On ultrafast x-ray scattering methods for magnetism

Plumley, R.; Chitturi, S. R.; Peng, C.; Assefa, T. A.; Burdet, N.; Shen, L.; Chen, Z.; Reid, A. H.; Dakovski, G. L.; Seaberg, M. H.; O’Dowd, F.; Montoya, S. A.; Chen, H.; Okullo, A.; Mardanya, S.; Kevan, S. D.; Fischer, P.; Fullerton, E. E.; Sinha, S. K.; Colocho, W.; Lutman, A.; Decker, F. -J.; Roy, S.; Fujioka, J.; Tokura, Y.; Minitti, M. P.; Johnson, J. A.; Hoffmann, M.; Amoo, M. E.; Feiguin, A.; Yoon, C.; Thayer, J.; Nashed, Y.; Jia, C.; Bansil, A.; Chowdhury, Sugata; Lindenberg, Aaron M.; Dunne, M.; Blackburn, E.; Turner, Joshua J.

doi:10.1080/23746149.2024.2423935

Title: On ultrafast x-ray scattering methods for magnetism

Journal Article · 23 November 2024 · Advances in Physics: X

DOI: https://doi.org/10.1080/23746149.2024.2423935 · OSTI ID:2475980

Plumley, R. ^[1]; Chitturi, S. R. ^[2]; Peng, C. ^[3]; Assefa, T. A. ^[4]; Burdet, N. ^[5]; Shen, L. ^[4]; Chen, Z. ^[5]; Reid, A. H. ^[6]; Dakovski, G. L. ^[6]; Seaberg, M. H. ^[6]; O’Dowd, F. ^[6]; Montoya, S. A. ^[7]; Chen, H. ^[8]; Okullo, A. ^[9]; Mardanya, S. ^[9]; Kevan, S. D. ^[10]; Fischer, P. ^[11]; Fullerton, E. E. ^[7]; Sinha, S. K. ^[7]; Colocho, W. ^[6] more »

Stanford Univ., CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States). Linac Coherent Light Source (LCLS); Carnegie Mellon Univ., Pittsburgh, PA (United States)
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States). Linac Coherent Light Source (LCLS); Stanford Univ., CA (United States)
Stanford Univ., CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Stanford Univ., CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States); Lund Univ. (Sweden)
Stanford Univ., CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States). Linac Coherent Light Source (LCLS)
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States). Linac Coherent Light Source (LCLS)
Univ. of California, San Diego, CA (United States)
Stanford Univ., CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States). Linac Coherent Light Source (LCLS); Northeastern Univ., Boston, MA (United States)
Howard Univ., Washington, DC (United States)
Univ. of Oregon, Eugene, OR (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). Advanced Light Source (ALS)
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States). Advanced Light Source (ALS)
Univ. of Tokyo (Japan); Univ. of Tsukuba (Japan)
Univ. of Tokyo (Japan); RIKEN Center for Emergent Matter Science (CEMS), Wako (Japan)
Paul Scherrer Inst. (PSI), Villigen (Switzerland). Swiss Light Source
Northeastern Univ., Boston, MA (United States)
SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)
Lund Univ. (Sweden)

With the introduction of x-ray free electron laser sources around the world, new scientific approaches for visualizing matter at fundamental length and time-scales have become possible. As it relates to magnetism and ‘magnetic-type’ systems, advanced methods are being developed for studying ultrafast magnetic responses on the time-scales at which they occur. We describe three capabilities which have the potential to seed new directions in this area and present original results from each: pump-probe x-ray scattering with low energy excitation, x-ray photon fluctuation spectroscopy, and ultrafast diffuse x-ray scattering. By combining these experimental techniques with advanced modeling together with machine learning, we describe how the combination of these domains allows for a new understanding in the field of magnetism. Finally, we give an outlook for future areas of investigation and the newly developed instruments which will take us there.

View Accepted Manuscript (DOE)

Cite

Export

Save

Research Organization:: Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States); SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)

Sponsoring Organization:: Massachusetts Technology Collaborative (MassTech); National Science Foundation (NSF); Swedish Research Council (VR); U. S. Department of Energy, Office of Science, Basic Energy Sciences, Materials Sciences and Engineering Division; U.S. Department of Energy, Office of Science, Basic Energy Science; US Department of Energy; US Department of the Navy, Office of Naval Research (ONR); USDOE Office of Science (SC), Basic Energy Sciences (BES) (SC-22), Materials Sciences & Engineering Division (SC-22.2); USDOE Office of Science (SC), Basic Energy Sciences (BES). Materials Sciences & Engineering Division (MSE)

Grant/Contract Number:: AC02-05CH11231; AC02-76SF00515; SC0022216

OSTI ID:: 2475980

Journal Information:: Advances in Physics: X, Journal Name: Advances in Physics: X Journal Issue: 1 Vol. 9; ISSN 2374-6149

Publisher:: Taylor & FrancisCopyright Statement

Country of Publication:: United States

Language:: English

References (163)

