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Thermal-Imaging-Based PCA Method for Monitoring Process Temperature 원문보기

Processes, v.11 no.2, 2023년, pp.589 -   

Lou, Zhijiang (Institute of Intelligence Science and Engineering, Shenzhen Polytechnic, Shenzhen 518055, China) ,  Hao, Weichen (Institute of Intelligence Science and Engineering, Shenzhen Polytechnic, Shenzhen 518055, China) ,  Lu, Shan (Institute of Intelligence Science and Engineering, Shenzhen Polytechnic, Shenzhen 518055, China) ,  Sun, Pei (Institute of Intelligence Science and Engineering, Shenzhen Polytechnic, Shenzhen 518055, China) ,  Wang, Yonghui (College of Urban Transportation and Logistics, Shenzhen Technology University, Shenzhen 518118, China) ,  Deprizon, Syamsunur (Department of Civil Engineering, Faculty of Engineering, Technology and Built Environment, UCSI University, Kuala Lumpur 56000, Malaysia)

Abstract AI-Helper 아이콘AI-Helper

To overcome the shortage of traditional temperature sensors, this paper adopts infrared thermal imaging technology for temperature measurement. To avoid the spatial information loss issue during the image data vectorization process, this paper adopted the spatial relationship between pixels in princ...

참고문헌 (27)

  1. Venkatasubramanian A review of process fault detection and diagnosis: Part I: Quantitative model-based methods Comput. Chem. Eng. Res. Des. 2003 10.1016/S0098-1354(02)00160-6 27 293 

  2. Li Neural Component Analysis for Key Performance Indicator Monitoring ACS Omega 2022 10.1021/acsomega.2c03515 7 37248 

  3. Viswanathan Measurement and multi-response optimization of turning parameters for magnesium alloy using hybrid combination of Taguchi-GRA-PCA technique Measurement 2020 10.1016/j.measurement.2020.107800 159 107800 

  4. Tong Engineering, A novel decentralized process monitoring scheme using a modified multiblock PCA algorithm IEEE Trans. Autom. Sci. 2015 10.1109/TASE.2015.2493564 14 1129 

  5. Zhou Data-driven monitoring and diagnosing of abnormal furnace conditions in blast furnace ironmaking: An integrated PCA-ICA method IEEE Trans. Ind. Electron. 2020 10.1109/TIE.2020.2967708 68 622 

  6. Xu A novel hybrid method integrating ICA-PCA with relevant vector machine for multivariate process monitoring IEEE Trans. Control Syst. Technol. 2018 10.1109/TCST.2018.2816903 27 1780 

  7. Lou Process Monitoring Using a Novel Robust PCA Scheme Ind. Eng. Chem. Res. 2021 10.1021/acs.iecr.0c06038 60 4397 

  8. Jiang Just-in-time reorganized PCA integrated with SVDD for chemical process monitoring AICHE J. 2014 10.1002/aic.14335 60 949 

  9. 10.3390/pr10050925 Fang, H., Tao, W., Lu, S., Lou, Z., Wang, Y., and Xue, Y. (2022). Nonlinear Dynamic Process Monitoring Based on Two-Step Dynamic Local Kernel Principal Component Analysis. Processes, 10. 

  10. AlGhazzawi Monitoring a complex refining process using multivariate statistics Control Eng. Pract. 2008 10.1016/j.conengprac.2007.04.014 16 294 

  11. Bakdi Fault detection and diagnosis in a cement rotary kiln using PCA with EWMA-based adaptive threshold monitoring scheme Control Eng. Pract. 2017 10.1016/j.conengprac.2017.06.003 66 64 

  12. Kourti Application of latent variable methods to process control and multivariate statistical process control in industry Int. J. Adapt. Control Signal Process. 2005 10.1002/acs.859 19 213 

  13. Conlin Confidence limits for contribution plots J. Chemom. 2000 10.1002/1099-128X(200009/12)14:5/6<725::AID-CEM611>3.0.CO;2-8 14 725 

  14. Wu Soft Sensor Method of Temperature Measurement Using CCD Image Color Based on LS-SVM Energy Procedia 2011 13 2229 

  15. Yan Online measurement of the flame temperature and emissivity during biomass volatile combustion using spectral thermometry and image thermometry Energy Fuels 2019 10.1021/acs.energyfuels.9b03188 34 907 

  16. Wu Integrated soft sensing of coke-oven temperature Control Eng. Pract. 2011 10.1016/j.conengprac.2011.06.001 19 1116 

  17. Singh A Novel Detection of Defects in Al-SiC Composite by Active Pulsed Infrared Thermography Using Data and Image Processing Trans. Indian Inst. Met. 2020 10.1007/s12666-020-02074-9 73 2767 

  18. Feng Fatigue limit assessment of a 6061 aluminum alloy based on infrared thermography and steady ratcheting effect Int. J. Miner. Metall. Mater. 2020 10.1007/s12613-019-1942-2 27 139 

  19. Glowacz Diagnosis of the three-phase induction motor using thermal imaging Infrared Phys. Technol. 2017 10.1016/j.infrared.2016.12.003 81 7 

  20. 10.3390/en13246717 Huang, S.L., Li, C.P., Chang, C.C., Tseng, C.C., Wang, M.W., and Chen, M.L. (2020). Real-Time Monitoring of the Thermal Effect for the Redox Flow Battery by an Infrared Thermal Imaging Technology. Energies, 13. 

  21. Janssens Thermal image based fault diagnosis for rotating machinery Infrared Phys. Technol. 2015 10.1016/j.infrared.2015.09.004 73 78 

  22. Wall, M.E., Rechtsteiner, A., and Rocha, L.M. (2003). A Practical Approach to Microarray Data Analysis, Springer. 

  23. Lou Preliminary-summation-based principal component analysis for non-Gaussian processes Chemom. Intell. Lab. Syst. 2015 10.1016/j.chemolab.2015.05.017 146 270 

  24. Zhang Modeling and monitoring of nonlinear multi-mode processes Control Eng. Pract. 2014 10.1016/j.conengprac.2013.04.007 22 194 

  25. Botev Kernel density estimation via diffusion Ann. Stat. 2010 10.1214/10-AOS799 38 2916 

  26. Li Gaussian pyramid based multiscale feature fusion for hyperspectral image classification IEEE J. Sel. Top. Appl. Earth Obs. Remote Sens. 2018 10.1109/JSTARS.2018.2856741 11 3312 

  27. Hu IMGTR: Image-triangle based multi-view 3D reconstruction for urban scenes ISPRS J. Photogramm. Remote Sens. 2021 10.1016/j.isprsjprs.2021.09.009 181 191 

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