Imaging the Schwarzschild-radius-scale Structure of M87 with the Event Horizon Telescope using Sparse Modeling
arXiv:1702.07361 · doi:10.3847/1538-4357/aa6305
Abstract
We propose a new imaging technique for radio and optical/infrared interferometry. The proposed technique reconstructs the image from the visibility amplitude and closure phase, which are standard data products of short-millimeter very long baseline interferometers such as the Event Horizon Telescope (EHT) and optical/infrared interferometers, by utilizing two regularization functions: the -norm and total variation (TV) of the brightness distribution. In the proposed method, optimal regularization parameters, which represent the sparseness and effective spatial resolution of the image, are derived from data themselves using cross validation (CV). As an application of this technique, we present simulated observations of M87 with the EHT based on four physically motivated models. We confirm that +TV regularization can achieve an optimal resolution of % of the diffraction limit , which is the nominal spatial resolution of a radio interferometer. With the proposed technique, the EHT can robustly and reasonably achieve super-resolution sufficient to clearly resolve the black hole shadow. These results make it promising for the EHT to provide an unprecedented view of the event-horizon-scale structure in the vicinity of the super-massive black hole in M87 and also the Galactic center Sgr A*.
arXiv comment16 pages, 6 figures, accepted for publication in ApJ
References in corpus (37)
- Event-horizon-scale structure in the supermassive black hole candidate at the Galactic Centre
- The ACS Fornax Cluster Survey. V. Measurement and Recalibration of Surface Brightness Fluctuations and a Precise Value of the Fornax--Virgo Relative Distance
- The Black-Hole Mass in M87 from Gemini/NIFS Adaptive Optics Observations
- Jet Launching Structure Resolved Near the Supermassive Black Hole in M87
- General relativistic magnetohydrodynamical simulations of the jet in M87
- The M87 Black Hole Mass from Gas-dynamical Models of Space Telescope Imaging Spectrograph Observations
- Compressed sensing imaging techniques for radio interferometry
- High Resolution Linear Polarimetric Imaging for the Event Horizon Telescope
- Resolved Magnetic-Field Structure and Variability Near the Event Horizon of Sagittarius A*
- 1.3 mm Wavelength VLBI of Sagittarius A*: Detection of Time-Variable Emission on Event Horizon Scales
- The old nuclear star cluster in the Milky Way: dynamics, mass, statistical parallax, and black hole mass
- High-Sensitivity 86GHz (3.5mm) VLBI Observations of M87: Deep Imaging of the Jet Base at a 10 Schwarzschild-Radius Resolution
- Imaging the Black Hole Silhouette of M87: Implications for Jet Formation and Black Hole Spin
- The size of the jet launching region in M87
- Sparsity Averaging Reweighted Analysis (SARA): a novel algorithm for radio-interferometric imaging
- PURIFY: a new approach to radio-interferometric imaging
- 230 GHz VLBI observations of M87: event-horizon-scale structure at the enhanced very-high-energy -ray state in 2012
- The application of compressive sampling to radio astronomy I: Deconvolution
- LOFAR Sparse Image Reconstruction
- Imaging the Supermassive Black Hole Shadow and Jet Base of M87 with the Event Horizon Telescope
- Super-resolution Full Polarimetric Imaging for Radio Interferometry with Sparse Modeling
- Persistent Asymmetric Structure of Sagittarius A* on Event Horizon Scales
- Imaging an Event Horizon: Mitigation of Scattering Toward Sagittarius A*
- MORESANE: MOdel REconstruction by Synthesis-ANalysis Estimators. A sparse deconvolution algorithm for radio interferometric imaging
- Compressed sensing for wide-field radio interferometric imaging
- Spread spectrum for imaging techniques in radio interferometry
- Cross validation in LASSO and its acceleration
- Imaging an Event Horizon: Mitigation of Source Variability of Sagittarius A*
- Stochastic Optics: A Scattering Mitigation Framework for Radio Interferometric Imaging
- Fine-scale structure of the quasar 3C 279 Measured with 1.3 mm very long baseline interferometry
