ArticleScientific reports2016
Continuous Compressed Sensing for Surface Dynamical Processes with Helium Atom Scattering.
Article in Scientific reports, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
What it found
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Who cites it
6 citing papers in PubMed.
- Helium spin-echo as a surface-sensitive probe of vibrational energy dissipation.Faraday discussions · 2026Article
- Understanding water behaviour on 2D material interfaces through single-molecule motion on h-BN and graphene.Nature communications · 2025Article
- Nanoscale motion of organic π-conjugated molecules: exploring van der Waals forces, friction, and quantum effects.Nanoscale horizons · 2025Review
- Water adsorption and dynamics on graphene and other 2D materials: Computational and experimental advances.Advances in physics: X · 2022Article
- The difficulty of computing stable and accurate neural networks: On the barriers of deep learning and Smale's 18th problem.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Motion of water monomers reveals a kinetic barrier to ice nucleation on graphene.Nature communications · 2021Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Compressed Sensing (CS) techniques are used to measure and reconstruct surface dynamical processes with a helium spin-echo spectrometer for the first time. Helium atom scattering is a well established method for examining the surface structure and dynamics of materials at atomic sized resolution and the spin-echo technique opens up the possibility of compressing the data acquisition process. CS methods demonstrating the compressibility of spin-echo spectra are presented for several measurements. Recent developments on structured multilevel sampling that are empirically and theoretically shown to substantially improve upon the state of the art CS techniques are implemented. In addition, wavelet based CS approximations, founded on a new continuous CS approach, are used to construct continuous spectra. In order to measure both surface diffusion and surface phonons, which appear usually on different energy scales, standard CS techniques are not sufficient. However, the new continuous CS wavelet approach allows simultaneous analysis of surface phonons and molecular diffusion while reducing acquisition times substantially. The developed methodology is not exclusive to Helium atom scattering and can also be applied to other scattering frameworks such as neutron spin-echo and Raman spectroscopy.
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Registered trials
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