Inverse magneto-conductance design by automatic differentiation

Fuente: arXiv
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Main Authors: Hirasaki, Yuta, Inui, Koji, Saitoh, Eiji
Format: Preprint
Published: 2024
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author Hirasaki, Yuta
Inui, Koji
Saitoh, Eiji
author_facet Hirasaki, Yuta
Inui, Koji
Saitoh, Eiji
contents Magneto-conductance in thin wires often exhibits complicated patterns due to the quantum interference of conduction electrons. These patterns reflect microscopic structures in the wires, such as defects or potential distributions. In this study, we propose an inverse design method to automatically generate a microscopic structure that exhibits desired magneto-conductance patterns. We numerically demonstrate that our method accurately generates defect positions in wires and can be effectively applied to various complicated patterns. We also discuss techniques for designing structures that facilitate experimental investigation.
format Preprint
id arxiv_https___arxiv_org_abs_2409_02009
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Inverse magneto-conductance design by automatic differentiation
Hirasaki, Yuta
Inui, Koji
Saitoh, Eiji
Materials Science
Mesoscale and Nanoscale Physics
Quantum Physics
Magneto-conductance in thin wires often exhibits complicated patterns due to the quantum interference of conduction electrons. These patterns reflect microscopic structures in the wires, such as defects or potential distributions. In this study, we propose an inverse design method to automatically generate a microscopic structure that exhibits desired magneto-conductance patterns. We numerically demonstrate that our method accurately generates defect positions in wires and can be effectively applied to various complicated patterns. We also discuss techniques for designing structures that facilitate experimental investigation.
title Inverse magneto-conductance design by automatic differentiation
topic Materials Science
Mesoscale and Nanoscale Physics
Quantum Physics
url https://arxiv.org/abs/2409.02009