OSMOSE
Observer design for nonsmooth and hybrid systems
Observer design for nonsmooth and hybrid systems
This project is a Young Researcher project awarded by the French National Research Agency for the period 2024-2028. Its goal is to develop a unifying theoretical and practical framework for state observation of hybrid and nonsmooth dynamical systems with application in nonsmooth mechanics.
Dynamical systems with nonsmooth or hybrid behaviors are common in mechanical systems due to phenomena like :
dry friction, typically creating stick-slip oscillations that lead to mechanical ware and damage, with often poor knowledge of the friction parameters especially in drilling applications;
impacts, for instance in walking robots, which create discontinuities in the system state with often poor knowledge of the impact model and times;
backlash, inducing hysteresis, a typical hybrid behavior which deteriorates performance when not properly estimated and compensated.
Those may be modeled with nonsmooth differential equations or differential inclusions, or even hybrid dynamics, combining continuous-time and discrete-time equations. For purposes of control, observation and monitoring, it is instrumental to robustly estimate their state or parameters in real time.
A possible way is to design an observer, namely a dynamical system taking as input the sensors' measurements and producing as output an estimate converging asymptotically to the true state. This observer may be smooth, nonsmooth or hybrid, . But the nonsmoothness of dynamics in differential inclusions, or the coupling of continuous and discrete dynamics in hybrid systems, as well as the dependence of their times of discontinuity (jump times) on their (unknown) initial condition render the design and analysis of nonsmooth and hybrid observation strategies challenging.
Project goals
General theory for nonsmooth observer design: Develop a comprehensive and unified theory for designing observers tailored to nonsmooth systems, including differential inclusions and hybrid systems with unknown times of discontinuity (jump times);
Modular numerical tools: Create numerical tools and algorithms for implementing these observers, incorporating techniques like time-stepping for differential inclusions and event-aware solvers for hybrid systems;
Practical estimation solutions: Devise practical state estimation solutions for mechanical systems with nonsmooth behaviors, such as dry friction (stick-slip), impacts, and hysteresis, especially when thresholds, friction parameters and impact times are unknown. These solutions will be experimentally validated on a pedagogical testbed.
NEWS !
December 2024 : Our novel idea of Gluing KKL observers for hybrid systems with unknown jump times was presented at IEEE Conference on Decision and Control !
Novembre 2024 : Valentin Alleaume joined our team as PhD student !
Summer 2024 : Zikang Zhu was recruited for a summer internship at CAS where he tries to develop a systematic numerical approach to implement a numerical gluing KKL for hybrid systems, in particular for static friction estimation in drilling systems !
Spring 2024 : Our new papers Semiglobal High-Gain Hybrid Observer for a Class of Hybrid Dynamical Systems With Unknown Jump Times and Reconstructing indistinguishable solutions via a set-valued KKL observer are out in TAC and Automatica !
Team
This project takes places at the Centre Automatique et Systèmes (CAS) of Mines Paris - PSL with my colleagues: