Capability Process to Optimize Specification by Impact of Wavelet Analysis
This study investigates the impact of wavelet analysis on optimizing specification in the capability process. A new approach called the New Hybrid Capability Wavelet Approach (NHCWA) is proposed, which utilizes wavelet analysis to filter noise and outliers in the data. The study compares the NHCWA...
Saved in:
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | Arabic |
Published: |
Cihan University-Erbil
2025-01-01
|
Series: | Cihan University-Erbil Journal of Humanities and Social Sciences |
Subjects: | |
Online Access: | https://journals.cihanuniversity.edu.iq/index.php/cuejhss/article/view/1232 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
_version_ | 1841545958458916864 |
---|---|
author | Hawkar Q. Birdawod Hogr M. Qader Hevi M. Qader Bekhal S. Sedeeq |
author_facet | Hawkar Q. Birdawod Hogr M. Qader Hevi M. Qader Bekhal S. Sedeeq |
author_sort | Hawkar Q. Birdawod |
collection | DOAJ |
description |
This study investigates the impact of wavelet analysis on optimizing specification in the capability process. A new approach called the New Hybrid Capability Wavelet Approach (NHCWA) is proposed, which utilizes wavelet analysis to filter noise and outliers in the data. The study compares the NHCWA with the classical capability process using a dataset from a cake factory. The Coiflet 4 wavelet family and soft thresholding are employed to denoise the data. The results demonstrate that the NHCWA significantly improves the capability indices, achieving a 50% increase in Cp and a 30% increase in Cpk compared to the classical approach. Additionally, the NHCWA reduces the standard deviation of the process by 20%. These findings highlight the potential of wavelet analysis in enhancing the accuracy and effectiveness of capability analysis, leading to improved quality control in manufacturing processes.
|
format | Article |
id | doaj-art-160c5d7735d242bb8d086d61f4bb933d |
institution | Kabale University |
issn | 2707-6342 |
language | Arabic |
publishDate | 2025-01-01 |
publisher | Cihan University-Erbil |
record_format | Article |
series | Cihan University-Erbil Journal of Humanities and Social Sciences |
spelling | doaj-art-160c5d7735d242bb8d086d61f4bb933d2025-01-11T06:34:44ZaraCihan University-ErbilCihan University-Erbil Journal of Humanities and Social Sciences2707-63422025-01-019110.24086/cuejhss.v9n1y2025.pp53-60Capability Process to Optimize Specification by Impact of Wavelet AnalysisHawkar Q. Birdawod0Hogr M. Qader1Hevi M. Qader2Bekhal S. Sedeeq3Department of Business Administration, Cihan University-Erbil, Kurdistan Region, IraqStatistics and Information Paytakht Technical Institute- private, Erbil, IraqDepartment of Business Administration, Cihan University-Erbil, Kurdistan Region, IraqDepartment of Statistics and Informatics, College of Administration and Economics, University of Salahaddin-Erbil, Iraq This study investigates the impact of wavelet analysis on optimizing specification in the capability process. A new approach called the New Hybrid Capability Wavelet Approach (NHCWA) is proposed, which utilizes wavelet analysis to filter noise and outliers in the data. The study compares the NHCWA with the classical capability process using a dataset from a cake factory. The Coiflet 4 wavelet family and soft thresholding are employed to denoise the data. The results demonstrate that the NHCWA significantly improves the capability indices, achieving a 50% increase in Cp and a 30% increase in Cpk compared to the classical approach. Additionally, the NHCWA reduces the standard deviation of the process by 20%. These findings highlight the potential of wavelet analysis in enhancing the accuracy and effectiveness of capability analysis, leading to improved quality control in manufacturing processes. https://journals.cihanuniversity.edu.iq/index.php/cuejhss/article/view/1232Quality controlcapability processwavelet processspecificationcontrol charts |
spellingShingle | Hawkar Q. Birdawod Hogr M. Qader Hevi M. Qader Bekhal S. Sedeeq Capability Process to Optimize Specification by Impact of Wavelet Analysis Cihan University-Erbil Journal of Humanities and Social Sciences Quality control capability process wavelet process specification control charts |
title | Capability Process to Optimize Specification by Impact of Wavelet Analysis |
title_full | Capability Process to Optimize Specification by Impact of Wavelet Analysis |
title_fullStr | Capability Process to Optimize Specification by Impact of Wavelet Analysis |
title_full_unstemmed | Capability Process to Optimize Specification by Impact of Wavelet Analysis |
title_short | Capability Process to Optimize Specification by Impact of Wavelet Analysis |
title_sort | capability process to optimize specification by impact of wavelet analysis |
topic | Quality control capability process wavelet process specification control charts |
url | https://journals.cihanuniversity.edu.iq/index.php/cuejhss/article/view/1232 |
work_keys_str_mv | AT hawkarqbirdawod capabilityprocesstooptimizespecificationbyimpactofwaveletanalysis AT hogrmqader capabilityprocesstooptimizespecificationbyimpactofwaveletanalysis AT hevimqader capabilityprocesstooptimizespecificationbyimpactofwaveletanalysis AT bekhalssedeeq capabilityprocesstooptimizespecificationbyimpactofwaveletanalysis |