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Journal of Quality Technology
A Quarterly Journal of Methods, Applications and Related Topics
Volume 43, 2011 - Issue 2
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Articles

A Review and Perspective on Control Charting with Image Data

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Pages 83-98 | Published online: 21 Nov 2017

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Anik Roy & Partha Sarathi Mukherjee. (2024) A control chart for monitoring images using jump location curves. Quality Engineering 36:2, pages 439-452.
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Fadel M. Megahed, Ying-Ju Chen, Joshua A. Ferris, Sven Knoth & L. Allison Jones-Farmer. (2024) How generative AI models such as ChatGPT can be (mis)used in SPC practice, education, and research? An exploratory study. Quality Engineering 36:2, pages 287-315.
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Jinwei Yao, Badrinath Balasubramaniam, Beiwen Li, Eric L. Kreiger & Chao Wang. (2024) Adaptive sampling and monitoring of partially observed images. Journal of Quality Technology 56:2, pages 157-173.
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Bianca M. Colosimo, L. Allison Jones-Farmer, Fadel M. Megahed, Kamran Paynabar, Chitta Ranjan & William H. Woodall. (2024) Statistical Process Monitoring from Industry 2.0 to Industry 4.0: Insights into Research and Practice. Technometrics 0:0, pages 1-24.
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Anik Roy & Partha Sarathi Mukherjee. (2024) Image Comparison Based On Local Pixel Clustering. Technometrics 0:0, pages 1-12.
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Tingnan Gong, Di Liu, Heeseon Kim, Seong-Hee Kim, Taeheung Kim, Dongki Lee & Yao Xie. (2024) Distribution-free image monitoring with application to battery coating process. IISE Transactions 0:0, pages 1-14.
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Pingye Gong, Qiming Xia, Jie Xuan, Aamir Saghir & Baocai Guo. (2023) Design of Shewhart-type control charts with estimated parameter for the Rayleigh distribution using frequentist and Bayesian approaches. Quality Technology & Quantitative Management 20:4, pages 450-467.
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Robert Garthoff & Philipp Otto. (2022) Spatiotemporal procedures for the statistical surveillance of spatial autoregressive models with heavy tails. Communications in Statistics - Simulation and Computation 51:10, pages 5709-5737.
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Anh Tuan Bui & Daniel W. Apley. (2022) Robust monitoring of stochastic textured surfaces. International Journal of Production Research 60:16, pages 5071-5086.
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Bianca Maria Colosimo, Marco Grasso, Federica Garghetti & Beatrice Rossi. (2022) Complex geometries in additive manufacturing: A new solution for lattice structure modeling and monitoring. Journal of Quality Technology 54:4, pages 392-414.
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Hao Yan, Marco Grasso, Kamran Paynabar & Bianca Maria Colosimo. (2022) Real-time detection of clustered events in video-imaging data with applications to additive manufacturing. IISE Transactions 54:5, pages 464-480.
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Panagiotis Tsiamyrtzis, Marco Luigi Giuseppe Grasso & Bianca Maria Colosimo. (2022) Image based statistical process monitoring via partial first order stochastic dominance. Quality Engineering 34:1, pages 96-124.
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Wushuang Tan & Liu Liu. (2021) Truncated normal distribution-based EWMA control chart for monitoring the process mean in the presence of outliers. Journal of Statistical Computation and Simulation 91:11, pages 2276-2288.
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Peihua Qiu. (2020) Big Data? Statistical Process Control Can Help!. The American Statistician 74:4, pages 329-344.
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Ling Zuo, Zhen He & Min Zhang. (2020) An EWMA and region growing based control chart for monitoring image data. Quality Technology & Quantitative Management 17:4, pages 470-485.
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Chen Zhang, Nan Chen & Jianguo Wu. (2020) Spatial rank-based high-dimensional monitoring through random projection. Journal of Quality Technology 52:2, pages 111-127.
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Sue E. Stankus & Krystel K. Castillo-Villar. (2019) An Improved multivariate generalised likelihood ratio control chart for the monitoring of point clouds from 3D laser scanners. International Journal of Production Research 57:8, pages 2344-2355.
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Alessandra Menafoglio, Marco Grasso, Piercesare Secchi & Bianca Maria Colosimo. (2018) Profile Monitoring of Probability Density Functions via Simplicial Functional PCA With Application to Image Data. Technometrics 60:4, pages 497-510.
