Mini-course on optimal control with CasADi
19-21 November 2018 – Leuven, Belgium
(This event is in the past. Check the workshop page for future events)
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Target audience
Academic/industrial researchers or tool-developers that seek practical ways to tackle large/complex continuous optimization problems, and optimal control problems in particular.
CasADi?
Originating from KU Leuven’s “Optimization in Engineering Center” under guidance of prof. Moritz Diehl, CasADi [1] is an open-source software framework for nonlinear optimization and algorithmic differentiation. It facilitates rapid - yet efficient - implementation of different methods for numerical optimal control, both in an offline context and for nonlinear model predictive control.
Format
Seminars (40%) paired with computer exercises (60%). The seminars provide a bird’s-eye view on optimal control, serving as teaser for further study or as recap for the experienced. The computer exercises aim to deepen understanding of the theory, and leave the participants well-equipped to solve a broad range of problems using CasADi by themselves.
Covered topics
Newton-type methods for constrained nonlinear programming – integration methods – direct transcription of optimal control problems (OCP) – model predictive control (MPC) – CasADi syntax
Prerequisites
Basic mathematical skills (analysis, calculus, linear algebra) are required. Experience with programming in MATLAB/Octave or Python is required, unless you partner up with an experienced person.
Tutor
Joris Gillis obtained his PhD in electrical engineering at KU Leuven in 2015. Currently a post-doc at MECO, KU Leuven and part-time freelancer, he pursues large-scale applications in optimal control and is highly active as a main developer of CasADi since 2010.
Practicalities
The course will take place at the Park Inn hotel, Martelarenlaan 36, 3010 Leuven, Belgium, starting each day at 9:00 and ending on 18:00. A registration fee is asked for to cover costs of venue, coffee breaks and sandwich lunches, as well as to sponsor further educational material/activities on CasADi.
Lodging is not included, but a discount rate can be obtained at the Park Inn.
Participants are required to bring their own laptops (Linux/Windows/Mac); no software is needed besides a working installation of MATLAB/Octave or Python.
Registration
Register before November 1, 2018, on the google form – the event is limited to 70 participants.
Organizer: Joris Gillis, joris@yacoda.com, +32496432937, Yacoda BVBA, Glabbeeksestraat 37, 3300 Vissenaken, Belgium. BE0642979742
[1] Joel A. E. Andersson, Joris Gillis, Greg Horn, James B. Rawlings, M. Diehl, “CasADi – A software framework for nonlinear optimization and optimal control,” Mathematical Programming Computation, 2018.