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Shape constrained splines as transparent black-box models for bioprocess modeling
Mašić, A., Srinivasan, S., Billeter, J., Bonvin, D., & Villez, K. (2017). Shape constrained splines as transparent black-box models for bioprocess modeling. Computers and Chemical Engineering, 99, 96-105. https://doi.org/10.1016/j.compchemeng.2016.12.017
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
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