Inversion of the radiative transfer equation for polarized light
arXiv:1610.10039 · doi:10.1007/s41116-016-0005-2
Abstract
Since the early 1970s, inversion techniques have become the most useful tool for inferring the magnetic, dynamic, and thermodynamic properties of the solar atmosphere. The intrinsic model dependence makes it necessary to formulate specific means that include the physics in a properly quantitative way. The core of this physics lies in the radiative transfer equation (RTE), where the properties of the atmosphere are assumed to be known while the unknowns are the four Stokes profiles. The solution of the (differential) RTE is known as the direct or forward problem. From an observational point of view, the problem is rather the opposite: the data are made up of the observed Stokes profiles and the unknowns are the solar physical quantities. Inverting the RTE is therefore mandatory. Indeed, the formal solution of this equation can be considered an integral equation. The solution of such an integral equation is called the inverse problem. Inversion techniques are automated codes aimed at solving the inverse problem. The foundations of inversion techniques are critically revisited with an emphasis on making explicit the many assumptions underlying each of them. An incremental complexity procedure is advised for the implementation in practice. Coarse details of the profiles or coarsely sam- pled profiles should be reproduced first with simple model atmospheres (with, for example, a few physical quantities that are constant with optical depth). If the Stokes profiles are well sampled and differences between synthetic and observed ones are greater than the noise, then the inversion should proceed by using more complex models (that is, models where physical quantities vary with depth or, eventually, with more than one component). Significant im- provements are expected as well from the use of new inversion techniques that take the spatial degradation by the instruments into account.
arXiv commentInvited review accepted for publication in Living Reviews in Solar Physics. 84 pages, 30 figures
References in corpus (50)
- VFISV: Very Fast Inversion of the Stokes Vector for the Helioseismic and Magnetic Imager
- The Imaging Magnetograph eXperiment (IMaX) for the Sunrise balloon-borne solar observatory
- The Sunrise Mission
- Quiet Sun internetwork magnetic fields from the inversion of Hinode measurements
- An Open Source, Massively Parallel Code for Non-LTE Synthesis and Inversion of Spectral Lines and Zeeman-induced Stokes Profiles
- Advanced Forward Modeling and Inversion of Stokes Profiles Resulting from the Joint Action of the Hanle and Zeeman Effects
- Numerical sunspot models: Robustness of photospheric velocity and magnetic field structure
- Spatially coupled inversion of spectro-polarimetric image data I: Method and first results
- Fully resolved quiet-Sun magnetic flux tube observed with the Sunrise IMaX instrument
- Physical Properties of a Sunspot Chromosphere with Umbral Flashes
- Peripheral downflows in sunspot penumbrae
- Non-local thermodynamic equilibrium inversions from a 3D MHD chromospheric model
- On the validity of the 630 nm Fe I nm lines for the magnetometry of the internetwork quiet Sun
- The Hanle and Zeeman Effects in Solar Spicules: A Novel Diagnostic Window on Chromospheric Magnetism
- Returning magnetic flux in sunspot penumbrae
- The usefulness of analytic response functions
- Inferring the magnetic field vector in the quiet Sun. I. Photon noise and Selection Criteria
- Asymmetries of the Stokes V profiles observed by HINODE SOT/SP in the quiet Sun
- 3D view of transient horizontal magnetic fields in the photosphere
- Resolving the internal magnetic structure of the solar network
- Comparison of inversion codes for polarized line formation in MHD simulations. I. Milne-Eddington codes
- PCA detection and denoising of Zeeman signatures in stellar polarised spectra
- Supersonic Downflows in a Sunspot Light Bridge
- Emergence of granular-sized magnetic bubbles through the solar atmosphere. II. Non-LTE chromospheric diagnostics and inversions
- Sparse inversion of Stokes profiles. I. Two-dimensional Milne-Eddington inversions
- Chemical Abundances from Inversions of Stellar Spectra: Analysis of Solar-Type Stars with Homogeneous and Static Model Atmospheres
- Fluxtube model atmospheres and Stokes V zero-crossing wavelengths
- Inferring the magnetic field vector in the quiet Sun. II. Interpreting results from the inversion of Stokes profiles
- Spectropolarimetric observations of the Ca II 8498 A and 8542 A lines in the quiet Sun
- Quiet Sun magnetic fields from space-borne observations: simulating Hinode's case
