Industrial Process
J. Jackson, G. Mudholkar, “Control Procedures for Residuals Associated with Principal Component Analysis”, Technometrics, Volume 21, No. 3, page 341-349, 1979.
N. Wang, Z. Yuan, D. Wang, "Improving Process Fault Detection and Diagnosis Using Robust PCA and Robust FDA", World Congress on Computer Science and Information Engineering, pages 54-59, 2009.
C. Zhao, F. Gao, "Fault-relevant Principal Component Analysis (FPCA) method for multivariate statistical modeling and process monitoring", Chemometrics and Intelligent Laboratory Systems, Volume 133, pages 1-16, 2014.
K. Kumar, "Principal component analysis: Most favourite tool in chemometrics", Resonance, pages 747-759, September 2017.
S. Bezergianni, A. Kalogianni, “Application of Principal Component Analysis for Monitoring and Disturbance Detection of a Hydrotreating Process”, Industrial and Engineering Chemistry Research, Volume 47, No. 18, pages 6972–6982, 2008.
I. Gergen, M.Harmanescu, "Application of principal component analysis in the pollution assessment with heavy metals of vegetable food chain in the old mining areas", Chemistry Central journal, 2012.
J. Camacho, A. Perez-Villegas, P. García-Teodoro, G. Macia-Fernandez, “PCA-based Multivariate Statistical Network Monitoring for Anomaly Detection”, Computers and Security, pages 118-137, 2016.
E. Saccenti, J. Camacho, “Determining the number of components in principal components analysis: A comparison of statistical, crossvalidation and approximated method”, Chemometrics and Intelligent Laboratory Systems, pages 99-116, 2015.
E. Saccenti, J. Camacho, “On the use of the observation-wise k-fold operation in PCA cross-validation”, Journal of Chemometrics, pages 467-478, 2015.
J. Camacho, J. Pico, “Online Monitoring of Batch Processes using Multi-Phase Principal Component Analysis”., Journal of Process Control, Volume 10, No. 16, pages 1021-1035, 2006.
J. Camacho, J. Pico, “Multi-phase principal component analysis for batch processes modelling”, Chemometrics and Intelligent Laboratory Systems, pages 127-136, 2006.
J. Camacho, E. Acar, M. Rasmunssen, R. Bro, “X-CAN: Cross-Penalized Component Analysis”, Scandinavian Symposium on Chemometrics, SSC 2019, Oslo, Norway, 2019.
Archaeology
ROBPCA
P. Lopez-Garcia, D. Argote, C. Beirnaert, “Chemometric analysis of Mesoamerican obsidian sources”, Quaternary International, 2019.
PCA
D. Tanasi, R. Tykot, F. Pirone, E. McKendry, “Provenance study of prehistoric ceramics from sicily: a comparative study between pXRF and XRF”, Open Archaeology, Volume 3, pages 222–234, 2017.
J. Santos, C. Munita, M. Valerio, C. Vergne, P. Oliveira, “Determination of trace elements in archaeological ceramics and application of Kernel Density Estimates: implications for the definition of production locations”, Journal of Radioanalytical and Nuclear Chemistry, Volume 269, No. 2, pages 441-445, 2006.