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...

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Main Authors: Hawkar Q. Birdawod, Hogr M. Qader, Hevi M. Qader, Bekhal S. Sedeeq
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
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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