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Bianca M. Colosimo & Marco Grasso. (2018) Spatially weighted PCA for monitoring video image data with application to additive manufacturing. Journal of Quality Technology 50:4, pages 391-417.
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Andi Wang, Xiaochen Xian, Fugee Tsung & Kaibo Liu. (2018) A spatial-adaptive sampling procedure for online monitoring of big data streams. Journal of Quality Technology 50:4, pages 329-343.
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Anh Tuan Bui & Daniel W. Apley. (2018) Monitoring for changes in the nature of stochastic textured surfaces. Journal of Quality Technology 50:4, pages 363-378.
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Sotiris Bersimis, Aggeliki Sgora & Stelios Psarakis. (2018) The application of multivariate statistical process monitoring in non-industrial processes. Quality Technology & Quantitative Management 15:4, pages 526-549.
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Bianca M. Colosimo, Qiang Huang, Tirthankar Dasgupta & Fugee Tsung. (2018) Opportunities and challenges of quality engineering for additive manufacturing. Journal of Quality Technology 50:3, pages 233-252.
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Zhonghua Li, Min Xie & Maoyuan Zhou. (2018) Rank-based EWMA procedure for sequentially detecting changes of process location and variability. Quality Technology & Quantitative Management 15:3, pages 354-373.
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Amitava Mukherjee, Yuan Cheng & Min Gong. (2018) A new nonparametric scheme for simultaneous monitoring of bivariate processes and its application in monitoring service quality. Quality Technology & Quantitative Management 15:1, pages 143-156.
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Bianca Maria Colosimo. (2018) Modeling and monitoring methods for spatial and image data. Quality Engineering 30:1, pages 94-111.
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Peihua Qiu. (2018) Jump regression, image processing, and quality control. Quality Engineering 30:1, pages 137-153.
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Xiaochen Xian, Andi Wang & Kaibo Liu. (2018) A Nonparametric Adaptive Sampling Strategy for Online Monitoring of Big Data Streams. Technometrics 60:1, pages 14-25.
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Anh Tuan Bui & Daniel W. Apley. (2018) A Monitoring and Diagnostic Approach for Stochastic Textured Surfaces. Technometrics 60:1, pages 1-13.
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Amitava Mukherjee & Marco Marozzi. (2017) A distribution-free phase-II CUSUM procedure for monitoring service quality. Total Quality Management & Business Excellence 28:11-12, pages 1227-1263.
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Nathaniel T. Stevens & L. Allison Jones-Farmer. (2017) Discussion of “Analyzing Behavioral Big Data: Methodological, practical, ethical, and moral issues”. Quality Engineering 29:1, pages 84-86.
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Zhenyu Shi, Daniel W. Apley & George C. Runger. (2016) Discovering the Nature of Variation in Nonlinear Profile Data. Technometrics 58:3, pages 371-382.
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Zhen He, Ling Zuo, Min Zhang & Fadel M. Megahed. (2016) An image-based multivariate generalized likelihood ratio control chart for detecting and diagnosing multiple faults in manufactured products. International Journal of Production Research 54:6, pages 1771-1784.
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Maria Weese, Waldyn Martinez, Fadel M. Megahed & L. Allison Jones-Farmer. (2016) Statistical Learning Methods Applied to Process Monitoring: An Overview and Perspective. Journal of Quality Technology 48:1, pages 4-24.
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Amit Shinde, Anshuman Sahu, Daniel Apley & George Runger. (2014) Preimages for variation patterns from kernel PCA and bagging. IIE Transactions 46:5, pages 429-456.
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Bianca M. Colosimo, Paolo Cicorella, Massimo Pacella & Marzia Blaco. (2014) From Profile to Surface Monitoring: SPC for Cylindrical Surfaces Via Gaussian Processes. Journal of Quality Technology 46:2, pages 95-113.
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William H. Woodall & Douglas C. Montgomery. (2014) Some Current Directions in the Theory and Application of Statistical Process Monitoring. Journal of Quality Technology 46:1, pages 78-94.
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Scott D. Grimshaw, Natalie J. Blades & Michael P. Miles. (2013) Spatial Control Charts for the Mean. Journal of Quality Technology 45:2, pages 130-148.
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GeorgeE. P. Box & WilliamH. Woodall. (2012) Innovation, Quality Engineering, and Statistics. Quality Engineering 24:1, pages 20-29.
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Ling Zuo & Panpan Zhou. A temporal and spatial EWMA-based monitoring and diagnosing approach for image data. Quality Technology & Quantitative Management 0:0, pages 1-15.
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Tingting Huang, Shanggang Wang, Shunkun Yang & Wei Dai. (2020) Statistical process monitoring in a specified period for the image data of fused deposition modeling parts with consistent layers. Journal of Intelligent Manufacturing 32:8, pages 2181-2196.
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Theodore T. Allen, Hui Xiong & Shih-Hsien Tseng. (2020) Expert Refined Topic Models to Edit Topic Clusters in Image Analysis Applied to Welding Engineering. Informatics 7:3, pages 21.
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Bianca M. Colosimo. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online 1 7 .
Farzad Amirkhani & Amirhossein Amiri. (2020) A novel framework for spatiotemporal monitoring and post‐signal diagnosis of processes with image data. Quality and Reliability Engineering International 36:2, pages 705-735.
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Abd Al Rahman M. Abu Ebayyeh & Alireza Mousavi. (2020) A Review and Analysis of Automatic Optical Inspection and Quality Monitoring Methods in Electronics Industry. IEEE Access 8, pages 183192-183271.
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Ketaki N. Joshi & Bhushan T. Patil. 2019. Proceedings of International Conference on Intelligent Manufacturing and Automation. Proceedings of International Conference on Intelligent Manufacturing and Automation 463 471 .
Ewaryst Rafajłowicz & Ansgar Steland. 2019. Stochastic Models, Statistics and Their Applications. Stochastic Models, Statistics and Their Applications 193 206 .
O. Arda Vanli & Enrique Del Castillo. 2019. Encyclopedia of Systems and Control. Encyclopedia of Systems and Control 1 8 .
Mohammad Reza Maleki, Amirhossein Amiri & Philippe Castagliola. (2018) An overview on recent profile monitoring papers (2008–2018) based on conceptual classification scheme. Computers & Industrial Engineering 126, pages 705-728.
Crossref
Robert Garthoff & Philipp Otto. (2018) Verfahren zur Überwachung räumlicher autoregressiver Prozesse mit externen RegressorenStatistical surveillance of spatial autoregressive processes with exogenous regressors. AStA Wirtschafts- und Sozialstatistisches Archiv 12:2, pages 107-133.
Crossref
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Maroš Tunák & Jaromír Antoch. (2017) Monitoring homogeneity of textile fiber orientation. Textile Research Journal 88:11, pages 1226-1243.
Crossref
Bing Yao, Farhad Imani, Aniket S. Sakpal, E. W. Reutzel & Hui Yang. (2018) Multifractal Analysis of Image Profiles for the Characterization and Detection of Defects in Additive Manufacturing. Journal of Manufacturing Science and Engineering 140:3.
Crossref
Mehdi Koosha, Rassoul Noorossana & Fadel Megahed. (2017) Statistical process monitoring via image data using wavelets. Quality and Reliability Engineering International 33:8, pages 2059-2073.
Crossref
Song Fan, Yingwei Zhang, Yunzhou Zhang & Zheng Fang. (2017) Motion process monitoring using optical flow–based principal component analysis-independent component analysis method. Advances in Mechanical Engineering 9:11, pages 168781401773323.
Crossref
Lin Lu, Fadel M. Megahed, Richard F. Sesek & Lora A. Cavuoto. (2017) A survey of the prevalence of fatigue, its precursors and individual coping mechanisms among U.S. manufacturing workers. Applied Ergonomics 65, pages 139-151.
Crossref
Johan Lim & Sungim Lee. (2017) Phase II monitoring of changes in mean from high‐dimensional data. Applied Stochastic Models in Business and Industry 33:6, pages 626-639.
Crossref
Amitava Mukherjee. (2017) Distribution-free phase-II exponentially weighted moving average schemes for joint monitoring of location and scale based on subgroup samples. The International Journal of Advanced Manufacturing Technology 92:1-4, pages 101-116.
Crossref
Jiujun Zhang, Erjie Li & Zhonghua Li. (2017) A Cramér-von Mises test-based distribution-free control chart for joint monitoring of location and scale. Computers & Industrial Engineering 110, pages 484-497.
Crossref
Shanggang Wang, Tingting Huang & Tao Hou. (2017) Statistical Process Control in Fused Deposition Modeling based on Tanimoto similarity of uniform surface images of product. Statistical Process Control in Fused Deposition Modeling based on Tanimoto similarity of uniform surface images of product.