X-ray Photon Correlation Spectroscopy Studies of Surfaces and Thin Films Sinha, Sunil K.; Jiang, Zhang; Lurio, Laurence B. Advanced Materials, Vol. 26, Issue 46 https://doi.org/10.1002/adma.201401094	journal	September 2014
Probing complex materials with coherent soft X-rays Chesnel, Karine; Turner, Joshua J.; Pfeifer, Mark Applied Physics A, Vol. 92, Issue 3 https://doi.org/10.1007/s00339-008-4558-3	journal	May 2008
A thermodynamic theory of “weak” ferromagnetism of antiferromagnetics Dzyaloshinsky, I. Journal of Physics and Chemistry of Solids, Vol. 4, Issue 4 https://doi.org/10.1016/0022-3697(58)90076-3	journal	January 1958
Thermodynamically stable magnetic vortex states in magnetic crystals Bogdanov, A.; Hubert, A. Journal of Magnetism and Magnetic Materials, Vol. 138, Issue 3 https://doi.org/10.1016/0304-8853(94)90046-9	journal	December 1994
Magnetism with picosecond field pulses Siegmann, H. C.; Garwin, E. L.; Prescott, C. Y. Journal of Magnetism and Magnetic Materials, Vol. 151, Issue 1-2 https://doi.org/10.1016/0304-8853(95)00602-8	journal	November 1995
The density-matrix renormalization group in the age of matrix product states Schollwöck, Ulrich Annals of Physics, Vol. 326, Issue 1 https://doi.org/10.1016/j.aop.2010.09.012	journal	January 2011
wannier90: A tool for obtaining maximally-localised Wannier functions Mostofi, Arash A.; Yates, Jonathan R.; Lee, Young-Su Computer Physics Communications, Vol. 178, Issue 9 https://doi.org/10.1016/j.cpc.2007.11.016	journal	May 2008
A review of X-ray intensity fluctuation spectroscopy Sutton, Mark Comptes Rendus Physique, Vol. 9, Issue 5-6 https://doi.org/10.1016/j.crhy.2007.04.008	journal	June 2008
Simulation-based optimal Bayesian experimental design for nonlinear systems Huan, Xun; Marzouk, Youssef M. Journal of Computational Physics, Vol. 232, Issue 1 https://doi.org/10.1016/j.jcp.2012.08.013	journal	January 2013
Review on spintronics: Principles and device applications Hirohata, Atsufumi; Yamada, Keisuke; Nakatani, Yoshinobu Journal of Magnetism and Magnetic Materials, Vol. 509 https://doi.org/10.1016/j.jmmm.2020.166711	journal	September 2020
Comparing different approaches to characterization of focused X-ray laser beams Chalupsky, J.; Bohacek, P.; Hajkova, V. Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 631, Issue 1 https://doi.org/10.1016/j.nima.2010.12.040	journal	March 2011
The European X-ray free-electron laser facility in Hamburg Altarelli, M. Nuclear Instruments and Methods in Physics Research Section B: Beam Interactions with Materials and Atoms, Vol. 269, Issue 24 https://doi.org/10.1016/j.nimb.2011.04.034	journal	December 2011
Femtosecond electronic response of atoms to ultra-intense X-rays Young, L.; Kanter, E. P.; Krässig, B. Nature, Vol. 466, Issue 7302 https://doi.org/10.1038/nature09177	journal	July 2010
Femtosecond X-ray protein nanocrystallography Chapman, Henry N.; Fromme, Petra; Barty, Anton Nature, Vol. 470, Issue 7332, p. 73-77 https://doi.org/10.1038/nature09750	journal	February 2011
Creation and diagnosis of a solid-density plasma with an X-ray free-electron laser Vinko, S. M.; Ciricosta, O.; Cho, B. I. Nature, Vol. 482, Issue 7383 https://doi.org/10.1038/nature10746	journal	January 2012
An unexpectedly low oscillator strength as the origin of the Fe xvii emission problem Bernitt, S.; Brown, G. V.; Rudolph, J. K. Nature, Vol. 492, Issue 7428 https://doi.org/10.1038/nature11627	journal	December 2012
Nonlinear lattice dynamics as a basis for enhanced superconductivity in YBa2Cu3O6.5 Mankowsky, R.; Subedi, A.; Först, M. Nature, Vol. 516, Issue 7529 https://doi.org/10.1038/nature13875	journal	December 2014
Orbital-specific mapping of the ligand exchange dynamics of Fe(CO)5 in solution Wernet, Ph.; Kunnus, K.; Josefsson, I. Nature, Vol. 520, Issue 7545 https://doi.org/10.1038/nature14296	journal	April 2015
Unconventional superconductivity in magic-angle graphene superlattices Cao, Yuan; Fatemi, Valla; Fang, Shiang Nature, Vol. 556, Issue 7699 https://doi.org/10.1038/nature26160	journal	March 2018
Phase fluctuations and the absence of topological defects in a photo-excited charge-ordered nickelate Lee, W. S.; Chuang, Y. D.; Moore, R. G. Nature Communications, Vol. 3, Issue 1 https://doi.org/10.1038/ncomms1837	journal	January 2012
A time-dependent order parameter for ultrafast photoinduced phase transitions Beaud, P.; Caviezel, A.; Mariager, S. O. Nature Materials, Vol. 13, Issue 10 https://doi.org/10.1038/nmat4046	journal	August 2014
Spatially resolved ultrafast magnetic dynamics initiated at a complex oxide heterointerface Först, M.; Caviglia, A. D.; Scherwitzl, R. Nature Materials, Vol. 14, Issue 9 https://doi.org/10.1038/nmat4341	journal	July 2015
Ultrafast energy- and momentum-resolved dynamics of magnetic correlations in the photo-doped Mott insulator Sr2IrO4 Dean, M. P. M.; Cao, Y.; Liu, X. Nature Materials, Vol. 15, Issue 6 https://doi.org/10.1038/nmat4641	journal	May 2016
Fresh-slice multicolour X-ray free-electron lasers Lutman, Alberto A.; Maxwell, Timothy J.; MacArthur, James P. Nature Photonics, Vol. 10, Issue 11 https://doi.org/10.1038/nphoton.2016.201	journal	October 2016
Fourier-transform inelastic X-ray scattering from time- and momentum-dependent phonon–phonon correlations Trigo, M.; Fuchs, M.; Chen, J. Nature Physics, Vol. 9, Issue 12 https://doi.org/10.1038/nphys2788	journal	October 2013
