Optimal control formulation of pulse-based control using Koopman operator. (May 2018)
- Record Type:
- Journal Article
- Title:
- Optimal control formulation of pulse-based control using Koopman operator. (May 2018)
- Main Title:
- Optimal control formulation of pulse-based control using Koopman operator
- Authors:
- Sootla, Aivar
Mauroy, Alexandre
Ernst, Damien - Abstract:
- Abstract: In many applications, and in systems/synthetic biology, in particular, it is desirable to solve the switching problem, i.e., to compute control policies that force the trajectory of a bistable system from one equilibrium (the initial point) to another equilibrium (the target point). It was recently shown that for monotone bistable systems, this problem admits easy-to-implement open-loop solutions in terms of temporal pulses (i.e., step functions of fixed length and fixed magnitude). In this paper, we develop this idea further and formulate a problem of convergence to an equilibrium from an arbitrary initial point. We show that the convergence problem can be solved using a static optimization problem in the case of monotone systems. Changing the initial point to an arbitrary state allows building closed-loop, event-based or open-loop policies for the switching/convergence problems. In our derivations, we exploit the Koopman operator, which offers a linear infinite-dimensional representation of an autonomous nonlinear system and powerful computational tools for their analysis. Our solutions to the switching/convergence problems can serve as building blocks for other control problems and can potentially be applied to non-monotone systems. We illustrate this argument on the problem of synchronizing cardiac cells by defibrillation.
- Is Part Of:
- Automatica. Volume 91(2018)
- Journal:
- Automatica
- Issue:
- Volume 91(2018)
- Issue Display:
- Volume 91, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 91
- Issue:
- 2018
- Issue Sort Value:
- 2018-0091-2018-0000
- Page Start:
- 217
- Page End:
- 224
- Publication Date:
- 2018-05
- Subjects:
- Monotone systems -- Koopman operator -- Isostables -- Generalized repressilator -- Genetic toggle switch
Automatic control -- Periodicals
Automation -- Periodicals
629.805 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00051098 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.automatica.2018.01.036 ↗
- Languages:
- English
- ISSNs:
- 0005-1098
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1829.450000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 11293.xml