Dynamic optimization with CasADi

Proceedings of the IEEE Conference on Decision and Control

Volumn , Issue , 2012, Pages 681-686

  Andersson, Joel ^a   Akesson, Johan ^b   Diehl, Moritz ^a  

^a UNIVERSITY OF LEUVEN   (Belgium)

^b LUND UNIVERSITY   (Sweden)

Author keywords

[No Author keywords available]

Indexed keywords

NONLINEAR PROGRAMMING; OPEN SYSTEMS;

DYNAMIC OPTIMIZATION; GENERAL PURPOSE SOFTWARE; NON-LINEAR OPTIMIZATION; OPEN SOURCES;

OPEN SOURCE SOFTWARE;

EID: 84874256978     PISSN: 07431546     EISSN: 25762370     Source Type: Conference Proceeding    
DOI: 10.1109/CDC.2012.6426534     Document Type: Conference Paper

References (28)

1. B. Houska, H. Ferreau, and M. Diehl, "An Auto-Generated Real-Time Iteration Algorithm for Nonlinear MPC in the Microsecond Range," Automatica, vol. 47, no. 10, pp. 2279-2285, 2011.
2. O. von Stryk, User's Guide for DIRCOL. Fachgebiet Simulation und Systemoptimierung (SIM), Technische Universität Darmstadt, 2000.
3. RWTH Aachen, Germany, DyOS User Manual, 2.1 ed., 2002.
4. H. Bock and K. Plitt, "A multiple shooting algorithm for direct solution of optimal control problems," in Proceedings 9th IFAC World Congress Budapest, pp. 243-247, Pergamon Press, 1984.
5. D. Leineweber, Efficient reduced SQP methods for the optimization of chemical processes described by large sparse DAE models, vol. 613 of Fortschritt-Berichte VDI Reihe 3, Verfahrenstechnik. Düsseldorf: VDI Verlag, 1999.
6. A. Griewank and A. Walther, Evaluating Derivatives. SIAM, 2 ed., 2008.
7. A. H. Gebremedhin, F. Manne, and A. Pothen, "What color is your Jacobian? Graph coloring for computing derivatives," SIAM Rev, vol. 47, pp. 629-705, 2005.
8. J. Andersson, J. Åkesson, and M. Diehl, "CasADi - A symbolic package for automatic differentiation and optimal control," in Recent Advances in Algorithmic Differentiation (S. Forth, P. Hovland, E. Phipps, J. Utke, and A. Walther, eds.), Lecture Notes in Computational Science and Engineering, (Berlin), Springer, 2012.
9. D. M. Beazley, "Automated scientific software scripting with SWIG," Future Gener. Comput. Syst., vol. 19, pp. 599-609, 2003.
10. A. Wächter and L. Biegler, "On the Implementation of a Primal-Dual Interior Point Filter Line Search Algorithm for Large-Scale Nonlinear Programming," Mathematical Programming, vol. 106, no. 1, pp. 25-57, 2006.
11. R. H. Byrd, J. Nocedal, and R. A. Waltz, "KNITRO: An integrated package for nonlinear optimization," in Large Scale Nonlinear Optimization (G. Pillo and M. Roma, eds.), pp. 35-59, Springer Verlag, 2006.
12. T. Nikolayzik, C. Büskens, and M. Gerdts, "Nonlinear large-scale Optimization with WORHP," in Proceedings of the 13th AIAA/ISSMO Multidisciplinary Analysis Optimization Conference, 2010.
13. H. Ferreau, "qpOASES - An Open-Source Implementation of the Online Active Set Strategy for Fast Model Predictive Control," in Proceedings of the Workshop on Nonlinear Model Based Control - Software and Applications, Loughborough, pp. 29-30, 2007.
14. E. Gertz and S. Wright, "Object-Oriented Software for Quadratic Programming," ACM Transactions on Mathematical Software, vol. 29, no. 1, pp. 58-81, 2003.
15. IBM Corp., IBM ILOG CPLEX V12.1, User's Manual for CPLEX, 2009.
16. A. Hindmarsh, P. Brown, K. Grant, S. Lee, R. Serban, D. Shumaker, and C. Woodward, "SUNDIALS: Suite of nonlinear and differential/ algebraic equation solvers," ACM Transactions on Mathematical Software, vol. 31, pp. 363-396, 2005.
17. S. Li and L. Petzold, "Software and algorithms for sensitivity analysis of large-scale differential algebraic systems," Journal of Computational and Applied Mathematics, vol. 125, pp. 131-145, 2000.
18. Y. Cao, S. Li, L. Petzold, and R. Serban, "Adjoint Sensitivity Analysis for Differential-Algebraic Equations: The Adjoint DAE System and its Numerical Solution," SIAM Journal on Scientific Computing, vol. 24, no. 3, pp. 1076-1089, 2003.
19. The Modelica Association, "The Modelica Association Home Page." http://www.modelica.org, 2012.
20. J. Åkesson, K.-E. Årzén, M. Gäfvert, T. Bergdahl, and H. Tummescheit, "Modeling and optimization with Optimica and JModelica.org-languages and tools for solving large-scale dynamic optimization problem," Computers and Chemical Engineering, vol. 34, pp. 1737-1749, 2010.
21. J. Andersson, J. Åkesson, F. Casella, and M. Diehl, "Integration of CasADi and JModelica.org," in 8th International Modelica Conference, 2011.
22. D. M. Gay, "Automatic differentiation of nonlinear ampl models," in In Automatic Differentiation of Algorithms: Theory, implementation and application, pp. 61-73, SIAM, 1991.
23. "JModelica.org website." http://www.jmodelica.org/.
24. L. T. Biegler, Nonlinear Programming. MOS-SIAM Series on Optimization, SIAM, 2010.
25. J. Andersson, A. Kozma, J. Gillis, and M. Diehl, CasADi Users' Guide, version 1.3. Electrical Engineering Department (ESAT-SCD) and Optimization in Engineering Center (OPTEC), K.U. Leuven, 2012.
26. R. Findeisen and F. Allgöwer, "An Introduction to Nonlinear Model Predictive Control," in Proc. of 21st Benelux Meeting on Systems and Control, 2002.
27. F. Casella, F. Donida, J. Åkesson, and F. Donida, "Object-oriented modeling and optimal control: A case study in power plant start-up," in In Proc. 18th IFAC World Congress, 2011.
28. F. Magnusson, "Collocation Methods in JModelica.org," Master's thesis, Department of Automatic Control, Lund University, Sweden, 2012.