Quasinormal modes of dS and AdS Black Holes: Feedforward neural network method
arXiv:1904.09509 · doi:10.1142/S0219887821501541
Abstract
In this paper, we show how the quasinormal modes (QNMs) arise from the perturbations of massive scalar fields propagating in the curved background by using the artificial neural networks. To this end, we architect a special algorithm for the feedforward neural network method (FNNM) to compute the QNMs complying with the certain types of boundary conditions. To test the reliability of the method, we consider two black hole spacetimes whose QNMs are well-known: pure de Sitter (dS) and five-dimensional Schwarzschild anti-de Sitter (AdS) black holes. Using the FNNM, the QNMs of are computed numerically. It is shown that the obtained QNMs via the FNNM are in good agreement with their former QNM results resulting from the other methods. Therefore, our method of finding the QNMs can be used for other curved spacetimes that obey the same boundary conditions.
Accepted for Publication in IJGMMP
References in corpus (34)
- Ab-Initio Solution of the Many-Electron Schrödinger Equation with Deep Neural Networks
- Gravitational Lensing by Rotating Wormholes
- Machine-learning non-stationary noise out of gravitational wave detectors
- Solving differential equations with neural networks: Applications to the calculation of cosmological phase transitions
- Light deflection by charged wormholes in Einstein-Maxwell-dilaton theory
- Deep-Learning continuous gravitational waves
- Tunneling of Vector Particles from Lorentzian Wormholes in 3+1 Dimensions
- Accelerating black holes: quasinormal modes and late-time tails
- Quasinormal resonances of near-extremal Kerr-Newman black holes
- Quasi-normal modes of bumblebee wormhole
- Gravitational-wave surrogate models powered by artificial neural networks: The ANN-Sur for waveform generation
- Relativistic Bose--Einstein condensates thin-shell wormholes
- Generalized teleparallel cosmology and initial singularity crossing
- Quasinormal modes and their overtones at the common horizon in a binary black hole merger
- The Effect of the Gauss-Bonnet term to Hawking Radiation from arbitrary dimensional Black Brane
- Deep-Learning Continuous Gravitational Waves: Multiple detectors and realistic noise
- Quasinormal modes of charged fields around a Reissner-Nordström black hole
- Massive Dirac quasinormal modes in Schwarzschild-dS black holes: anomalous decay rate and fine structure
- Neural Network Study of Hidden-Charm Pentaquark Resonances
- Quasinormal spectra of scale-dependent Schwarzschild-de Sitter black holes
- Anomalous decay rate of quasinormal modes in Reissner-Nordström black holes
- Late-time Kerr tails revisited
- Quasinormal Modes and Stability Criterion of Dilatonic Black Hole in 1+1 and 4+1 Dimensions
- Searches for Compact Binary Coalescence Events using Neural Networks in LIGO/Virgo Second Observation Period
- Quantum Tunneling and Quasinormal Modes in the Spacetime of Alcubierre Warp Drive
- Spectroscopy of Rotating Linear Dilaton Black Holes From Boxed Quasinormal Modes
- Quasi-normal Modes of near-extremal black holes in Generalized spherically symmetric spacetime and Strong Cosmic Censorship Conjecture
- Predicting the properties of black holes merger remnants with Deep Neural Networks
- Scalar field quasinormal modes of noncommutative high dimensional Schwarzschild-Tangherlini black hole spacetime with smeared matter sources
- Semi-analytic results for quasi-normal frequencies
- Quasinormal modes of dirty black holes in the two-loop renormalizable effective gravity
- Black Hole Perturbations and Quasinormal Modes in Hybrid Metric-Palatini Gravity
- Quasinormal modes and self-adjoint extensions of the Schroedinger operator
- Mass Spectrum of Exotic X(5568) State via Artificial Neural Network
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