This paper presents a framework to apply such ideas to analysis of dynamical systems. A set of tools that can be used for uncertainty analysis of dynamical Modelica models is presented. These tools are made available in the FMI Toolbox for MATLAB. The workflow and tools are demonstrated on a cooling loop design problem.
Keywords: Design-of-experiments; Robust design; Controls; Modelica; FMI
Proceedings of the 10th International Modelica Conference; March 10-12; 2014; Lund; Sweden
 D.W. Apley, J. Liu, andW. Chen. Understanding the effects of model uncertainty in robust design with computer experiments. Journal of Mechanical Design, 128:945â€“957, 2006. DOI: 10.1115/1.2204974
 R. A. Bates, R. S. Kenett, D. M. Steinberg, and H. P. Wynn. Achieving robust design from computer simulations. Quality Technology & Quantitative Management, 3(2):161â€“177, 2006.
 C. M. Bishop. Pattern Recognition and Machine Learning. Springer, 2006.
 D. Bouskela, A. Jardin, Z. Benjelloun-Touimi, P. Aronsson, and P. Fritzson. Modelling of uncertainties with Modelica. In Proceedings of the 8th International Modelica Conference, pages 673â€“685, 2011.
 C.M. Creveling, J.L. Slutsky, and D. Antis. Design for Six Sigma. Prentice Hall, Upper Saddle River, New Jersey, USA, 2003.
 B. Johansson and P. Krus. Probabilistic analysis and design optimization of Modelica models. In G. Schmitz, editor, Proceedings of the 4th International Modelica Conference, pages 247â€“254, 2005.
 P. N. Koch, R.-J. Yang, and L. Gu. Design for six sigma through robust optimization. Structural and Multidisciplinary Optimization, 26:235â€“248, 2004. DOI: 10.1007/s00158-003-0337-0
 K. Otto and K. Wood. Product Design. Prentice Hall, Upper Saddle River, New Jersey, USA, 2001.
 M. H. Salah, T. H. Mitchell, J. R. Wagner, and D. M. Dawson. A smart multiple-loop automotive cooling systemâ€”model, control , and experimental study. IEEE/ASME Transactions on Mechatronics, 15(1):117â€“124, 2010. DOI: 10.1109/TMECH.2009.2019723
 C. Zang, M. I. Friswell, and J. E. Mottershead. A review of robust optimal design and its application in dynamics. Computers & Structures, 83:315â€“326, 2005. DOI: 10.1016/j.compstruc.2004.10.007