Blog




2022, the year when I defended my Thesis, β€œMulti-body modeling of robot dynamics and system identification during MPC”, in Scientific Computing. The updated translation of the poem can be found here.

Abstract

Due to external influences over parameters that characterize dynamical systems, an online parameter estimation must be added as part of model predictive control strategies. In this thesis, we show how continuous parameters estimation, using inverse dynamics, can be used for identifying the inertial parameters (mass, inertia, and center of mass) of multi-body systems as part of an adaptive control strategy. For this, a Featherstone spatial algebra equivalent model, based on screw theory was used. The system identification was done using a linear least squares approach using the Recursive Newton-Euler Algorithm as a way of implementing a generic solution. The process is for open-loop robots and is tested using an optimal control algorithm based on multiple shooting.


This four-day intensive course aims to provide both theoretical background and hands-on practical knowledge in formulating and numerical methods to solve optimal control problems with nonsmooth differential equation models with switches and state jumps. Nonsmooth dynamical systems arise in robotics, chemical engineering, biology, mechatronics, or aerospace, as soon as some if-else statements, switches, and state jump are encoded in the systems’ dynamics. For example, contacts and friction in robotic systems lead to jumps and switches.


After being with MIT for almost 66 years, at the age of 88, the legendary Prof. Strang had today his last Linear Algebra Lecture.

Thank you for the great service you have done to the math community and thank you, for making me and many other math enthusiasts, enjoy so much this topic! To this day, I remember vividly the time when I found your lectures. It was ~2006 and MIT OpenCourseWare was still in its infancy… I remember being stuck in front of my computer for hours enjoying your lectures! My life has never been the same since then 8-)

2023/05/15 20:38 · Horea Caramizaru · 0 Comments · 0 Linkbacks

<< Newer entries | Older entries >>

2023/01/11 23:04 · Horea Caramizaru
blog/start.txt Β· Last modified: 2023/11/05 19:10 by Horea Caramizaru