[HTML][HTML] Chordal and factor-width decompositions for scalable semidefinite and polynomial optimization

Y Zheng, G Fantuzzi, A Papachristodoulou - Annual Reviews in Control, 2021 - Elsevier
Chordal and factor-width decomposition methods for semidefinite programming and
polynomial optimization have recently enabled the analysis and control of large-scale linear …

The background method: theory and computations

G Fantuzzi, A Arslan, A Wynn - … Transactions of the …, 2022 - royalsocietypublishing.org
The background method is a widely used technique to bound mean properties of turbulent
flows rigorously. This work reviews recent advances in the theoretical formulation and …

Koopman operator spectrum for random dynamical systems

N Črnjarić-Žic, S Maćešić, I Mezić - Journal of Nonlinear Science, 2020 - Springer
In this paper, we consider the Koopman operator associated with the discrete and the
continuous-time random dynamical system (RDS). We provide results that characterize the …

Bootstrapping the gap in quantum spin systems

CO Nancarrow, Y Xin - Journal of High Energy Physics, 2023 - Springer
A bstract In this work we report on a new bootstrap method for quantum mechanical
problems that closely mirrors the setup from conformal field theory (CFT). We use the …

Bounds on mean energy in the Kuramoto–Sivashinsky equation computed using semidefinite programming

D Goluskin, G Fantuzzi - Nonlinearity, 2019 - iopscience.iop.org
We present methods for bounding infinite-time averages in dynamical systems governed by
nonlinear PDEs. The methods rely on auxiliary functionals, which are similar to Lyapunov …

Optimal bounds and extremal trajectories for time averages in nonlinear dynamical systems

I Tobasco, D Goluskin, CR Doering - Physics Letters A, 2018 - Elsevier
For any quantity of interest in a system governed by ordinary differential equations, it is
natural to seek the largest (or smallest) long-time average among solution trajectories, as …

Bootstrap, Markov Chain Monte Carlo, and LP/SDP hierarchy for the lattice Ising model

M Cho, X Sun - Journal of High Energy Physics, 2023 - Springer
A bstract Bootstrap is an idea that imposing consistency conditions on a physical system
may lead to rigorous and nontrivial statements about its physical observables. In this work …

Bounding extreme events in nonlinear dynamics using convex optimization

G Fantuzzi, D Goluskin - SIAM journal on applied dynamical systems, 2020 - SIAM
We study a convex optimization framework for bounding extreme events in nonlinear
dynamical systems governed by ordinary or partial differential equations (ODEs or PDEs) …

Bounding averages rigorously using semidefinite programming: mean moments of the Lorenz system

D Goluskin - Journal of Nonlinear Science, 2018 - Springer
We describe methods for proving bounds on infinite-time averages in differential dynamical
systems. The methods rely on the construction of nonnegative polynomials with certain …

The Moment-SOS hierarchy: Applications and related topics

JB Lasserre - Acta Numerica, 2024 - cambridge.org
The Moment-SOS hierarchy, first introduced in optimization in 2000, is based on the theory
of the S-moment problem and its dual counterpart: polynomials that are positive on S. It turns …