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The Search for Correlated Topology i...
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Broyles, Christopher P.,
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The Search for Correlated Topology in Quantum Materials /
Record Type:
Electronic resources : Monograph/item
Title/Author:
The Search for Correlated Topology in Quantum Materials // Christopher P Broyles.
Author:
Broyles, Christopher P.,
Description:
1 electronic resource (200 pages)
Notes:
Source: Dissertations Abstracts International, Volume: 86-11, Section: B.
Contained By:
Dissertations Abstracts International86-11B.
Subject:
Condensed matter physics. -
Online resource:
https://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=31999639
ISBN:
9798314853290
The Search for Correlated Topology in Quantum Materials /
Broyles, Christopher P.,
The Search for Correlated Topology in Quantum Materials /
Christopher P Broyles. - 1 electronic resource (200 pages)
Source: Dissertations Abstracts International, Volume: 86-11, Section: B.
Topological quantum materials have sparked intense research due to their robust physical properties and technological promise. While non-interacting topological phases are well understood, the topic becomes more complex when strong correlations are introduced --- often rendering conventional theoretical tools insufficient. Faced with a growing number of candidate materials and powerful experimental toolkit enabled by university and national laboratory collaboration, a critical question emerges: which materials warrant intensive study, and when do strong correlations demand a departure from standard approaches? My dissertation address this challenge by developing an experimentally driven strategy for identifying and characterizing correlated topological materials. Focusing on uranium-based single crystals, this work combines machine learning technologies --- including Random Forest classification and Bayesian optimization --- with electron transport probes, such as inverted resistance measurements for detecting surface states and quantum oscillation measurements to resolve the electronic structure. These tools are deployed not only to understand emergent topological behavior in 5$f$-electron systems, but also define a framework for selecting high-impact materials that advance our knowledge of correlated topology.
English
ISBN: 9798314853290Subjects--Topical Terms:
3173567
Condensed matter physics.
Subjects--Index Terms:
Kondo lattice
The Search for Correlated Topology in Quantum Materials /
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Topological quantum materials have sparked intense research due to their robust physical properties and technological promise. While non-interacting topological phases are well understood, the topic becomes more complex when strong correlations are introduced --- often rendering conventional theoretical tools insufficient. Faced with a growing number of candidate materials and powerful experimental toolkit enabled by university and national laboratory collaboration, a critical question emerges: which materials warrant intensive study, and when do strong correlations demand a departure from standard approaches? My dissertation address this challenge by developing an experimentally driven strategy for identifying and characterizing correlated topological materials. Focusing on uranium-based single crystals, this work combines machine learning technologies --- including Random Forest classification and Bayesian optimization --- with electron transport probes, such as inverted resistance measurements for detecting surface states and quantum oscillation measurements to resolve the electronic structure. These tools are deployed not only to understand emergent topological behavior in 5$f$-electron systems, but also define a framework for selecting high-impact materials that advance our knowledge of correlated topology.
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https://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=31999639
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