Tuning Dirac states by strain in the topological insulator Bi2Se3 Liu, Y.; Li, Y. Y.; Rajput, S. Nature Physics, Vol. 10, Issue 4 https://doi.org/10.1038/nphys2898	journal	March 2014
Emergent functions of quantum materials Tokura, Yoshinori; Kawasaki, Masashi; Nagaosa, Naoto Nature Physics, Vol. 13, Issue 11 https://doi.org/10.1038/nphys4274	journal	September 2017
The physics of quantum materials Keimer, B.; Moore, J. E. Nature Physics, Vol. 13, Issue 11 https://doi.org/10.1038/nphys4302	journal	October 2017
Pinch points and Kasteleyn transitions in kagome ice Fennell, T.; Bramwell, S. T.; McMorrow, D. F. Nature Physics, Vol. 3, Issue 8 https://doi.org/10.1038/nphys632	journal	June 2007
Machine-learning-assisted insight into spin ice Dy2Ti2O7 Samarakoon, Anjana M.; Barros, Kipton; Li, Ying Wai Nature Communications, Vol. 11, Issue 1 https://doi.org/10.1038/s41467-020-14660-y	journal	February 2020
Capturing dynamical correlations using implicit neural representations Chitturi, Sathya R.; Ji, Zhurun; Petsch, Alexander N. Nature Communications, Vol. 14, Issue 1 https://doi.org/10.1038/s41467-023-41378-4	journal	September 2023
Non-equilibrium dynamics of spin-lattice coupling Ueda, Hiroki; Mankowsky, Roman; Paris, Eugenio Nature Communications, Vol. 14, Issue 1 https://doi.org/10.1038/s41467-023-43581-9	journal	November 2023
Probing the interplay between lattice dynamics and short-range magnetic correlations in CuGeO3 with femtosecond RIXS Paris, E.; Nicholson, C. W.; Johnston, S. npj Quantum Materials, Vol. 6, Issue 1 https://doi.org/10.1038/s41535-021-00350-5	journal	May 2021
3D Heisenberg universality in the van der Waals antiferromagnet NiPS3 Plumley, Rajan; Mardanya, Sougata; Peng, Cheng npj Quantum Materials, Vol. 9, Issue 1 https://doi.org/10.1038/s41535-024-00696-6	journal	November 2024
Quenched lattice fluctuations in optically driven SrTiO3 Fechner, M.; Först, M.; Orenstein, G. Nature Materials, Vol. 23, Issue 3 https://doi.org/10.1038/s41563-023-01791-y	journal	February 2024
Asymmetric slow dynamics of the skyrmion lattice in MnSi Soda, Minoru; Forgan, Edward M.; Blackburn, Elizabeth Nature Physics, Vol. 19, Issue 10 https://doi.org/10.1038/s41567-023-02120-5	journal	July 2023
Magnetism in two-dimensional van der Waals materials Burch, Kenneth S.; Mandrus, David; Park, Je-Geun Nature, Vol. 563, Issue 7729 https://doi.org/10.1038/s41586-018-0631-z	journal	October 2018
An ultrafast symmetry switch in a Weyl semimetal Sie, Edbert J.; Nyby, Clara M.; Pemmaraju, C. D. Nature, Vol. 565, Issue 7737 https://doi.org/10.1038/s41586-018-0809-4	journal	January 2019
Subterahertz collective dynamics of polar vortices Li, Qian; Stoica, Vladimir A.; Paściak, Marek Nature, Vol. 592, Issue 7854 https://doi.org/10.1038/s41586-021-03342-4	journal	April 2021
Giant modulation of optical nonlinearity by Floquet engineering Shan, Jun-Yi; Ye, M.; Chu, H. Nature, Vol. 600, Issue 7888 https://doi.org/10.1038/s41586-021-04051-8	journal	December 2021
Absolute contrast estimation for soft X-ray photon fluctuation spectroscopy using a variational droplet model Burdet, N. G.; Esposito, V.; Seaberg, M. H. Scientific Reports, Vol. 11, Issue 1 https://doi.org/10.1038/s41598-021-98774-3	journal	September 2021
Tunable x-ray free electron laser multi-pulses with nanosecond separation Decker, Franz-Josef; Bane, Karl L.; Colocho, William Scientific Reports, Vol. 12, Issue 1 https://doi.org/10.1038/s41598-022-06754-y	journal	February 2022
High-resolution neutron spectroscopy using backscattering and neutron spin-echo spectrometers in soft and hard condensed matter Gardner, Jason S.; Ehlers, Georg; Faraone, Antonio Nature Reviews Physics, Vol. 2, Issue 2 https://doi.org/10.1038/s42254-019-0128-1	journal	January 2020
Engineering symmetry breaking in 2D layered materials Du, Luojun; Hasan, Tawfique; Castellanos-Gomez, Andres Nature Reviews Physics, Vol. 3, Issue 3 https://doi.org/10.1038/s42254-020-00276-0	journal	February 2021
Integration of machine learning with neutron scattering for the Hamiltonian tuning of spin ice under pressure Samarakoon, Anjana; Tennant, D. Alan; Ye, Feng Communications Materials, Vol. 3, Issue 1 https://doi.org/10.1038/s43246-022-00306-7	journal	November 2022
Using generative adversarial networks to match experimental and simulated inelastic neutron scattering data Anker, Andy S.; Butler, Keith T.; Le, Manh Duc Digital Discovery, Vol. 2, Issue 3 https://doi.org/10.1039/D2DD00147K	journal	January 2023
Speckle-visibility spectroscopy: A tool to study time-varying dynamics Bandyopadhyay, R.; Gittings, A. S.; Suh, S. S. Review of Scientific Instruments, Vol. 76, Issue 9 https://doi.org/10.1063/1.2037987	journal	September 2005
Magnetic scattering of x rays (invited) Blume, M. Journal of Applied Physics, Vol. 57, Issue 8 https://doi.org/10.1063/1.335023	journal	April 1985
Development of a compact fast CCD camera and resonant soft x-ray scattering endstation for time-resolved pump-probe experiments Doering, D.; Chuang, Y. -D.; Andresen, N. Review of Scientific Instruments, Vol. 82, Issue 7 https://doi.org/10.1063/1.3609862	journal	July 2011
Linac Coherent Light Source soft x-ray materials science instrument optical design and monochromator commissioning Heimann, Philip; Krupin, Oleg; Schlotter, William F. Review of Scientific Instruments, Vol. 82, Issue 9 https://doi.org/10.1063/1.3633947	journal	September 2011
