1
|
Oppliger J, Denner MM, Küspert J, Frison R, Wang Q, Morawietz A, Ivashko O, Dippel AC, Zimmermann MV, Biało I, Martinelli L, Fauqué B, Choi J, Garcia-Fernandez M, Zhou KJ, Christensen NB, Kurosawa T, Momono N, Oda M, Natterer FD, Fischer MH, Neupert T, Chang J. Weak signal extraction enabled by deep neural network denoising of diffraction data. NAT MACH INTELL 2024; 6:180-186. [PMID: 38404481 PMCID: PMC10883886 DOI: 10.1038/s42256-024-00790-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Accepted: 01/08/2024] [Indexed: 02/27/2024]
Abstract
The removal or cancellation of noise has wide-spread applications in imaging and acoustics. In applications in everyday life, such as image restoration, denoising may even include generative aspects, which are unfaithful to the ground truth. For scientific use, however, denoising must reproduce the ground truth accurately. Denoising scientific data is further challenged by unknown noise profiles. In fact, such data will often include noise from multiple distinct sources, which substantially reduces the applicability of simulation-based approaches. Here we show how scientific data can be denoised by using a deep convolutional neural network such that weak signals appear with quantitative accuracy. In particular, we study X-ray diffraction and resonant X-ray scattering data recorded on crystalline materials. We demonstrate that weak signals stemming from charge ordering, insignificant in the noisy data, become visible and accurate in the denoised data. This success is enabled by supervised training of a deep neural network with pairs of measured low- and high-noise data. We additionally show that using artificial noise does not yield such quantitatively accurate results. Our approach thus illustrates a practical strategy for noise filtering that can be applied to challenging acquisition problems.
Collapse
Affiliation(s)
- Jens Oppliger
- Physik-Institut, Universität Zürich, Zurich, Switzerland
| | | | - Julia Küspert
- Physik-Institut, Universität Zürich, Zurich, Switzerland
| | - Ruggero Frison
- Physik-Institut, Universität Zürich, Zurich, Switzerland
| | - Qisi Wang
- Physik-Institut, Universität Zürich, Zurich, Switzerland
- Department of Physics, The Chinese University of Hong Kong, Hong Kong, China
| | | | - Oleh Ivashko
- Deutsches Elektronen-Synchrotron DESY, Hamburg, Germany
| | | | | | - Izabela Biało
- Physik-Institut, Universität Zürich, Zurich, Switzerland
- Faculty of Physics and Applied Computer Science, AGH University of Krakow, Krakow, Poland
| | | | - Benoît Fauqué
- JEIP, USR 3573 CNRS, Collège de France, PSL University, Paris, France
| | | | | | | | | | - Tohru Kurosawa
- Department of Physics, Hokkaido University, Sapporo, Japan
| | - Naoki Momono
- Department of Physics, Hokkaido University, Sapporo, Japan
- Department of Applied Sciences, Muroran Institute of Technology, Muroran, Japan
| | - Migaku Oda
- Department of Physics, Hokkaido University, Sapporo, Japan
| | | | | | - Titus Neupert
- Physik-Institut, Universität Zürich, Zurich, Switzerland
| | - Johan Chang
- Physik-Institut, Universität Zürich, Zurich, Switzerland
| |
Collapse
|
2
|
Lester C, Ramos S, Perry RS, Croft TP, Laver M, Bewley RI, Guidi T, Hiess A, Wildes A, Forgan EM, Hayden SM. Magnetic-field-controlled spin fluctuations and quantum critically in Sr 3Ru 2O 7. Nat Commun 2021; 12:5798. [PMID: 34608160 PMCID: PMC8490391 DOI: 10.1038/s41467-021-26068-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 09/14/2021] [Indexed: 11/24/2022] Open
Abstract
When the transition temperature of a continuous phase transition is tuned to absolute zero, new ordered phases and physical behaviour emerge in the vicinity of the resulting quantum critical point. Sr3Ru2O7 can be tuned through quantum criticality with magnetic field at low temperature. Near its critical field Bc it displays the hallmark T-linear resistivity and a \documentclass[12pt]{minimal}
\usepackage{amsmath}
\usepackage{wasysym}
\usepackage{amsfonts}
\usepackage{amssymb}
\usepackage{amsbsy}
\usepackage{mathrsfs}
\usepackage{upgreek}
\setlength{\oddsidemargin}{-69pt}
