Model reduction for quantum systems: Discrete-time quantum walks and open Markov dynamics

T Grigoletto, F Ticozzi - arXiv preprint arXiv:2307.06319, 2023 - arxiv.org
A general approach to obtain reduced models for a wide class of discrete-time quantum
systems is proposed. The obtained models not only reproduce exactly the output of a given …

Exact Model Reduction for Continuous-Time Open Quantum Dynamics

T Grigoletto, Y Tao, F Ticozzi, L Viola - arXiv preprint arXiv:2412.05102, 2024 - arxiv.org
We consider finite-dimensional many-body quantum systems described by time-
independent Hamiltonians and Markovian master equations, and present a systematic …

Exact Model Reduction for Discrete-Time Conditional Quantum Dynamics

T Grigoletto, F Ticozzi - IEEE Control Systems Letters, 2024 - ieeexplore.ieee.org
Leveraging an algebraic approach built on minimal realizations and conditional
expectations in quantum probability, we propose a method to reduce the dimension of …

On the Convergence of TD-Learning on Markov Reward Processes with Hidden States

M Amiri, S Magnússon - 2024 European Control Conference …, 2024 - ieeexplore.ieee.org
We investigate the convergence properties of Temporal Difference (TD) Learning on Markov
Reward Processes (MRPs) with new structures for incorporating hidden state information. In …

Exact model reduction for conditional quantum dynamics

T Grigoletto, F Ticozzi - arXiv preprint arXiv:2403.12575, 2024 - arxiv.org
Leveraging an algebraic approach built on minimal realizations and conditional
expectations in quantum probability, we propose a method to reduce the dimension of …

Minimal resources for exact simulation of quantum walks

T Grigoletto, F Ticozzi - … IEEE 61st Conference on Decision and …, 2022 - ieeexplore.ieee.org
Quantum walks are stochastic processes generated by a quantum evolution mechanism,
allowing for speed-up in spreading and hitting-time performance with respect to their …

Robust positive model reduction via monotone matrices

M Cortese, T Grigoletto, F Ticozzi, A Ferrante - arXiv preprint arXiv …, 2024 - arxiv.org
This work focuses on the problem of exact model reduction of positive linear systems, by
leveraging minimal realization theory. While even determining the existence of a positive …

Nuovi approcci alle realizzazioni positive e alle riduzioni di modello positive per sistemi lineari

M Cortese - thesis.unipd.it
Positive linear systems offer open problems regarding minimal realizations and model
reductions. This work aim to study new approaches to robust dimension reduction for …