The soft x-ray instrument for materials studies at the linac coherent light source x-ray free-electron laser Schlotter, W. F.; Turner, J. J.; Rowen, M. Review of Scientific Instruments, Vol. 83, Issue 4 https://doi.org/10.1063/1.3698294	journal	April 2012
A setup for resonant inelastic soft x-ray scattering on liquids at free electron laser light sources Kunnus, Kristjan; Rajkovic, Ivan; Schreck, Simon Review of Scientific Instruments, Vol. 83, Issue 12 https://doi.org/10.1063/1.4772685	journal	December 2012
Synthesizing skyrmion bound pairs in Fe-Gd thin films Lee, J. C. T.; Chess, J. J.; Montoya, S. A. Applied Physics Letters, Vol. 109, Issue 2 https://doi.org/10.1063/1.4955462	journal	July 2016
Velocity measurement by coherent x-ray heterodyning Lhermitte, Julien R. M.; Rogers, Michael C.; Manet, Sabine Review of Scientific Instruments, Vol. 88, Issue 1 https://doi.org/10.1063/1.4974099	journal	January 2017
Magnetic skyrmions in atomic thin CrI ₃ monolayer Behera, Aroop K.; Chowdhury, Sugata; Das, Suprem R. Applied Physics Letters, Vol. 114, Issue 23 https://doi.org/10.1063/1.5096782	journal	June 2019
A machine learning photon detection algorithm for coherent x-ray ultrafast fluctuation analysis Chitturi, Sathya R.; Burdet, Nicolas G.; Nashed, Youssef Structural Dynamics, Vol. 9, Issue 5 https://doi.org/10.1063/4.0000161	journal	September 2022
Skyrmion fluctuations at a first-order phase transition boundary Esposito, V.; Zheng, X. Y.; Seaberg, M. H. Applied Physics Letters, Vol. 116, Issue 18 https://doi.org/10.1063/5.0004879	journal	May 2020
Capturing ultrafast magnetization phenomenon using femtosecond x rays Jeppson, Spencer; Kukreja, Roopali APL Materials, Vol. 9, Issue 10 https://doi.org/10.1063/5.0054006	journal	October 2021
Sequential Bayesian experiment design for adaptive Ramsey sequence measurements McMichael, Robert D.; Dushenko, Sergey; Blakley, Sean M. Journal of Applied Physics, Vol. 130, Issue 14 https://doi.org/10.1063/5.0055630	journal	October 2021
The fluctuation–dissipation measurement instrument at the Linac Coherent Light Source Assefa, T. A.; Seaberg, M. H.; Reid, A. H. Review of Scientific Instruments, Vol. 93, Issue 8 https://doi.org/10.1063/5.0091297	journal	August 2022
Competing stripe and magnetic phases in the cuprates from first principles Zhang, Yubo; Lane, Christopher; Furness, James W. Proceedings of the National Academy of Sciences, Vol. 117, Issue 1 https://doi.org/10.1073/pnas.1910411116	journal	December 2019
Laser-induced transient magnons in Sr ₃ Ir ₂ O ₇ throughout the Brillouin zone Mazzone, Daniel G.; Meyers, Derek; Cao, Yue Proceedings of the National Academy of Sciences, Vol. 118, Issue 22 https://doi.org/10.1073/pnas.2103696118	journal	May 2021
Ultrafast X-ray Experiments Using Terahertz Excitation Hoffmann, Matthias C.; Turner, Joshua J. Synchrotron Radiation News, Vol. 25, Issue 2 https://doi.org/10.1080/08940886.2012.663318	journal	March 2012
Magnetic skyrmions: from fundamental to applications Finocchio, Giovanni; Büttner, Felix; Tomasello, Riccardo Journal of Physics D: Applied Physics, Vol. 49, Issue 42 https://doi.org/10.1088/0022-3727/49/42/423001	journal	September 2016
Magnetic diffuse scattering and the triple-Q structure in FCC γ-MnNi Long, M. W.; Moze, O. Journal of Physics: Condensed Matter, Vol. 2, Issue 27 https://doi.org/10.1088/0953-8984/2/27/008	journal	July 1990
Stable and fast semi-implicit integration of the stochastic Landau–Lifshitz equation Mentink, J. H.; Tretyakov, M. V.; Fasolino, A. Journal of Physics: Condensed Matter, Vol. 22, Issue 17 https://doi.org/10.1088/0953-8984/22/17/176001	journal	April 2010
Ultrafast magnetodynamics with free-electron lasers Malvestuto, Marco; Ciprian, Roberta; Caretta, Antonio Journal of Physics: Condensed Matter, Vol. 30, Issue 5 https://doi.org/10.1088/1361-648X/aaa211	journal	January 2018
Interpretable, calibrated neural networks for analysis and understanding of inelastic neutron scattering data Butler, Keith T.; Le, Manh Duc; Thiyagalingam, Jeyan Journal of Physics: Condensed Matter, Vol. 33, Issue 19 https://doi.org/10.1088/1361-648X/abea1c	journal	April 2021
New insights into correlated materials in the time domain—combining far-infrared excitation with x-ray probes at cryogenic temperatures Mankowsky, Roman; Sander, Mathias; Zerdane, Serhane Journal of Physics: Condensed Matter, Vol. 33, Issue 37 https://doi.org/10.1088/1361-648X/ac08b5	journal	July 2021
Matrix product operator representations Pirvu, B.; Murg, V.; Cirac, J. I. New Journal of Physics, Vol. 12, Issue 2 https://doi.org/10.1088/1367-2630/12/2/025012	journal	February 2010
Robust online Hamiltonian learning Granade, Christopher E.; Ferrie, Christopher; Wiebe, Nathan New Journal of Physics, Vol. 14, Issue 10 https://doi.org/10.1088/1367-2630/14/10/103013	journal	October 2012
From density-matrix renormalization group to matrix product states McCulloch, Ian P. Journal of Statistical Mechanics: Theory and Experiment, Vol. 2007, Issue 10 https://doi.org/10.1088/1742-5468/2007/10/P10014	journal	October 2007
The 2021 quantum materials roadmap Giustino, Feliciano; Lee, Jin Hong; Trier, Felix Journal of Physics: Materials, Vol. 3, Issue 4 https://doi.org/10.1088/2515-7639/abb74e	journal	October 2020