- High-Angular-Resolution and High-Sensitivity Science Enabled by Beamformed ALMA
- Compressed sensing reconstruction of a string signal from interferometric observations of the cosmic microwave background
- First 230 GHz VLBI Fringes on 3C 279 using the APEX Telescope
- PRECL: A new method for interferometry imaging from closure phase
- Resolving the inner jet structure of 1924-292 with the EVENT HORIZON TELESCOPE
- Doppler Tomography by Total Variation Minimization
- Accelerating cross-validation with total variation and its application to super-resolution imaging
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- First M87 Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole
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- First M87 Event Horizon Telescope Results. IV. Imaging the Central Supermassive Black Hole
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- First Sagittarius A* Event Horizon Telescope Results. III: Imaging of the Galactic Center Supermassive Black Hole
- First Sagittarius A* Event Horizon Telescope Results. IV. Variability, Morphology, and Black Hole Mass
- Interferometric Imaging Directly with Closure Phases and Closure Amplitudes
- Two-temperature, Magnetically Arrested Disc simulations of the jet from the supermassive black hole in M87
- A ring-like accretion structure in M87 connecting its black hole and jet
- Event Horizon Telescope observations of the jet launching and collimation in Centaurus A
- A wide and collimated radio jet in 3C 84 on the scale of a few hundred gravitational radii
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- Super-resolution Full Polarimetric Imaging for Radio Interferometry with Sparse Modeling
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- Black Hole Shadow as a Test of General Relativity: Quadratic Gravity
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- Superresolution Interferometric Imaging with Sparse Modeling Using Total Squared Variation --- Application to Imaging the Black Hole Shadow
- Hybrid Very Long Baseline Interferometry Imaging and Modeling with Themis
- Weak gravitational lensing and shadow of a GUP-modified Schwarzschild black hole in the presence of plasma
- Imaging Black Holes and Jets with a VLBI Array Including Multiple Space-Based Telescopes
- Filamentary structures as the origin of blazar jet radio variability
- Jet launching in resistive GR-MHD black hole - accretion disk systems
- Absorption of electromagnetic and gravitational waves by Kerr black holes: Shadows, superradiance and the spin-helicity effect
- Metrics and Motivations for Earth-Space VLBI: Time-Resolving Sgr A* with the Event Horizon Telescope
- Resolving the inner parsec of the blazar J1924-2914 with the Event Horizon Telescope
- Generalized, energy-conserving numerical simulations of particles in general relativity. I. Time-like and null geodesics
- The Extremely Large Telescope
- Repeated Imaging of Massive Black Hole Binary Orbits with Millimeter Interferometry: measuring black hole masses and the Hubble constant
- Gravitational Lensing by Black Holes in Einsteinian Cubic Gravity
- Spacetime Tomography Using The Event Horizon Telescope
- Fast-spinning black holes inferred from symmetrically limb-brightened radio jets
- Silhouettes of invisible black holes
- Multi-frequency Black Hole Imaging for the Next-Generation Event Horizon Telescope
- Collimation of the relativistic jet in the quasar 3C 273
- Cygnus A super-resolved via convex optimisation from VLA data
- Difficulties of Quantitative Tests of the Kerr-Hypothesis with X-Ray Observations of Mass Accreting Black Holes
- General relativistic smoothed particle hydrodynamics
- Selective Dynamical Imaging of Interferometric Data
- Black Hole Spin Signature in the Black Hole Shadow of M87 in the Flaring State
- Magnetospheric Gamma-Ray Emission in Active Galactic Nuclei
- Variational Image Feature Extraction for the Event Horizon Telescope
- The Event Horizon Telescope Image of the Quasar NRAO 530
- The intrinsic structure of Sagittarius A* at 1.3 cm and 7 mm
- Einstein Quartic Gravity: Shadows, Signals, and Stability
- Rapidly rotating neutron stars in gravity
