. Our analysis of the V-mask revealed that even minor shifts in the weighted Weibull distribution's parameters led to significant variations in the mask's angle, lead distance, and average run length. A change in the V-mask parameters has the following importance: it can lead to an increase in false alarms, decreased detection of true signals, change in process capability, indicates the need for process adjustments, increased security from regulatory bodies, impact on supply chain and customer relationships, and the need for re-training or re-certification. Finally, we applied the cumulative sum chart to real data from the Kabsad Scientific Hospital to illustrate the sensitivity of the proposed cumulative sum control chart. The V-mask plot showed a shift in the process mean of the dataset.

Asian Journal of Probability and StatisticsVol. 26(12)
Tamale Teaching Hospital (GH), University for Development Studies (GH)
Openalex Percentile: Top 76%
Advanced Statistical Process Monitoring
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

One-sided Cusum Chart with V-mask for Weighted Weibull Distribution Parameter Shifts — Shei Baba Sayibu, Sualihu Mohammed Muntaka, et al. · Asian Journal of Probability and Statistics (2024) | TGRS Research Map | TGRS