Machine learning for neutron scattering at ORNL ^* Doucet, Mathieu; Samarakoon, Anjana M.; Do, Changwoo Machine Learning: Science and Technology, Vol. 2, Issue 2 https://doi.org/10.1088/2632-2153/abcf88	journal	January 2021
Bayesian experimental design and parameter estimation for ultrafast spin dynamics Chen, Zhantao; Peng, Cheng; Petsch, Alexander N. Machine Learning: Science and Technology, Vol. 4, Issue 4 https://doi.org/10.1088/2632-2153/ad113a	journal	December 2023
Anisotropic Superexchange Interaction and Weak Ferromagnetism Moriya, Tôru Physical Review, Vol. 120, Issue 1 https://doi.org/10.1103/PhysRev.120.91	journal	October 1960
Inhomogeneous Electron Gas Hohenberg, P.; Kohn, W. Physical Review, Vol. 136, Issue 3B, p. B864-B871 https://doi.org/10.1103/PhysRev.136.B864	journal	November 1964
Self-Consistent Equations Including Exchange and Correlation Effects Kohn, W.; Sham, L. J. Physical Review, Vol. 140, Issue 4A, p. A1133-A1138 https://doi.org/10.1103/PhysRev.140.A1133	journal	November 1965
The Inelastic Scattering of Neutrons Hauser, Walter; Feshbach, Herman Physical Review, Vol. 87, Issue 2 https://doi.org/10.1103/PhysRev.87.366	journal	July 1952
Sequential Bayesian Experiment Design for Optically Detected Magnetic Resonance of Nitrogen-Vacancy Centers Dushenko, Sergey; Ambal, Kapildeb; McMichael, Robert D. Physical Review Applied, Vol. 14, Issue 5 https://doi.org/10.1103/PhysRevApplied.14.054036	journal	November 2020
Robust Spin Relaxometry with Fast Adaptive Bayesian Estimation Caouette-Mansour, Michael; Solyom, Adrian; Ruffolo, Brandon Physical Review Applied, Vol. 17, Issue 6 https://doi.org/10.1103/PhysRevApplied.17.064031	journal	June 2022
Simplified Algorithms for Adaptive Experiment Design in Parameter Estimation McMichael, Robert D.; Blakley, Sean M. Physical Review Applied, Vol. 18, Issue 5 https://doi.org/10.1103/PhysRevApplied.18.054001	journal	November 2022
Imprinting a Focused X-Ray Laser Beam to Measure Its Full Spatial Characteristics Chalupský, J.; Boháček, P.; Burian, T. Physical Review Applied, Vol. 4, Issue 1 https://doi.org/10.1103/PhysRevApplied.4.014004	journal	July 2015
Two-dimensional frustrated J 1 − J 2 model studied with neural network quantum states Choo, Kenny; Neupert, Titus; Carleo, Giuseppe Physical Review B, Vol. 100, Issue 12 https://doi.org/10.1103/PhysRevB.100.125124	journal	September 2019
Decoupling spin-orbital correlations in a layered manganite amidst ultrafast hybridized charge-transfer band excitation Shen, L.; Mack, S. A.; Dakovski, G. Physical Review B, Vol. 101, Issue 20 https://doi.org/10.1103/PhysRevB.101.201103	journal	May 2020
Resonant x-ray scattering study of diffuse magnetic scattering from the topological semimetals EuCd 2 As 2 and EuCd 2 Sb 2 Soh, J. -R.; Schierle, E.; Yan, D. Y. Physical Review B, Vol. 102, Issue 1 https://doi.org/10.1103/PhysRevB.102.014408	journal	July 2020
Magnetic microphase inhomogeneity as a thermodynamic precursor of ground-state phase separation in weakly coupled spin- 32 chains Shen, L.; Campillo, E.; Young, E. Physical Review B, Vol. 103, Issue 13 https://doi.org/10.1103/PhysRevB.103.134420	journal	April 2021
Photon correlation spectroscopy with heterodyne mixing based on soft x-ray magnetic circular dichroism Klose, Christopher; Büttner, Felix; Hu, Wen Physical Review B, Vol. 105, Issue 21 https://doi.org/10.1103/PhysRevB.105.214425	journal	June 2022
Interplay between relaxational atomic fluctuations and charge density waves in La2−xSrxCuO4 Shen, L.; Esposito, V.; Burdet, N. G. Physical Review B, Vol. 108, Issue 20 https://doi.org/10.1103/PhysRevB.108.L201111	journal	November 2023
Sign problem in the numerical simulation of many-electron systems Loh, E. Y.; Gubernatis, J. E.; Scalettar, R. T. Physical Review B, Vol. 41, Issue 13 https://doi.org/10.1103/PhysRevB.41.9301	journal	May 1990
Magnetism in the layered transition-metal thiophosphates M PS 3 ( M =Mn, Fe, and Ni) Joy, P. A.; Vasudevan, S. Physical Review B, Vol. 46, Issue 9 https://doi.org/10.1103/PhysRevB.46.5425	journal	September 1992
Dynamical correlation functions using the density matrix renormalization group Kühner, Till D.; White, Steven R. Physical Review B, Vol. 60, Issue 1 https://doi.org/10.1103/PhysRevB.60.335	journal	July 1999
Charge-orbital ordering and ferromagnetic chains in single-layered manganite crystals Kimura, T.; Hatsuda, K.; Ueno, Y. Physical Review B, Vol. 65, Issue 2 https://doi.org/10.1103/PhysRevB.65.020407	journal	December 2001
Density matrix renormalization group algorithms with a single center site White, Steven R. Physical Review B, Vol. 72, Issue 18 https://doi.org/10.1103/PhysRevB.72.180403	journal	November 2005
Absence of a low-temperature anomaly in the Debye-Waller factor of solidHe4down to140mK Blackburn, E.; Goodkind, J. M.; Sinha, S. K. Physical Review B, Vol. 76, Issue 2 https://doi.org/10.1103/PhysRevB.76.024523	journal	July 2007
Photovoltaic Hall effect in graphene Oka, Takashi; Aoki, Hideo Physical Review B, Vol. 79, Issue 8 https://doi.org/10.1103/PhysRevB.79.081406	journal	February 2009
Optical investigation of the collective dynamics of charge-orbital density waves in layered manganites Fujioka, J.; Ida, Y.; Takahashi, Y. Physical Review B, Vol. 82, Issue 14 https://doi.org/10.1103/PhysRevB.82.140409	journal	October 2010
