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Parameter synthesis of polynomial dynamical systems

Alberto Casagrande
•
Thao Dang
•
Luca Dorigo
altro
Eleonora Pippia
2022
  • journal article

Periodico
INFORMATION AND COMPUTATION
Abstract
Parametric dynamical systems emerge as a formalism for modelling natural and engineered systems ranging from biology, epidemiology, and medicine to cyber-physics. Parameter tuning is a complex task usually performed by exploiting heavy simulations having high computational complexity and not ensuring the correctness of the synthesized systems. We consider the problem of parameter synthesis for discrete-time polynomial systems. We propose a formal method based on Bernstein coefficients that allows refining the set of parameters according to a temporal specification defined as a Signal Temporal Logic formula. The synthesized system is correct with respect to the specification and we demonstrate the scalability of the approach by implementing it in the C++ library Sapo, also available within a stand-alone application and as a web application. Finally, we illustrate the tool usage and the interface through a simple yet realistic epidemiological model and consider an intriguing application enhancing the accuracy of the verification of neural networks.
DOI
10.1016/j.ic.2022.104941
WOS
WOS:000914897100019
Archivio
https://hdl.handle.net/11368/3025969
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85134630443
https://doi.org/10.1016/j.ic.2022.104941
Diritti
open access
license:copyright editore
license:creative commons
license uri:iris.pri02
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
FVG url
https://arts.units.it/request-item?handle=11368/3025969
Soggetti
  • Parametric dynamical ...

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