Fast Inversion of Solar Ca II Spectra in Non-Local Thermodynamic Equilibrium
arXiv:1904.11843 · doi:10.3847/1538-4357/ab1d4c
Abstract
Present day solar imaging spectrometers typically yield a few hundred million spectra in one hour of observing time. This number will increase by an order of magnitude for future instruments with larger 4k x 4k sensors as planned to be used for the upcoming DKIST solar telescope. A fast quantitative analysis of such huge data volumes can be done by comparing the observations to an archive of pre-calculated synthetic spectra to infer the thermodynamic properties of the atmosphere. To analyze intensity spectra of the Ca II IR line at 854 nm in the solar atmosphere, we generated an archive with 2,000,000 spectra under the assumption of non-local thermodynamic equilibrium (NLTE) with the NICOLE code (Socas-Navarro et al, 2015). We tested its performance by inverting 60 spectral scans of Ca II IR at 854 nm in the magnetically quiet Sun with 700,000 profiles each. Based on the inversion results obtained using the full archive, we construct a smaller archive by keeping only the about 70,000 archive profiles that were actually used. We can reproduce the observed intensity spectra to within a few percent using either the full or the small archive. For spectra with 30 wavelength points, this NLTE inversion approach takes 0.02 (0.35) s per profile to obtain a temperature stratification when using the small (full) archive, i.e., it can invert a single spectral scan in about 4 (68) hrs. The code is able to simultaneously deal with an arbitrary number of spectral lines. This makes it a promising tool for deriving thermodynamic properties of the solar atmosphere from current or future solar high-resolution observations of photospheric and chromospheric lines.
arXiv comment14 pages, 13 Figures, accepted for publication in ApJ
References in corpus (31)
- The Interface Region Imaging Spectrograph (IRIS)
- The Solar Optical Telescope for the Hinode Mission: An Overview
- CRISP Spectropolarimetric Imaging of Penumbral Fine Structure
- VFISV: Very Fast Inversion of the Stokes Vector for the Helioseismic and Magnetic Imager
- An Open Source, Massively Parallel Code for Non-LTE Synthesis and Inversion of Spectral Lines and Zeeman-induced Stokes Profiles
- Inversion of the radiative transfer equation for polarized light
- Spatially coupled inversion of spectro-polarimetric image data I: Method and first results
- ROSA: a high cadence, synchronized multi-camera solar imaging system
- Alfvén Wave Dissipation in the Solar Chromosphere
- Three-dimensional non-LTE radiative transfer computation of the Ca 8542 infrared line from a radiation-MHD simulation
- SPINOR: Visible and Infrared Spectro-Polarimetry at the National Solar Observatory
- Multi-layer study of wave propagation in sunspots
- Three-dimensional modeling of the Ca II H&K lines in the solar atmosphere
- The signature of chromospheric heating in Ca II H spectra
- The GREGOR Fabry-Pérot Interferometer
- Stray-light contamination and spatial deconvolution of slit-spectrograph observations
- High-resolution, high-sensitivity, ground-based solar spectropolarimetry with a new fast imaging polarimeter
- Temporal evolution of the Evershed flow in sunspots. I. Observational characterization of Evershed clouds
- Reversal-free CaIIH profiles: a challenge for solar chromosphere modeling in quiet inter-network
- Strategies for Spectral Profile Inversion using Artificial Neural Networks
- Zeeman-Tomography of the Solar Photosphere -- 3-Dimensional Surface Structures Retrieved from Hinode Observations
- A new MHD-assisted Stokes inversion technique
- The energy of waves in the photosphere and lower chromosphere: IV. Inversion results of Ca II H spectra
- The energy of waves in the photosphere and lower chromosphere: III. Inversion setup for Ca II H spectra in local thermal equilibrium
- Fast inversion of solar Ca II spectra
- RADYNVERSION: Learning to Invert a Solar Flare Atmosphere with Invertible Neural Networks
- The potential of many-line inversions of photospheric spectropolarimetric data in the visible and near UV
- A three-dimensional view of the thermal structure in a super-penumbral canopy
- Magnetic Properties and Flow Angle of the Inverse Evershed Flow at Its Downflow Points
- Improved search of PCA databases for spectro-polarimetric inversion
- High-resolution Observations of Halpha Spectra with a Subtractive Double Pass
Cited by in corpus (6)
- Heating of the solar chromosphere in a sunspot light bridge by electric currents
- 2D non-LTE modelling of a filament observed in the H_alpha line with the DST/IBIS spectropolarimeter
- The formation of an atypical sunspot light bridge as a result of large-scale flux emergence
- Temporal Evolution of the Inverse Evershed Flow
- SunnyNet: A neural network approach to 3D non-LTE radiative transfer
- Ambipolar Diffusion in the Lower Solar Atmosphere: MHD Simulations of a Sunspot