- Multi-line Stokes inversion for prominence magnetic-field diagnostics
- Spectropolarimetric inversions of the Ca II 8498 A and 8542 A lines in the quiet Sun
- The Analysis of Penumbral Fine Structure Using an Advanced Inversion Technique
- Strategies for Spectral Profile Inversion using Artificial Neural Networks
- Applicability of Milne-Eddington inversions to high spatial resolution observations of the quiet Sun
- Signatures of Incomplete Paschen-Back Splitting in the Polarization Profiles of the He I 10830 multiplet
- Study of single-lobed circular polarization profiles in the quiet Sun
- The history of a quiet-Sun magnetic element revealed by IMaX/SUNRISE
- Inversion of stellar fundamental parameters from Espadons and Narval high-resolution spectra
- The intrinsic dimensionality of spectro-polarimetric data
- Zeeman-Tomography of the Solar Photosphere -- 3-Dimensional Surface Structures Retrieved from Hinode Observations
- Assessing the Behavior of Modern Solar Magnetographs and Spectropolarimeters
- Model selection for spectro-polarimetric inversions
- Inferring the magnetic field vector in the quiet Sun. III. Disk variation of the Stokes profiles and isotropism of the magnetic field
- Penumbral models in the light of Hinode spectropolarimetric observations
- On spectropolarimetric measurements with visible lines
- Milne-Eddington inversions of the He I 10830 Å Stokes profiles: Influence of the Paschen-Back effect
- A critical evaluation of PCA detection of polarized signatures using real stellar data
- The Minimum Description Length Principle and Model Selection in Spectropolarimetry
- Photospheric downward plasma motions in the quiet-Sun
Cited by in corpus (79)
- The Polarimetric and Helioseismic Imager on Solar Orbiter
- STiC -- A multi-atom non-LTE PRD inversion code for full-Stokes solar observations
- The European Solar Telescope
- Recovering Thermodynamics from Spectral Profiles observed by IRIS: A Machine and Deep Learning Approach
- Instrumentation for solar spectropolarimetry: state of the art and prospects
- DeSIRe: Departure coefficient aided Stokes Inversion based on Response functions
- The Magnetic Response of the Solar Atmosphere to Umbral Flashes
- An observationally-constrained model of strong magnetic reconnection in the solar chromosphere. Atmospheric stratification and estimates of heating rates
- A Tale of Two Emergences: Sunrise II Observations of Emergence Sites in a Solar Active Region
- FIRTEZ-dz: A Forward and Inverse solver of the polarized Radiative Transfer Equation under Zeeman regime in geometrical scale
- TIC: A Stokes inversion code for scattering polarization with partial frequency redistribution and arbitrary magnetic fields
- Small-scale dynamos: From idealized models to solar and stellar applications
- Temperature constraints from inversions of synthetic solar optical, UV and radio spectra
- Combining magneto-hydrostatic constraints with Stokes profiles inversions
- Chromospheric heating due to cancellation of quiet Sun internetwork fields
- Bayesian Stokes inversion with Normalizing flows
- Machine learning initialization to accelerate Stokes profile inversions
- Magnetoacoustic Wave Energy Dissipation in the Atmosphere of Solar Pores
- Mimicking spectropolarimetric inversions using convolutional neural networks
- Semi-empirical model atmospheres for the chromosphere of the sunspot penumbra and umbral flashes
- Evidence of Twisting and Mixed-polarity Solar Photospheric Magnetic Field in Large Penumbral Jets: IRIS and Hinode Observations
- Combining magneto-hydrostatic constraints with Stokes profile inversions. II. Application to Hinode/SP observations
- Novel framework for the three-dimensional NLTE inverse problem
- Solar surges related to UV bursts: Characterization through k-means, inversions and density diagnostics
- Application of a magnetic-field-induced transition in Fe X to solar and stellar coronal magnetic field measurements
- Formal Solutions for Polarized Radiative Transfer. IV. Numerical Performances in Practical Problems
- Fast Inversion of Solar Ca II Spectra in Non-Local Thermodynamic Equilibrium
- Capabilities of bisector analysis of the Si I 10827 A line for estimating line-of-sight velocities in the quiet Sun
- On Identifying and Mitigating Bias in Inferred Measurements for Solar Vector Magnetic Field Data
- Magnetic Properties and Flow Angle of the Inverse Evershed Flow at Its Downflow Points
- Mapping the hidden magnetic field of the quiet Sun
- Inference of electric currents in the solar photosphere
- Improvement of the Helioseismic and Magnetic Imager (HMI) Vector Magnetic Field Inversion Code
