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In this paper, we obtain two improved Amati correlations of the Gamma-Ray burst (GRB) data via a powerful statistical tool called copula. After calibrating, with the low-redshift GRB data, the improved Amati correlations based on a fiducial…

Cosmology and Nongalactic Astrophysics · Physics 2022-06-01 Yang Liu , Fuyong Chen , Nan Liang , Zunli Yuan , Hongwei Yu , Puxun Wu

To probe the late evolution history of the Universe, we adopt two kinds of optimal basis systems. One of them is constructed by performing the principle component analysis (PCA) and the other is build by taking the multidimensional scaling…

Cosmology and Nongalactic Astrophysics · Physics 2016-04-08 Chao-Jun Feng , Xin-Zhou Li

Strongly lensed supernovae are a promising new probe to obtain independent measurements of the Hubble constant (${H_0}$). In this work, we employ simulated gravitationally lensed Type Ia supernovae (glSNe Ia) to train our machine learning…

Instrumentation and Methods for Astrophysics · Physics 2025-04-16 Gonçalo Gonçalves , Nikki Arendse , Doogesh Kodi Ramanah , Radosław Wojtak

We apply two methods, namely the Gaussian processes and the non-parametric smoothing procedure, to reconstruct the Hubble parameter $H(z)$ as a function of redshift from 15 measurements of the expansion rate obtained from age estimates of…

Cosmology and Nongalactic Astrophysics · Physics 2016-03-02 Zhengxiang Li , J. E. Gonzalez , Hongwei Yu , Zong-Hong Zhu , J. S. Alcaniz

Context. Gamma-ray bursts (GRBs), observed at redshifts as high as 9.4, could serve as valuable probes for investigating the distant Universe. However, this necessitates an increase in the number of GRBs with determined redshifts, as…

We estimate the distance modulus to long gamma-ray bursts (LGRBs) using the Type I Fundamental Plane, a correlation between the spectral peak energy $E_{\rm p}$, the peak luminosity $L_{\rm p}$, and the luminosity time $T_{\rm L}$ ($\equiv…

Cosmology and Nongalactic Astrophysics · Physics 2012-05-17 Ryo Tsutsui , Takashi Nakamura , Daisuke Yonetoku , Keitaro Takahashi , Yoshiyuki Morihara

Machine learning (ML) algorithms have revolutionized the way we interpret data in astronomy, particle physics, biology and even economics, since they can remove biases due to a priori chosen models. Here we apply a particular ML method, the…

Cosmology and Nongalactic Astrophysics · Physics 2020-06-24 Rubén Arjona , Savvas Nesseris

Fast Radio Bursts (FRBs) have emerged as powerful cosmological probes in recent years offering valuable insights into cosmic expansion. These predominantly extragalactic transients encode information on the expansion of the Universe through…

Cosmology and Nongalactic Astrophysics · Physics 2025-01-09 Jéferson A. S. Fortunato , David J. Bacon , Wiliam S. Hipólito-Ricaldi , David Wands

In the current framework, the standard parametrization of our Universe is the so-called Lambda Cold Dark Matter ({\Lambda}CDM) model. Recently, Risaliti & Lusso (2019) have shown a ~4{\sigma} tension with the {\Lambda}CDM model through a…

Cosmology and Nongalactic Astrophysics · Physics 2019-08-07 E. Lusso , E. Piedipalumbo , G. Risaliti , M. Paolillo , S. Bisogni , E. Nardini , L. Amati

In this paper, we compile a \emph{Fermi} sample of the \emph{long} GRB observations from 15 years of GBM catalogue with identified redshift, in which the GOLD sample contains 123 long GRBs at $z\le5.6$ and the FULL sample contains 151 long…

Cosmology and Nongalactic Astrophysics · Physics 2025-04-04 Huifeng Wang , Nan Liang

Cosmological models and their corresponding parameters are widely debated because of the current discrepancy between the results of the Hubble constant, $H_{0}$, obtained by SNe Ia, and the Planck data from the Cosmic Microwave Background…

High Energy Astrophysical Phenomena · Physics 2022-10-12 M. G. Dainotti , A. Ł. Lenart , A. Chraya , G. Sarracino , S. Nagataki , N. Fraija , S. Capozziello , M. Bogdan

We briefly introduce the disadvantages for Type Ia supernovae (SNe Ia) as standard candles to measure the Universe, and suggest Gamma-ray bursts (GRBs) can serve as a powerful tool for probing the properties of high redshift Universe. We…

High Energy Astrophysical Phenomena · Physics 2017-02-15 Jun-Jie Wei , Xue-Feng Wu

Gamma-ray bursts (GRBs) are among the most energetic transient phenomena in the universe and serve as powerful probes for high-energy astrophysical processes. In particular, faint GRBs originating from a distant universe may provide unique…

Computer Vision and Pattern Recognition · Computer Science 2026-02-20 Shogo Sato , Kazuo Tanaka , Shojun Ogasawara , Kazuki Yamamoto , Kazuhiko Murasaki , Ryuichi Tanida , Jun Kataoka

Gamma-ray bursts represent some of the most energetic and complex phenomena in the universe, characterized by highly variable light curves that often contain observational gaps. Reconstructing these light curves is essential for gaining…

High Energy Astrophysical Phenomena · Physics 2026-01-30 Zhunuskanov A. , Sakan A. , Akhmetali A. , Zaidyn M. , Ussipov N

We have received a new physical characteristics fitting based on actual observational data from the Swift mission's long-duration gamma-ray bursts (LGRBs). We considered such characteristics as the Amati parameters for linear correlation…

Cosmology and Nongalactic Astrophysics · Physics 2023-11-06 S. I. Shirokov , R. I. Gainutdinov , N. Yu. Lovyagin , V. L. Gorokhov

LambdaCDM, for the currently preferred cosmological density Omega_0 and cosmological constant Omega_Lambda, predicts that the Universe expansion decelerates from early times to redshift z~0.9 and accelerates at later times. On the contrary,…

Cosmology and Nongalactic Astrophysics · Physics 2011-10-13 Antonaldo Diaferio , Luisa Ostorero , Vincenzo F. Cardone

High-energy gamma-ray spectroscopy is crucial for studying and advancing the application of high-energy photons in areas like strong-field physics, high-energy-density science, and laboratory astrophysics. However, high-energy gamma-ray…

Instrumentation and Detectors · Physics 2026-04-22 Zhuofan Zhang , Mingxuan Wei , Kyle Fleck , Jun Liu , Xinjian Tan , Gianluca Sarri , Wenchao Yan

We use Gamma Ray Bursts (GRBs) data from Y. Wang (2008) to put additional constraints on a set of cosmological dark energy models based on the holographic principle. GRBs are among the most complex and energetic astrophysical events known…

Cosmology and Nongalactic Astrophysics · Physics 2016-02-12 Alexander Bonilla Rivera , Jairo Ernesto Castillo Hernandez

We present a new application of deep learning to reconstruct the cosmic microwave background (CMB) temperature maps from the images of microwave sky, and to use these reconstructed maps to estimate the masses of galaxy clusters. We use a…

Cosmology and Nongalactic Astrophysics · Physics 2021-12-17 N. Gupta , C. L. Reichardt

The cosmic distance duality relation (DDR) is constrained from the combination of type-Ia supernovae (SNe Ia) and strong gravitational lensing (SGL) systems using deep learning method. To make use of the full SGL data, we reconstruct the…

Cosmology and Nongalactic Astrophysics · Physics 2022-12-09 Li Tang , Hai-Nan Lin , Liang Liu