\begin{document}$$T\,{{{{{{\mathrm{log}}}}}}}\,(1/T)$$\end{document}Tlog(1/T) electronic heat capacity behaviour of strange metals. However, these behaviours have not been related to any critical fluctuations. Here we use inelastic neutron scattering to reveal the presence of collective spin fluctuations whose relaxation time and strength show a nearly singular variation with magnetic field as Bc is approached. The large increase in the electronic heat capacity and entropy near Bc can be understood quantitatively in terms of the scattering of conduction electrons by these spin-fluctuations. On entering the spin-density-wave ordered phase present near Bc, the fluctuations become stronger suggesting that the order is stabilised through an “order-by-disorder” mechanism. Sr3Ru2O7 exhibits a quantum critical point tunable by magnetic field and has been widely used in the study of criticality. Here, by using inelastic neutron scattering, the authors measure collective magnetic excitations near the quantum critical point and relate them to thermodynamic properties and spin density wave order.
Collapse
Affiliation(s)
- C Lester
- H.H. Wills Physics Laboratory, University of Bristol, Tyndall Ave., Bristol, BS8 1TL, UK
| | - S Ramos
- School of Physical Sciences, University of Kent, Canterbury, CT2 7NH, UK
| | - R S Perry
- London Centre for Nanotechnology, University College London, London, WC1H 0AH, UK
| | - T P Croft
- H.H. Wills Physics Laboratory, University of Bristol, Tyndall Ave., Bristol, BS8 1TL, UK
| | - M Laver
- School of Physics and Astronomy, University of Birmingham, Birmingham, BT15 2TT, UK
| | - R I Bewley
- ISIS Facility, Rutherford Appleton Laboratory, Chilton, Didcot, OX11 0QX, UK
| | - T Guidi
- ISIS Facility, Rutherford Appleton Laboratory, Chilton, Didcot, OX11 0QX, UK
| | - A Hiess
- Institut Laue-Langevin, 71 avenue des Martyrs, CS 20156, 38042, Grenoble, France.,European Spallation Source ERIC, P.O. Box 176, 22100, Lund, Sweden
| | - A Wildes
- Institut Laue-Langevin, 71 avenue des Martyrs, CS 20156, 38042, Grenoble, France
| | - E M Forgan
- School of Physics and Astronomy, University of Birmingham, Birmingham, BT15 2TT, UK
| | - S M Hayden
- H.H. Wills Physics Laboratory, University of Bristol, Tyndall Ave., Bristol, BS8 1TL, UK.
| |
Collapse
|
3
|
Amorese A, Sundermann M, Leedahl B, Marino A, Takegami D, Gretarsson H, Gloskovskii A, Schlueter C, Haverkort MW, Huang Y, Szlawska M, Kaczorowski D, Ran S, Maple MB, Bauer ED, Leithe-Jasper A, Hansmann P, Thalmeier P, Tjeng LH, Severing A. From antiferromagnetic and hidden order to Pauli paramagnetism in U M 2Si 2 compounds with 5 f electron duality. Proc Natl Acad Sci U S A 2020; 117:30220-30227. [PMID: 33203673 PMCID: PMC7720184 DOI: 10.1073/pnas.2005701117] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
Using inelastic X-ray scattering beyond the dipole limit and hard X-ray photoelectron spectroscopy we establish the dual nature of the U [Formula: see text] electrons in U[Formula: see text] (M = Pd, Ni, Ru, Fe), regardless of their degree of delocalization. We have observed that the compounds have in common a local atomic-like state that is well described by the U [Formula: see text] configuration with the [Formula: see text] and [Formula: see text] quasi-doublet symmetry. The amount of the U 5[Formula: see text] configuration, however, varies considerably across the U[Formula: see text] series, indicating an increase of U 5f itineracy in going from M = Pd to Ni to Ru and to the Fe compound. The identified electronic states explain the formation of the very large ordered magnetic moments in [Formula: see text] and [Formula: see text], the availability of orbital degrees of freedom needed for the hidden order in [Formula: see text] to occur, as well as the appearance of Pauli paramagnetism in [Formula: see text] A unified and systematic picture of the U[Formula: see text] compounds may now be drawn, thereby providing suggestions for additional experiments to induce hidden order and/or superconductivity in U compounds with the tetragonal body-centered [Formula: see text] structure.