- : A comprehensive database of stratified thermodynamic models in the low solar atmosphere
- IBIS-A: The IBIS data Archive. High resolution observations of the solar photosphere and chromosphere with contextual data
- Evaluating Non-LTE Spectral Inversions with ALMA and IBIS
- Chromospheric polarimetry through multi-line observations of the 850 nm spectral region III: Chromospheric jets driven by twisted magnetic fields
- Using the infrared iron lines to probe solar subsurface convection
- On the Magnetic Nature of an Exploding Granule as Revealed by Sunrise/IMaX
- A Non-Linear Magnetic Field Calibration Method for Filter-Based Magnetographs by Multilayer Perceptron
- Magnetic connectivity between the light bridge and penumbra in a sunspot
- Observational indications of magneto-optical effects in the scattering polarization wings of the Ca I 4227 Å line
- Three-lobed near-infrared Stokes V profiles in the quiet Sun
- Constraining the magnetic vector in the quiet solar photosphere and the impact of instrumental degradation
- A novel inversion method to determine the coronal magnetic field including the impact of bound-free absorption
- Spectropolarimetric Inversion in Four Dimensions with Deep Learning (SPIn4D): I. Overview, Magnetohydrodynamic Modeling, and Stokes Profile Synthesis
- Combining magneto-hydrostatic constraints with Stokes profiles inversions. III. Uncertainty in the inference of electric currents
- A Model-based Technique for Ad Hoc Correction of Instrumental Polarization in Solar Spectropolarimetry
- Inferring Line-of-Sight Velocities and Doppler Widths from Stokes Profiles of GST/NIRIS Using Stacked Deep Neural Networks
- Helicity proxies from linear polarisation of solar active regions
- Solar-cycle and Latitude Variations in the Internetwork Magnetism
- Convolutional Neural Networks and Stokes Response Functions
- A study of the capabilities for inferring atmospheric information from high-spatial-resolution simulations
- A nonlinear solar magnetic field calibration method for the filter-based magnetograph by the residual network
- Mapping the Sun's upper photosphere with artificial neural networks
- Solar coronal magnetic field measurements using spectral lines available in Hinode/EIS observations: Strong and weak field techniques and temperature diagnostics
- Magnetic field inference from the spectral region around the Mg I line using the weak-field approximation
- Spectropolarimetric investigation of magnetohydrodynamic wave modes in the photosphere: First results from PHI on board Solar Orbiter
- : A spectropolarimetric inversion code for the coupled inference of atomic line parameters
- A modified Milne-Eddington approximation for a qualitative interpretation of chromospheric spectral lines
- The MODEST catalog of depth-dependent spatially coupled inversions of sunspots observed by Hinode/SOT-SP
- Quantifying Properties of Photospheric Magnetic Cancellations in the Quiet Sun Internetwork
- Understanding the thermal and magnetic properties of a X-class flare in the low solar atmosphere
- Stratification of canopy magnetic fields in a plage region. Constraints from a spatially-regularized weak-field approximation method
- Temperature diagnostics of chromospheric fibrils
- Photospheric Hot Spots at Solar Coronal Loop Footpoints Revealed by Hyperspectral Imaging Observations
- Recovering thermodynamics from spectral profiles observed by IRIS (II): improved calculation of the uncertainties based on Monte Carlo experiments
- Neural translation for Stokes inversion and synthesis
- Improvements of the Longitudinal Magnetic Field Measurement from the Solar Magnetic Field Telescope at Huairou Solar Observing Station
- The uncertainty of magnetic fields in 3D non-local thermodynamic equilibrium inversions
- Multi-height probing of horizontal flows in the solar photosphere
- Autonomous on-board data processing and instrument calibration software for the SO/PHI
- An iterative OLA method for inversion of solar spectropolarimetric data: I. Single and multiple variable inversions of thermodynamic quantities
- Assessment of DKIST/VTF Capabilities for the Detection of Local Acoustic Source Wavefronts
- On the (mis)interpretation of the scattering polarization signatures in the Ca II 8542 A line through spectral line inversions
- Using the Stokes V widths of Fe I lines for diagnostics of the intrinsic solar photospheric magnetic field
- Solar observation with the Fourier transform spectrometer I : Preliminary results of the visible and near-infrared solar spectrum
- Forward Modeling of Solar Coronal Magnetic Field Measurements Based on a Magnetic-field-induced Transition in Fe X
- Emergence of internetwork magnetic fields through the solar atmosphere