Marco Grasso, Vittorio Laguzza, Quirico Semeraro & Bianca Maria Colosimo. (2017) In-Process Monitoring of Selective Laser Melting: Spatial Detection of Defects Via Image Data Analysis. Journal of Manufacturing Science and Engineering 139:5.
Crossref
Ketai He, Min Zhang, Ling Zuo, Theyab Alhwiti & Fadel M. Megahed. (2014) Enhancing the monitoring of 3D scanned manufactured parts through projections and spatiotemporal control charts. Journal of Intelligent Manufacturing 28:4, pages 899-911.
Crossref
Ewa Skubalska-Rafajłowicz. 2017. Computer Information Systems and Industrial Management. Computer Information Systems and Industrial Management 447 456 .
Fabiane Letícia Lizarelli, Nayara Cristini Bessi, Pedro Carlos Oprime, Roniberto Morato do Amaral & Subhabrata Chakraborti. (2016) A bibliometric analysis of 50 years of worldwide research on statistical process control. Gestão & Produção 23:4, pages 853-870.
Crossref
Bahman Jamshidieini & Reza Fazaee. (2016) Detecting defective electrical components in heterogeneous infra-red images by spatial control charts. Infrared Physics & Technology 76, pages 510-520.
Crossref
Geoff Vining, Murat Kulahci & Søren Pedersen. (2015) Recent Advances and Future Directions for Quality Engineering. Quality and Reliability Engineering International 32:3, pages 863-875.
Crossref
Tingting Huang, Shanggang Wang & Ketai He. (2015) Quality control for fused deposition modeling based additive manufacturing: Current research and future trends. Quality control for fused deposition modeling based additive manufacturing: Current research and future trends.
Chen Kan & Hui Yang. (2015) Network models for monitoring high-dimensional image profiles. Network models for monitoring high-dimensional image profiles.
Reginad Wilson. (2015) Multivariate data analysis in hydroelectric system maintenance: A decision evaluation case study. Multivariate data analysis in hydroelectric system maintenance: A decision evaluation case study.
Hao Yan, Kamran Paynabar & Jianjun Shi. (2015) Image-Based Process Monitoring Using Low-Rank Tensor Decomposition. IEEE Transactions on Automation Science and Engineering 12:1, pages 216-227.
Crossref
Ewaryst Rafajłowicz & Karol Niżyński. 2015. Artificial Intelligence and Soft Computing. Artificial Intelligence and Soft Computing 616 625 .
Ewaryst Rafajłowicz. 2015. Stochastic Models, Statistics and Their Applications. Stochastic Models, Statistics and Their Applications 433 440 .
Fadel M. Megahed & L. Allison Jones-Farmer. 2015. Frontiers in Statistical Quality Control 11. Frontiers in Statistical Quality Control 11 29 47 .
J.M. Prats-Montalbán & A. Ferrer. (2014) Statistical process control based on Multivariate Image Analysis: A new proposal for monitoring and defect detection. Computers & Chemical Engineering 71, pages 501-511.
Crossref
Huw D. Smith, Fadel M. Megahed, L. Allison Jones‐Farmer & Mark Clark. (2014) Using Visual Data Mining to Enhance the Simple Tools in Statistical Process Control: A Case Study. Quality and Reliability Engineering International 30:6, pages 905-917.
Crossref
Chen‐ju Lin, Kwok‐Leung Tsui & Chen‐yu Lin. (2013) A Spatial‐EWMA Framework for Detecting Clustering. Quality and Reliability Engineering International 30:2, pages 181-189.
Crossref
Lee J. Wells, Fadel M. Megahed, Cory B. Niziolek, Jaime A. Camelio & William H. Woodall. (2012) Statistical process monitoring approach for high-density point clouds. Journal of Intelligent Manufacturing 24:6, pages 1267-1279.
Crossref
Pedro Oprime & Gilberto Miller Devós Ganga. (2012) A Framework for Continuous Inspection Plans Using Multivariate Mathematical Methods. Quality and Reliability Engineering International 29:7, pages 937-949.
Crossref
Fadel M. Megahed, Lee J. Wells, Jaime A. Camelio & William H. Woodall. (2012) A Spatiotemporal Method for the Monitoring of Image Data. Quality and Reliability Engineering International 28:8, pages 967-980.
Crossref
Bart De Ketelaere, Kristof Mertens, Frank Mathijs, Daniel Sabin Diaz & Josse De Baerdemaeker. (2011) Nonstationarity in statistical process control — issues, cases, ideas. Applied Stochastic Models in Business and Industry 27:4, pages 367-376.
Crossref

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