Driving magnetic order in a manganite by ultrafast lattice excitation Först, M.; Tobey, R. I.; Wall, S. Physical Review B, Vol. 84, Issue 24 https://doi.org/10.1103/PhysRevB.84.241104	journal	December 2011
Real-space parallel density matrix renormalization group Stoudenmire, E. M.; White, Steven R. Physical Review B, Vol. 87, Issue 15 https://doi.org/10.1103/PhysRevB.87.155137	journal	April 2013
Direct evidence for a gapless Z 2 spin liquid by frustrating Néel antiferromagnetism Hu, Wen-Jun; Becca, Federico; Parola, Alberto Physical Review B, Vol. 88, Issue 6 https://doi.org/10.1103/PhysRevB.88.060402	journal	August 2013
Photoinduced melting of magnetic order in the correlated electron insulator NdNiO 3 Caviglia, A. D.; Först, M.; Scherwitzl, R. Physical Review B, Vol. 88, Issue 22 https://doi.org/10.1103/PhysRevB.88.220401	journal	December 2013
Femtosecond x rays link melting of charge-density wave correlations and light-enhanced coherent transport in YB a 2 C u 3 O 6.6 Först, M.; Frano, A.; Kaiser, S. Physical Review B, Vol. 90, Issue 18 https://doi.org/10.1103/PhysRevB.90.184514	journal	November 2014
Enhanced coherent oscillations in the superconducting state of underdoped YB a 2 C u 3 O 6 + x induced via ultrafast terahertz excitation Dakovski, Georgi L.; Lee, Wei-Sheng; Hawthorn, David G. Physical Review B, Vol. 91, Issue 22 https://doi.org/10.1103/PhysRevB.91.220506	journal	June 2015
Calculation of exchange constants of the Heisenberg model in plane-wave-based methods using the Green's function approach Korotin, Dm. M.; Mazurenko, V. V.; Anisimov, V. I. Physical Review B, Vol. 91, Issue 22 https://doi.org/10.1103/PhysRevB.91.224405	journal	June 2015
Magnetic structure of the quasi-two-dimensional antiferromagnet NiPS 3 Wildes, A. R.; Simonet, V.; Ressouche, E. Physical Review B, Vol. 92, Issue 22 https://doi.org/10.1103/PhysRevB.92.224408	journal	December 2015
Tailoring magnetic energies to form dipole skyrmions and skyrmion lattices Montoya, S. A.; Couture, S.; Chess, J. J. Physical Review B, Vol. 95, Issue 2 https://doi.org/10.1103/PhysRevB.95.024415	journal	January 2017
Resonant properties of dipole skyrmions in amorphous Fe/Gd multilayers Montoya, S. A.; Couture, S.; Chess, J. J. Physical Review B, Vol. 95, Issue 22 https://doi.org/10.1103/PhysRevB.95.224405	journal	June 2017
Spirit : Multifunctional framework for atomistic spin simulations Müller, Gideon P.; Hoffmann, Markus; Dißelkamp, Constantin Physical Review B, Vol. 99, Issue 22 https://doi.org/10.1103/PhysRevB.99.224414	journal	June 2019
Slow Magnetic Order-Order Transition in the Spin Chain Antiferromagnet Ca 3 Co 2 O 6 Agrestini, S.; Fleck, C. L.; Chapon, L. C. Physical Review Letters, Vol. 106, Issue 19 https://doi.org/10.1103/PhysRevLett.106.197204	journal	May 2011
Multigrid Algorithms for Tensor Network States Dolfi, Michele; Bauer, Bela; Troyer, Matthias Physical Review Letters, Vol. 109, Issue 2 https://doi.org/10.1103/PhysRevLett.109.020604	journal	July 2012
High Contrast X-ray Speckle from Atomic-Scale Order in Liquids and Glasses Hruszkewycz, S. O.; Sutton, M.; Fuoss, P. H. Physical Review Letters, Vol. 109, Issue 18 https://doi.org/10.1103/PhysRevLett.109.185502	journal	November 2012
Real-Time Manifestation of Strongly Coupled Spin and Charge Order Parameters in Stripe-Ordered La 1.75 Sr 0.25 NiO 4 Nickelate Crystals Using Time-Resolved Resonant X-Ray Diffraction Chuang, Y. D.; Lee, W. S.; Kung, Y. F. Physical Review Letters, Vol. 110, Issue 12 https://doi.org/10.1103/PhysRevLett.110.127404	journal	March 2013
Strongly Constrained and Appropriately Normed Semilocal Density Functional Sun, Jianwei; Ruzsinszky, Adrienn; Perdew, John P. Physical Review Letters, Vol. 115, Issue 3 https://doi.org/10.1103/PhysRevLett.115.036402	journal	July 2015
Nanosecond X-Ray Photon Correlation Spectroscopy on Magnetic Skyrmions Seaberg, M. H.; Holladay, B.; Lee, J. C. T. Physical Review Letters, Vol. 119, Issue 6 https://doi.org/10.1103/PhysRevLett.119.067403	journal	August 2017
Dynamical Heterogeneity near Glass Transition Temperature under Shear Conditions Hoshino, Taiki; Fujinami, So; Nakatani, Tomotaka Physical Review Letters, Vol. 124, Issue 11 https://doi.org/10.1103/PhysRevLett.124.118004	journal	March 2020
Field-Tunable Berezinskii-Kosterlitz-Thouless Correlations in a Heisenberg Magnet Opherden, D.; Tepaske, M. S. J.; Bärtl, F. Physical Review Letters, Vol. 130, Issue 8 https://doi.org/10.1103/PhysRevLett.130.086704	journal	February 2023
Density matrix formulation for quantum renormalization groups White, Steven R. Physical Review Letters, Vol. 69, Issue 19 https://doi.org/10.1103/PhysRevLett.69.2863	journal	November 1992
Ultrafast Spin Dynamics in Ferromagnetic Nickel Beaurepaire, E.; Merle, J. -C.; Daunois, A. Physical Review Letters, Vol. 76, Issue 22 https://doi.org/10.1103/PhysRevLett.76.4250	journal	May 1996
Chiral Symmetry Breaking in Magnetic Thin Films and Multilayers Bogdanov, A. N.; Rößler, U. K. Physical Review Letters, Vol. 87, Issue 3 https://doi.org/10.1103/PhysRevLett.87.037203	journal	June 2001
Time-Dependent Density-Matrix Renormalization Group: A Systematic Method for the Study of Quantum Many-Body Out-of-Equilibrium Systems Cazalilla, M. A.; Marston, J. B. Physical Review Letters, Vol. 88, Issue 25 https://doi.org/10.1103/PhysRevLett.88.256403	journal	June 2002
