Simulating quantum systems is complex due to the “curse of dimensionality”, which is exacerbated in open quantum systems that interact with their environment. Indeed, tra- ditional computational methods struggle with the exponential growth of Hilbert space in these systems. This thesis introduces the Open-Time Variational Monte Carlo (otVMC) method, which combines the quantum trajectory formalism with Monte Carlo tech- niques to enable real-time simulations of open quantum systems. By exploiting stochas- tic Schrödinger equations and a variational approach, otVMC significantly reduces com- putational complexity. Applied to a dissipative many-body spin system with long-range interactions, this method successfully simulates up to 180 spins and provides insights into time evolution of the spin-squeezing parameter. Despite some limitations, such as potential biases and challenges with accuracy in the long-time evolution, otVMC offers a robust tool for studying the dynamics of large, strongly interacting systems and holds promise for future extensions to continuous and higher-dimensional systems.

Combining Quantum Trajectories and Time-Dependent Variational Monte Carlo for many-body Open Quantum Systems / J. D'alberto ; supervisore: D. E. Galli ; co-supervisore: G. Bertaina ; director of the school: A. Mennella. - Milano. Dipartimento di Fisica Aldo Pontremoli, 2024 Dec 18. 37. ciclo, Anno Accademico 2023/2024.

COMBINING QUANTUM TRAJECTORIES AND TIME-DEPENDENT VARIATIONAL MONTE CARLO FOR MANY-BODY OPEN QUANTUM SYSTEMS

J. D'Alberto
2024

Abstract

Simulating quantum systems is complex due to the “curse of dimensionality”, which is exacerbated in open quantum systems that interact with their environment. Indeed, tra- ditional computational methods struggle with the exponential growth of Hilbert space in these systems. This thesis introduces the Open-Time Variational Monte Carlo (otVMC) method, which combines the quantum trajectory formalism with Monte Carlo tech- niques to enable real-time simulations of open quantum systems. By exploiting stochas- tic Schrödinger equations and a variational approach, otVMC significantly reduces com- putational complexity. Applied to a dissipative many-body spin system with long-range interactions, this method successfully simulates up to 180 spins and provides insights into time evolution of the spin-squeezing parameter. Despite some limitations, such as potential biases and challenges with accuracy in the long-time evolution, otVMC offers a robust tool for studying the dynamics of large, strongly interacting systems and holds promise for future extensions to continuous and higher-dimensional systems.
18-dic-2024
Settore PHYS-04/A - Fisica teorica della materia, modelli, metodi matematici e applicazioni
Settore PHYS-03/A - Fisica sperimentale della materia e applicazioni
open quantum systems; quantum monte carlo; quantum trajectories; variational methods; out-of-equilibrium; spin systems; spin squeezing; restricted boltzmann machines
GALLI, DAVIDE EMILIO
MENNELLA, ANIELLO
Doctoral Thesis
Combining Quantum Trajectories and Time-Dependent Variational Monte Carlo for many-body Open Quantum Systems / J. D'alberto ; supervisore: D. E. Galli ; co-supervisore: G. Bertaina ; director of the school: A. Mennella. - Milano. Dipartimento di Fisica Aldo Pontremoli, 2024 Dec 18. 37. ciclo, Anno Accademico 2023/2024.
File in questo prodotto:
File Dimensione Formato  
phd_unimi_R13469.pdf

embargo fino al 25/05/2025

Descrizione: PhD thesis
Tipologia: Altro
Dimensione 3.13 MB
Formato Adobe PDF
3.13 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
Pubblicazioni consigliate

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1119575
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact