Bulletin of the American Physical Society
APS March Meeting 2019
Volume 64, Number 2
Monday–Friday, March 4–8, 2019; Boston, Massachusetts
Session E18: Machine Learning Quantum States I
8:00 AM–10:36 AM,
Tuesday, March 5, 2019
BCEC
Room: 156B
Sponsoring
Units:
DCOMP DCMP DAMOP
Chair: Yizhuang You, Harvard University
Abstract: E18.00011 : Monte Carlo Renormalization Group for Systems with Quenched Disorder*
10:24 AM–10:36 AM
Presenter:
Yantao Wu
(Princeton University)
Authors:
Yantao Wu
(Princeton University)
Roberto Car
(Princeton University)
group calculations that we recently introduced for homogeneous spin Hamiltonians. When disorder
is present our approach gives access to the flow of the renormalized Hamiltonian distribution, from
which one can compute the critical exponents if the correlations of the renormalized couplings retain
finite range. Key to the variational approach is the bias potential found by minimizing a convex
functional in statistical mechanics. This potential reduces dramatically the Monte Carlo relaxation
time in large disordered systems. We demonstrate the method with applications to dilute Ising,
random field Ising and short-range spin glass models, on the two-dimensional square lattice.
*We acknowledge support from DOE Award DE-SC0017865.
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