Sep 20 – 25, 2026
University of Graz
Europe/Vienna timezone

Quantics Purification Mean-field approach to 2D moiré materials

Sep 21, 2026, 4:45 PM
15m
HS 15.14 (University of Graz)

HS 15.14

University of Graz

15 - RESOWI E, 1st floor
3) Contributed talk M04 - Non-crystalline quantum matter Mini-Colloquium

Speaker

Nicolau Sobrosa

Description

The emergence of correlated phases, such as unconventional superconductivity, in two-dimensional moiré materials is one of the most fascinating developments in condensed matter physics. However, the interplay between the large-scale moiré patterns, the formation of flat bands, and the subsequent interaction-induced phases poses a significant challenge for numerical simulations. In realistic settings, twist-angle disorder or substrate interactions are sufficient to break translation symmetry or create super-moiré effects precluding the use of standard continuum models.
To overcome this, we propose a mean-field approach enhanced by quantics tensor networks. By utilizing a tensor-train representation of the mean-field Hamiltonian and the reduced density matrix, this method achieves logarithmic scaling with the system size. This scaling is a crucial advantage, enabling the simulation of exponentially large systems and capturing super-moiré physics. By comparison, exact diagonalization or even linear scaling methods such as the Fermi Operator Expansion become prohibitive at this length scales.

In this work, we study a two-dimensional model hosting both flat bands and incommensurability-induced critical states. We introduce a zero-temperature purification scheme of the reduced density matrix that takes the tensor-network representation of the mean-field Hamiltonian and iteratively applies a low-order polynomial, converging to the density matrix.

We analyze the real-space distribution of the charge density as well as its Fourier transform, to detect the presence of quasi-fractal order. Finally, we will discuss the physical implications of this quasi-fractal order for the broader understanding of strongly correlated phases in super-moiré systems.

Author

Nicolau Sobrosa

Co-authors

Prof. Bruno Amorim (University of Porto) Prof. Eduardo Castro (University of Porto) Prof. Jose Lado (Aalto University) Prof. Pedro Ribeiro (Instituto Superior Técnico) Mr Tiago Antão (Aalto University) Mr Yitao Sun (Aalto University)

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