Collapse
Affiliation(s)
- Andrea Amorese
- Institute of Physics II, University of Cologne, 50937 Cologne, Germany
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Martin Sundermann
- Institute of Physics II, University of Cologne, 50937 Cologne, Germany
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Brett Leedahl
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Andrea Marino
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Daisuke Takegami
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Hlynur Gretarsson
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
- Positron-Elektron-Tandem-Ring-Anlage III (PETRA III), Deutsches Elektronen-Synchrotron, 22607 Hamburg, Germany
| | - Andrei Gloskovskii
- Positron-Elektron-Tandem-Ring-Anlage III (PETRA III), Deutsches Elektronen-Synchrotron, 22607 Hamburg, Germany
| | - Christoph Schlueter
- Positron-Elektron-Tandem-Ring-Anlage III (PETRA III), Deutsches Elektronen-Synchrotron, 22607 Hamburg, Germany
| | - Maurits W Haverkort
- Institute for Theoretical Physics, Heidelberg University, 69120 Heidelberg, Germany
| | - Yingkai Huang
- van der Waals-Zeeman Institute, University of Amsterdam, 1098 XH Amsterdam, The Netherlands
| | - Maria Szlawska
- Institute of Low Temperature & Structure Research, Polish Academy of Science, 50-950 Wroclaw, Poland
| | - Dariusz Kaczorowski
- Institute of Low Temperature & Structure Research, Polish Academy of Science, 50-950 Wroclaw, Poland
| | - Sheng Ran
- Department of Physics, University of California San Diego, La Jolla, CA 92093
| | - M Brian Maple
- Department of Physics, University of California San Diego, La Jolla, CA 92093
| | - Eric D Bauer
- MPA-Q, Los Alamos National Laboratory, Los Alamos, NM 87545
| | | | - Philipp Hansmann
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
- Department of Physics, University of Erlangen-Nuremberg, 91058 Erlangen, Germany
| | - Peter Thalmeier
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Liu Hao Tjeng
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| | - Andrea Severing
- Institute of Physics II, University of Cologne, 50937 Cologne, Germany;
- Max Planck Institute for Chemical Physics of Solids, 01187 Dresden, Germany
| |
Collapse
|
4
|
Mydosh JA, Oppeneer PM, Riseborough PS. Hidden order and beyond: an experimental-theoretical overview of the multifaceted behavior of URu 2Si 2. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2020; 32:143002. [PMID: 31801118 DOI: 10.1088/1361-648x/ab5eba] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
This topical review describes the multitude of unconventional behaviors in the hidden order, heavy fermion, antiferromagnetic and superconducting phases of the intermetallic compound URu2Si2 when tuned with pressure, magnetic field, and substitutions for all three elements. Such 'perturbations' result in a variety of new phases beyond the mysterious hidden order that are only now being slowly understood through a series of state-of-the-science experimentation, along with an array of novel theoretical approaches. Despite all these efforts spanning more than 30 years, hidden order (HO) remains puzzling and non-clarified, and the search continues in 2019 into a fourth decade for its final resolution. Here we attempt to update the present situation of URu2Si2 importing the latest experimental results and theoretical proposals. First, let us consider the pristine compound as a function of temperature and report the recent measurements and models relating to its heavy Fermi liquid crossover, its HO and superconductivity (SC). Recent experiments and theories are surmized that address four-fold symmetry breaking (or nematicity), Isingness and unconventional excitation modes. Second, we review the pressure dependence of URu2Si2 and its transformation to antiferromagnetic long-range order. Next we confront the dramatic high magnetic-field phases requiring fields above 40 T. And finally, we attempt to answer how does random substitutions of other 5f elements for U, and 3d, 4d, and 5d elements for Ru, and even P for Si affect and transform the HO. Commensurately, recent theoretical models are summarized and then related to the intriguing experimental behavior.
Collapse
Affiliation(s)
- J A Mydosh
- Institute Lorentz and Kamerlingh Onnes Laboratory, Leiden University, NL-2300 RA Leiden, The Netherlands
| | | | | |
Collapse
|
5
|
Duc F, Tonon X, Billette J, Rollet B, Knafo W, Bourdarot F, Béard J, Mantegazza F, Longuet B, Lorenzo JE, Lelièvre-Berna E, Frings P, Regnault LP. 40-Tesla pulsed-field cryomagnet for single crystal neutron diffraction. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2018; 89:053905. [PMID: 29864875 DOI: 10.1063/1.5028487] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
We present the first long-duration and high duty cycle 40-T pulsed-field cryomagnet addressed to single crystal neutron diffraction experiments at temperatures down to 2 K. The magnet produces a horizontal field in a bi-conical geometry, ±15° and ±30° upstream and downstream of the sample, respectively. Using a 1.15 MJ mobile generator, magnetic field pulses of 100 ms length are generated in the magnet, with a rise time of 23 ms and a repetition rate of 6-7 pulses per hour at 40 T. The setup was validated for neutron diffraction on the CEA-CRG three-axis spectrometer IN22 at the Institut Laue Langevin.
Collapse
Affiliation(s)
- F Duc
- Laboratoire National des Champs Magnétiques Intenses, CNRS-INSA-UGA-UPS, F-31400 Toulouse, France
| | - X Tonon
- Institut Laue-Langevin, F-38000 Grenoble, France
| | - J Billette
- Laboratoire National des Champs Magnétiques Intenses, CNRS-INSA-UGA-UPS, F-31400 Toulouse, France
| | - B Rollet
- Institut Laue-Langevin, F-38000 Grenoble, France
| | - W Knafo
- Laboratoire National des Champs Magnétiques Intenses, CNRS-INSA-UGA-UPS, F-31400 Toulouse, France
| | - F Bourdarot
- Service de Modélisation et d'Exploration des Matériaux, Université Grenoble Alpes et Commissariat à l'Energie Atomique, INAC, 38054 Grenoble, France
| | - J Béard
- Laboratoire National des Champs Magnétiques Intenses, CNRS-INSA-UGA-UPS, F-31400 Toulouse, France
| | - F Mantegazza
- Service de Modélisation et d'Exploration des Matériaux, Université Grenoble Alpes et Commissariat à l'Energie Atomique, INAC, 38054 Grenoble, France
| | - B Longuet
- Service de Modélisation et d'Exploration des Matériaux, Université Grenoble Alpes et Commissariat à l'Energie Atomique, INAC, 38054 Grenoble, France
| | - J E Lorenzo
- Institut Néel, CNRS, Boîte Postale 166X, F38043 Grenoble Cedex, France
| | | | - P Frings
- Laboratoire National des Champs Magnétiques Intenses, CNRS-INSA-UGA-UPS, F-31400 Toulouse, France
| | - L-P Regnault
- Institut Laue-Langevin, F-38000 Grenoble, France
| |
Collapse
|
6
|
Abstract
Electrical transport measurements were performed on URu2 - x Fe x Si2 single-crystal specimens in high magnetic fields up to 45 T (DC fields) and 60 T (pulsed fields). We observed a systematic evolution of the critical fields for both the hidden-order (HO) and large-moment antiferromagnetic (LMAFM) phases and established the 3D phase diagram of T-H-x In the HO phase, H/H0 scales with T/T0 and collapses onto a single curve. However, in the LMAFM phase, this single scaling relation is not satisfied. Within a certain range of x values, the HO phase reenters after the LMAFM phase is suppressed by the magnetic field, similar to the behavior observed for URu2Si2 within a certain range of pressures.
Collapse
|