Computational Complexity and Fundamental Limitations to Fermionic Quantum Monte Carlo Simulations Troyer, Matthias; Wiese, Uwe-Jens Physical Review Letters, Vol. 94, Issue 17 https://doi.org/10.1103/PhysRevLett.94.170201	journal	May 2005
Orbital dynamics during an ultrafast insulator to metal transition Parchenko, Sergii; Paris, Eugenio; McNally, Daniel Physical Review Research, Vol. 2, Issue 2 https://doi.org/10.1103/PhysRevResearch.2.023110	journal	April 2020
Spontaneous fluctuations in a magnetic Fe/Gd skyrmion lattice Seaberg, M. H.; Holladay, B.; Montoya, S. A. Physical Review Research, Vol. 3, Issue 3 https://doi.org/10.1103/PhysRevResearch.3.033249	journal	September 2021
Extraction of interaction parameters for α−RuCl3 from neutron data using machine learning Samarakoon, Anjana M.; Laurell, Pontus; Balz, Christian Physical Review Research, Vol. 4, Issue 2 https://doi.org/10.1103/PhysRevResearch.4.L022061	journal	June 2022
High-energy spin waves in the spin-1 square-lattice antiferromagnet La2NiO4 Petsch, A. N.; Headings, N. S.; Prabhakaran, D. Physical Review Research, Vol. 5, Issue 3 https://doi.org/10.1103/PhysRevResearch.5.033113	journal	August 2023
Spin glasses: Experimental facts, theoretical concepts, and open questions Binder, K.; Young, A. P. Reviews of Modern Physics, Vol. 58, Issue 4 https://doi.org/10.1103/RevModPhys.58.801	journal	October 1986
Spintronics: Fundamentals and applications Žutić, Igor; Fabian, Jaroslav; Das Sarma, S. Reviews of Modern Physics, Vol. 76, Issue 2 https://doi.org/10.1103/RevModPhys.76.323	journal	April 2004
Ultrafast optical manipulation of magnetic order Kirilyuk, Andrei; Kimel, Alexey V.; Rasing, Theo Reviews of Modern Physics, Vol. 82, Issue 3 https://doi.org/10.1103/RevModPhys.82.2731	journal	September 2010
Magnetic pyrochlore oxides Gardner, Jason S.; Gingras, Michel J. P.; Greedan, John E. Reviews of Modern Physics, Vol. 82, Issue 1 https://doi.org/10.1103/RevModPhys.82.53	journal	January 2010
Resonant inelastic x-ray scattering studies of elementary excitations Ament, Luuk J. P.; van Veenendaal, Michel; Devereaux, Thomas P. Reviews of Modern Physics, Vol. 83, Issue 2 https://doi.org/10.1103/RevModPhys.83.705	journal	June 2011
Maximally localized Wannier functions: Theory and applications Marzari, Nicola; Mostofi, Arash A.; Yates, Jonathan R. Reviews of Modern Physics, Vol. 84, Issue 4 https://doi.org/10.1103/RevModPhys.84.1419	journal	October 2012
Linac Coherent Light Source: The first five years Bostedt, Christoph; Boutet, Sébastien; Fritz, David M. Reviews of Modern Physics, Vol. 88, Issue 1 https://doi.org/10.1103/RevModPhys.88.015007	journal	March 2016
Magnetic small-angle neutron scattering Mühlbauer, Sebastian; Honecker, Dirk; Périgo, Élio A. Reviews of Modern Physics, Vol. 91, Issue 1 https://doi.org/10.1103/RevModPhys.91.015004	journal	March 2019
Homodyne and heterodyne X-ray photon correlation spectroscopy: latex particles and elastomers Livet, F.; Bley, F.; Ehrburger-Dolle, F. Journal of Applied Crystallography, Vol. 40, Issue s1 https://doi.org/10.1107/S0021889807003561	journal	February 2007
Disordered materials studied using neutron polarization analysis on the multi-detector spectrometer, D7 Stewart, J. R.; Deen, P. P.; Andersen, K. H. Journal of Applied Crystallography, Vol. 42, Issue 1 https://doi.org/10.1107/S0021889808039162	journal	December 2008
X-ray Resonant Exchange Scattering: Polariztaion Dependence and Correlation Function Hill, J. P.; McMorrow, D. F. Acta Crystallographica Section A Foundations of Crystallography, Vol. 52, Issue 2 https://doi.org/10.1107/S0108767395012670	journal	March 1996
X-ray speckle visibility spectroscopy in the single-photon limit DeCaro, Curt; Karunaratne, Vidanage Nuwan; Bera, Sambhunath Journal of Synchrotron Radiation, Vol. 20, Issue 2 https://doi.org/10.1107/S0909049512051825	journal	February 2013
The Soft X-ray Research instrument at the Linac Coherent Light Source Dakovski, Georgi L.; Heimann, Philip; Holmes, Michael Journal of Synchrotron Radiation, Vol. 22, Issue 3 https://doi.org/10.1107/S160057751500301X	journal	April 2015
The Linac Coherent Light Source White, William E.; Robert, Aymeric; Dunne, Mike Journal of Synchrotron Radiation, Vol. 22, Issue 3 https://doi.org/10.1107/S1600577515005196	journal	April 2015
Combining THz laser excitation with resonant soft X-ray scattering at the Linac Coherent Light Source Turner, Joshua J.; Dakovski, Georgi L.; Hoffmann, Matthias C. Journal of Synchrotron Radiation, Vol. 22, Issue 3 https://doi.org/10.1107/S1600577515005998	journal	April 2015
Pulse energy measurement at the SXR instrument Moeller, Stefan; Brown, Garth; Dakovski, Georgi Journal of Synchrotron Radiation, Vol. 22, Issue 3 https://doi.org/10.1107/S1600577515006098	journal	April 2015
Optical laser systems at the Linac Coherent Light Source Minitti, Michael P.; Robinson, Joseph S.; Coffee, Ryan N. Journal of Synchrotron Radiation, Vol. 22, Issue 3 https://doi.org/10.1107/S1600577515006244	journal	April 2015
Pulse intensity characterization of the LCLS nanosecond double-bunch mode of operation Sun, Yanwen; Decker, Franz-Josef; Turner, James Journal of Synchrotron Radiation, Vol. 25, Issue 3 https://doi.org/10.1107/S160057751800348X	journal	March 2018