- Magneto-gravity wave packet dynamics in strongly magnetised cores of evolved stars
- Radio Stars: from kHz to THz
- Global Mapping of an Exo-Earth using Sparse Modeling
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- RadioAstron discovery of a mini-cocoon around the restarted parsec-scale jet in 3C 84
- A Jet-Bases Emission Model of the EHT 2017 Image of M87*
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- Polarization Imaging of M87 Jets by General Relativistic Radiative Transfer Calculation based on GRMHD Simulations
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- Multi-scale and Multi-directional VLBI Imaging with CLEAN
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- The Evolving Radio Photospheres of Long-Period Variable Stars
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- Super-resolution Imaging of the Protoplanetary Disk HD 142527 Using Sparse Modeling
- Accretion Burst Echoes as Probes of Protostellar Environments and Episodic Mass Assembly
- Discovery of Limb Brightening in the Parsec-scale Jet of NGC 315 through Global Very Long Baseline Interferometry Observations and Its Implications for Jet Models
- Dynamic and polarimetric VLBI imaging with a multiscalar approach
- Time-dependent visibility modelling of a relativistic jet in the X-ray binary MAXI J1803-298
- Modeling the motion of a bright spot in jets from black holes M87* and SgrA*
- VLBI imaging of black holes via second moment regularization
- Estimating Sky Level
- Gravitational Lensing by Black Holes in Einstein Quartic Gravity
- Search for Alignment of Disk Orientations in Nearby Star-Forming Regions: Lupus, Taurus, Upper Scorpius, Ophiuchi, and Orion
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- Imaging a ring-like structure and the extended jet of M87 at 86 GHz
- CLEAN imaging systematics of M87 radio jet
- exoALMA. VIII. Probabilistic Moment Maps and Data Products using Non-parametric Linear Models
- Lensing Signatures of a Slowly-Accelerated Black Hole
- Swarm intelligence for full Stokes dynamic imaging reconstruction of interferometric data
- Event-horizon-scale Imaging of M87* under Different Assumptions via Deep Generative Image Priors
- Accelerating cross-validation with total variation and its application to super-resolution imaging
- The Albedos, Sizes, Colors and Satellites of Dwarf Planets Compared with Newly Measured Dwarf Planet 2013 FY27
- PolyCLEAN: Atomic Optimization for Super-Resolution Imaging and Uncertainty Estimation in Radio Interferometry
- Bondi Accretion in the Spherically Symmetric Johannsen-Psaltis Spacetime
- A Jet Source of Event Horizon Telescope Correlated Flux in M87
- Prospects of using closure traces directly for imaging in Very Long Baseline Interferometry
- Super-Resolved Image of M87 Observed with East Asian VLBI Network
- Resolving the inner jet of PKS 1749+096 with super-resolution VLBA images at 7 mm
- Gravito-thermal transports, Onsager reciprocal relation and gravitational Wiedemann-Franz law
- Origin of the ring ellipticity in the black hole images of M87*
- Robust analysis of differential Faraday Rotation based on interferometric closure observables
- Reconstructing Video from Interferometric Measurements of Time-Varying Sources
- Probing Einstein-Maxwell-Scalar Black hole via Thin Accretion Disks and Shadows with EHT Observations of M87* and Sgr A*
- Probing circular polarization and magnetic field structure in AGN
- New Views of Black Holes from Computational Imaging
- Accelerating the CLEAN algorithm of radio interferometry with convex optimization
- DoG-HiT: A novel VLBI Multiscale Imaging Approach
- Investigating the Disk-Jet Structure in M87 through Flux Separation in the Linear and Circular Polarization Images
- Measuring black hole spin through gravitational lensing of pulsars
- Massive black holes and their galaxies
- Typical reconstruction limit and phase transition of maximum entropy method
- Multiobjective optimization for scattering mitigation and scattering screen reconstruction in VLBI observations of the Galactic Center
- gSeaGen code by KM3NeT: an efficient tool to propagate muons simulated with CORSIKA