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His PhD focuses on the online implementation of Statistical Process Control (SPC)–methods. Process plants nowadays routinely dispose of historical databases that contain the frequent measurements of online sensors on hundreds of variables. SPC exploits these historical data for fault detection and –diagnosis of the current process. Research topics include online data alignment, linear and non-linear data reduction techniques and improving the performance of fault diagnosis.
Van den Kerkhof, P., Gins, G., Vanlaer, J., Van Impe, J. (2012). Dynamic model-based fault diagnosis for (bio)chemical batch processes. Computers & Chemical Engineering, 40, 12-21.
Gins, G., Van den Kerkhof, P., Van Impe, J. (2012). Hybrid derivative dynamic time warping for online industrial batch-end quality estimation. Industrial & Engineering Chemistry Research.
Van den Kerkhof, P., Vanlaer, J., Gins, G., Van Impe, J. (2012). Online batch fault diagnosis with Least Squares Support Vector Machines. Proceedings of the 8th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-2012). IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes (SAFEPROCESS-2012). Mexico City, Mexico, 29-31 August 2012.
Vanlaer, J., Van den Kerkhof, P., Gins, G., Van Impe, J. (2012). The influence of input and output measurement noise on batch-end quality prediction with Partial Least Squares. Proceedings of the 12th Industrial Conference on Data Mining (ICDM 2012). Industrial Conference on Data Mining (ICDM 2012). Berlin, Germany, 13-20 July 2012.
Vanlaer, J., Van den Kerkhof, P., Gins, G., Van Impe, J. (2012). Measurement noise influence on statistical properties of batch-end quality predictions. . International Symposium on Advanced Control of Chemical Processes (ADCHEM 2012). Singapore, Singapore, 10-13 July 2012.
Gins, G., Vanlaer, J., Van den Kerkhof, P., Van Impe, J. (2012). Extending discrete batch-end quality optimization to online implementation. . International Symposium on Advanced Control of Chemical Processes (ADCHEM 2012). Singapore, Singapore, 10-13 July 2012.
Vanlaer, J., Van den Kerkhof, P., Gins, G., Van Impe, J. (2011). The influence of measurement noise on PLS-based batch-end quality prediction. In Bittanti, S. (Ed.), Cenedese, A. (Ed.), Zampieri, S. (Ed.), Proceedings of the 18th IFAC World Congress. IFAC World Congress 2011. Milan, 28 August-02 September 2011 (pp. 7156-7161).
Van den Kerkhof, P., Gins, G., Vanlaer, J., Van Impe, J. (2010). Dynamic model-based fault diagnosis for (bio)chemical batch processes. Proceedings of the 20th European Symposium on Computer Aided Process Engineering (ESCAPE-20). 20th European Symposium on Computer Aided Process Engineering (ESCAPE-20). Ischia (Italy), June 6-9, 2010.
Van den Kerkhof, P., Gins, G., Vanlaer, J., Van Impe, J. (2011). Fault detection and diagnosis performance assessment for (bio)chemical batch processes. European Conference on Process Analytics and Control Technology (EuroPACT). Glasgow, 27-29 April 2011, Abstract No. Book of abstracts of the 2nd European Conference on Process Analytics and Control Technology : 35.
Gins, G., Vanlaer, J., Van den Kerkhof, P., Van Impe, J. (2012). Towards online data-driven batch optimization using Partial Least Squares. Proceedings of the 31st Benelux meeting on systems and control. Benelux meeting on systems and control. Heijen, The Netherlands, 27-29 March 2012, Abstract No. 144.
Vanlaer, J., Van den Kerkhof, P., Gins, G., Van Impe, J. (2012). Implications of measurement noise for Partial Least Squares model order selection. Proceedings of the 31st Benelux meeting on systems and control. Benelux meeting on systems and control. Heijen, The Netherlands, 27-29 March 2012, Abstract No. 146.
Van den Kerkhof, P., Vanlaer, J., Gins, G., Van Impe, J. (2012). Application of Least Squares Support Vector Machines to online fault diagnosis of batch processes. Proceedings of the 31st Benelux meeting on systems and control. Benelux meeting on systems and control. Heijen, The Netherlands, 27-29 March 2012, Abstract No. 148.
Van den Kerkhof, P., Vanlaer, J., Gins, G., Van Impe, J. (2011). Batch fault diagnosis with Least Squares Support Vector Machines. IAP VI/4 DYSCO study day. Leuven, Belgium, 29 November 2011.
Vanlaer, J., Van den Kerkhof, P., Gins, G., Van Impe, J. (2011). The influence of input and output measurement noise on online PLS-based prediction of final batch quality. Benelux Meeting on Systems and Control. Lommel, Belgium, 15-17 March 2011.
Van den Kerkhof, P., Gins, G., Van Impe, J. (2011). The influence of data alignment on batch-end quality prediction: an industrial case study. Benelux Meeting on Systems and Control. Lommel, Belgium, 15-17 March 2011.
Van den Kerkhof, P., Gins, G., Vanlaer, J., Van Impe, J. (2010). Online fault detection and diagnosis of (bio)chemical batch processes. Benelux Meeting on Systems and Control. Heeze, The Netherlands, 30 March - 1 April 2010, Abstract No. Book of Abstracts of the 29th Benelux Meeting on Systems and Control : 136.
Gins, G., Vanlaer, J., Van den Kerkhof, P., Van Impe, J. (2009). Monitoring of (bio)chemical (fed-)batch processes through intelligent data mining techniques. Book of abstracts of the IAP VI/4 DYSCO study day. IAP VI/4 DYSCO study day. Leuven (Belgium), November 27, 2009.
Two OPTEC professors have been awarded three "Gouden Krijtjes", the yearly teaching awards given by the organization of engineering students (vtk). Prof. Lombaert was awarded the prize for the best course in civil engineering, and Prof. Diehl the prizes for the best professor and the best course in mathematical engineering (where he teaches numerical optimization). They received these awards at the yearly "proffentap" where experienced students taught them how to draft beer professionally.
