{"title":"Verifying a dominant cause of output variation","authors":"Mahsa Panahi, Stefan H. Steiner, Jeroen De Mast","doi":"10.1080/08982112.2023.2253303","DOIUrl":"https://doi.org/10.1080/08982112.2023.2253303","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135938082","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Diego C. Nascimento, Oilson A. Gonzatto Junior, David Elal-Olivero, Estefania Bonnail, Paulo H. Ferreira
{"title":"Statistical process control (SPC) for double-bounded information: Choosing wisely the parametric family for unit data","authors":"Diego C. Nascimento, Oilson A. Gonzatto Junior, David Elal-Olivero, Estefania Bonnail, Paulo H. Ferreira","doi":"10.1080/08982112.2023.2254843","DOIUrl":"https://doi.org/10.1080/08982112.2023.2254843","url":null,"abstract":"This article presents a Statistical Process Control (SPC) framework considering the response process as a unit variable, which demands special treatment. This study designed a Shiny app related to data visualization and inferential estimation adopting SPC charts and Extreme Value Theory. We also proposed a new flexible unit probabilistic model (named FlexShape), which is simple yet overcomes skew information and bimodality in historical data, as part of the complex learning task. Results showed that the proposed framework enables it to handle unit data sets. As an example, we presented data storytelling from the water particle monitoring (relative humidity) from one Atacama Desert station, known to be one of the driest areas on Earth, across hidden patterns such as inundation and microweather. Finally, the developed framework makes possible any research on the univariate unit data decision-making, enabling the database import and adjusting some parametric models, and enabling the comparison of different units’ distribution goodness-of-fit.","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135938868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Daewon Yang, Jinsu Park, Hayang Park, Sungki Hong, Jongmin Kim, Seonghui Huh, Eunkyung Kim, Jaeyong Jeong, Yeonseung Chung
{"title":"Robust control chart based on mixed-effects modeling framework: A case study in NAND flash memory industry","authors":"Daewon Yang, Jinsu Park, Hayang Park, Sungki Hong, Jongmin Kim, Seonghui Huh, Eunkyung Kim, Jaeyong Jeong, Yeonseung Chung","doi":"10.1080/08982112.2023.2251570","DOIUrl":"https://doi.org/10.1080/08982112.2023.2251570","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43109618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Designing a variables two-plan sampling system with adjustable acceptance criteria for lot disposition","authors":"Chien-Wei Wu, Ming-Hung Shu, To‐Cheng Wang","doi":"10.1080/08982112.2023.2251571","DOIUrl":"https://doi.org/10.1080/08982112.2023.2251571","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45113783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Sequential Bayesian assurance tests for degradation data","authors":"K. J. Ryan, M. Hamada, John R. Twist","doi":"10.1080/08982112.2023.2244588","DOIUrl":"https://doi.org/10.1080/08982112.2023.2244588","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43246778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
S. Rigdon, Nathaniel T. Stevens, James D. Wilson, W. Woodall
{"title":"First to signal criterion for comparing control chart performance","authors":"S. Rigdon, Nathaniel T. Stevens, James D. Wilson, W. Woodall","doi":"10.1080/08982112.2023.2223690","DOIUrl":"https://doi.org/10.1080/08982112.2023.2223690","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45878744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Hidden dimensions of the data: PCA vs autoencoders","authors":"Davide Cacciarelli, M. Kulahci","doi":"10.1080/08982112.2023.2231064","DOIUrl":"https://doi.org/10.1080/08982112.2023.2231064","url":null,"abstract":"Abstract Principal component analysis (PCA) has been a commonly used unsupervised learning method with broad applications in both descriptive and inferential analytics. It is widely used for representation learning to extract key features from a dataset and visualize them in a lower dimensional space. With more applications of neural network-based methods, autoencoders (AEs) have gained popularity for dimensionality reduction tasks. In this paper, we explore the intriguing relationship between PCA and AEs and demonstrate, through some examples, how these two approaches yield similar results in the case of the so-called linear AEs (LAEs). This study provides insights into the evolving landscape of unsupervised learning and highlights the relevance of both PCA and AEs in modern data analysis.","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":"35 1","pages":"741 - 750"},"PeriodicalIF":2.0,"publicationDate":"2023-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46271328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Monitoring univariate processes using control charts: Some practical issues and advice","authors":"I. Zwetsloot, L. A. Jones‐Farmer, W. Woodall","doi":"10.1080/08982112.2023.2238049","DOIUrl":"https://doi.org/10.1080/08982112.2023.2238049","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":"1 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"59458907","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Toward a concept of digital twin for monitoring assembly and disassembly processes","authors":"E. Verna, Stefano Puttero, G. Genta, M. Galetto","doi":"10.1080/08982112.2023.2234017","DOIUrl":"https://doi.org/10.1080/08982112.2023.2234017","url":null,"abstract":"","PeriodicalId":20846,"journal":{"name":"Quality Engineering","volume":" ","pages":""},"PeriodicalIF":2.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41597887","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}