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Soft-sensing with qualitative trend analysis for wastewater treatment plant control
Thürlimann, C. M., Dürrenmatt, D. J., & Villez, K. (2018). Soft-sensing with qualitative trend analysis for wastewater treatment plant control. Control Engineering Practice, 70, 121-133. https://doi.org/10.1016/j.conengprac.2017.09.015
Input estimation as a qualitative trend analysis problem
Thürlimann, C. M., & Villez, K. (2017). Input estimation as a qualitative trend analysis problem. Computers and Chemical Engineering, 107, 333-342. https://doi.org/10.1016/j.compchemeng.2017.04.011
Shape anomaly detection for process monitoring of a sequencing batch reactor
Villez, K., & Habermacher, J. (2016). Shape anomaly detection for process monitoring of a sequencing batch reactor. Computers and Chemical Engineering, 91, 365-379. https://doi.org/10.1016/j.compchemeng.2016.04.012
Qualitative path estimation: a fast and reliable algorithm for qualitative trend analysis
Villez, K. (2015). Qualitative path estimation: a fast and reliable algorithm for qualitative trend analysis. AICHE Journal, 61(5), 1535-1546. https://doi.org/10.1002/aic.14736
Shape constrained splines with discontinuities for anomaly detection in a batch process
Villez, K., & Habermacher, J. (2015). Shape constrained splines with discontinuities for anomaly detection in a batch process. In K. V. Gernaey, J. K. Huusom, & R. Gani (Eds.), Computer aided chemical engineering: Vol. 37. 12th international symposium on process systems engineering and 25th European symposium on computer aided process engineering (pp. 1805-1810). https://doi.org/10.1016/B978-0-444-63577-8.50146-7
Generalized shape constrained spline fitting for qualitative analysis of trends
Villez, K., Venkatasubramanian, V., & Rengaswamy, R. (2013). Generalized shape constrained spline fitting for qualitative analysis of trends. Computers and Chemical Engineering, 58, 116-134. https://doi.org/10.1016/j.compchemeng.2013.06.005