Accurate contrast determination for X-ray speckle visibility spectroscopy Sun, Yanwen; Montana-Lopez, Jordi; Fuoss, Paul Journal of Synchrotron Radiation, Vol. 27, Issue 4 https://doi.org/10.1107/S1600577520006773	journal	June 2020
Critical behavior within 20 fs drives the out-of-equilibrium laser-induced magnetic phase transition in nickel Tengdin, Phoebe; You, Wenjing; Chen, Cong Science Advances, Vol. 4, Issue 3 https://doi.org/10.1126/sciadv.aap9744	journal	March 2018
Skyrmion Lattice in a Chiral Magnet Muhlbauer, S.; Binz, B.; Jonietz, F. Science, Vol. 323, Issue 5916 https://doi.org/10.1126/science.1166767	journal	February 2009
High-Resolution Protein Structure Determination by Serial Femtosecond Crystallography Boutet, S.; Lomb, L.; Williams, G. J. Science, Vol. 337, Issue 6092 https://doi.org/10.1126/science.1217737	journal	May 2012
Large-Amplitude Spin Dynamics Driven by a THz Pulse in Resonance with an Electromagnon Kubacka, T.; Johnson, J. A.; Hoffmann, M. C. Science, Vol. 343, Issue 6177 https://doi.org/10.1126/science.1242862	journal	March 2014
Shapes and vorticities of superfluid helium nanodroplets Gomez, L. F.; Ferguson, K. R.; Cryan, J. P. Science, Vol. 345, Issue 6199 https://doi.org/10.1126/science.1252395	journal	August 2014
Quantum spin Hall effect in two-dimensional transition metal dichalcogenides Qian, X.; Liu, J.; Fu, L. Science, Vol. 346, Issue 6215 https://doi.org/10.1126/science.1256815	journal	November 2014
Two-dimensional magnetic crystals and emergent heterostructure devices Gong, Cheng; Zhang, Xiang Science, Vol. 363, Issue 6428 https://doi.org/10.1126/science.aav4450	journal	February 2019
Enhanced charge density wave coherence in a light-quenched, high-temperature superconductor Wandel, S.; Boschini, F.; da Silva Neto, E. H. Science, Vol. 376, Issue 6595 https://doi.org/10.1126/science.abd7213	journal	May 2022
Topological magnon band structure of emergent Landau levels in a skyrmion lattice Weber, T.; Fobes, D. M.; Waizner, J. Science, Vol. 375, Issue 6584 https://doi.org/10.1126/science.abe4441	journal	March 2022
The spin-1/2 J1–J2 Heisenberg antiferromagnet on the square lattice: Exact diagonalization for N=40 spins Richter, J.; Schulenburg, J. The European Physical Journal B, Vol. 73, Issue 1 https://doi.org/10.1140/epjb/e2009-00400-4	journal	November 2009
Generation of terahertz pulses through optical rectification in organic DAST crystals: theory and experiment Schneider, Arno; Neis, Max; Stillhart, Marcel Journal of the Optical Society of America B, Vol. 23, Issue 9 https://doi.org/10.1364/JOSAB.23.001822	journal	January 2006
Measuring temporal speckle correlations at ultrafast x-ray sources Gutt, C.; Stadler, L. -M.; Duri, A. Optics Express, Vol. 17, Issue 1 https://doi.org/10.1364/OE.17.000055	journal	December 2008
Time-resolved pump-probe experiments at the LCLS Glownia, James M.; Cryan, J.; Andreasson, J. Optics Express, Vol. 18, Issue 17 https://doi.org/10.1364/OE.18.017620	journal	January 2010
Absolute pulse energy measurements of soft x-rays at the Linac Coherent Light Source Tiedtke, K.; Sorokin, A. A.; Jastrow, U. Optics Express, Vol. 22, Issue 18 https://doi.org/10.1364/OE.22.021214	journal	January 2014
High efficiency THz generation in DSTMS, DAST and OH1 pumped by Cr:forsterite laser Vicario, C.; Jazbinsek, M.; Ovchinnikov, A. V. Optics Express, Vol. 23, Issue 4 https://doi.org/10.1364/OE.23.004573	journal	January 2015
Compact hard x-ray split-delay system based on variable-gap channel-cut crystals Sun, Yanwen; Wang, Nan; Song, Sanghoon Optics Letters, Vol. 44, Issue 10 https://doi.org/10.1364/OL.44.002582	journal	January 2019
A snapshot review—Fluctuations in quantum materials: from skyrmions to superconductivity Shen, L.; Seaberg, M.; Blackburn, E. MRS Advances, Vol. 6, Issue 8 https://doi.org/10.1557/s43580-021-00051-y	journal	April 2021
Photon Beam Transport and Scientific Instruments at the European XFEL Tschentscher, Thomas; Bressler, Christian; Grünert, Jan Applied Sciences, Vol. 7, Issue 6 https://doi.org/10.3390/app7060592	journal	June 2017
The Linac Coherent Light Source: Recent Developments and Future Plans Schoenlein, R. W.; Boutet, S.; Minitti, M. P. Applied Sciences, Vol. 7, Issue 8, 850 https://doi.org/10.3390/app7080850	journal	August 2017

Similar Records

Bayesian experimental design and parameter estimation for ultrafast spin dynamics

Journal Article · 2023 · Machine Learning: Science and Technology · OSTI ID:2242573

Chen, Zhantao; Peng, Cheng; Petsch, Alexander N.; +5 more

The fluctuation–dissipation measurement instrument at the Linac Coherent Light Source

Journal Article · 2022 · Review of Scientific Instruments · OSTI ID:1884873

Assefa, T. A.; Seaberg, M. H.; Reid, A. H.; +20 more

Brighter, faster, stronger: ultrafast scattering of free molecules

Journal Article · 2022 · Advances in Physics: X · OSTI ID:1889206

Odate, Asami; Kirrander, Adam; Weber, Peter M.; +1 more

Related Subjects

75 CONDENSED MATTER PHYSICS
SUPERCONDUCTIVITY AND SUPERFLUIDITY
DMRG
Magnetism
THz
X-FEL
X-ray
XFEL
XPFS
free-electron laser
instrumentation
machine learning
machine-learning
magnetism
ultra-fast
ultrafast
x-ray free electron lasers
x-rays

Title: On ultrafast x-ray scattering methods for magnetism

Citation Formats

References (163)

Similar Records

Related Subjects