Null tests with Gaussian Process
arXiv:2503.15943 · doi:10.1007/s11433-025-2682-1
Abstract
We investigate the null tests of spatial flatness and the flat CDM model using the Baryon Acoustic Oscillation (BAO) data measured by the Dark Energy Spectroscopic Instrument (DESI), the cosmic chronometers (CCH) data, and the Union3 and Pantheon Plus type Ia supernovae (SNe Ia) datasets. We propose a novel non-parametric reconstruction of , and from the DESI BAO data to perform the diagnostic, and we also conduct the diagnostic using the combination of CCH and SNe Ia data. The novel method avoids the issue of the dependence on cosmological parameters such as the value of the Hubble constant. There is no evidence of deviation from the flat CDM model, nor is there any indication of dynamical dark energy found in the observational data. Since we employ a non-parametric reconstruction method, all the conclusions drawn in this paper remain robust and agnostic to any cosmological model and gravitational theory.
22 pages, 12 figures. Minor changes and references updated
References in corpus (51)
- Dynamics of dark energy
- Cosmology and the Fate of Dilatation Symmetry
- Resummation of Massive Gravity
- Models of f(R) Cosmic Acceleration that Evade Solar-System Tests
- Disappearing cosmological constant in f(R) gravity
- DESI 2024 VI: Cosmological Constraints from the Measurements of Baryon Acoustic Oscillations
- Raising the bar: new constraints on the Hubble parameter with cosmic chronometers at z2
- The Pantheon+ Analysis: The Full Dataset and Light-Curve Release
- Baryon Acoustic Oscillations in the Lyα forest of BOSS DR11 quasars
- Two new diagnostics of dark energy
- Baryon Acoustic Oscillations in the Ly-α forest of BOSS quasars
- Dark Energy and Gravity
- Gaussian Process Cosmography
- Model independent evidence for dark energy evolution from Baryon Acoustic Oscillations
- A general test of the Copernican Principle
- Nonparametric Dark Energy Reconstruction from Supernova Data
- Toward a Better Understanding of Cosmic Chronometers: A new measurement of H(z) at z~0.7
- Energy conditions in the epoch of galaxy formation
- Reconstruction of the deceleration parameter and the equation of state of dark energy
- Robust Preference for Dynamical Dark Energy in DESI BAO and SN Measurements
- Nonparametric Reconstruction of the Dark Energy Equation of State
- A litmus test for Lambda
- Non-parametric spatial curvature inference using late-universe cosmological probes
- Assessing observational constraints on dark energy
- Interpreting DESI's evidence for evolving dark energy
- Nonparametric late-time expansion history reconstruction and implications for the Hubble tension in light of recent DESI and type Ia supernovae data
- New Observational Data from Full-Spectrum Fitting of Cosmic Chronometers in the LEGA-C Survey
- Reconstructing the interaction between dark energy and dark matter using Gaussian Processes
- Scant evidence for thawing quintessence
- Using H(z) data as a probe of the concordance model
- Updated Cosmological Constraints in Extended Parameter Space with Planck PR4, DESI Baryon Acoustic Oscillations, and Supernovae: Dynamical Dark Energy, Neutrino Masses, Lensing Anomaly, and the Hubble Tension
- Using non-DESI data to confirm and strengthen the DESI 2024 spatially-flat CDM cosmological parameterization result
- Interpreting DESI 2024 BAO: late-time dynamical dark energy or a local effect?
- Energy Conditions and Cosmic Acceleration
- Matching current observational constraints with nonminimally coupled dark energy
- A new diagnostic for the null test of dynamical dark energy in light of DESI 2024 and other BAO data
- A new null diagnostic customized for reconstructing the properties of dark energy from BAO data
- Energy conditions and current acceleration of the universe
- Energy Conditions and Supernovae Observations
- We do not live in the R_h = c t universe
- Model-agnostic assessment of dark energy after DESI DR1 BAO
- Connecting early and late epochs by f(z)CDM cosmography
- Model-independent determination of curvature parameter by using and data pair from BAO measurement
- How strong is the evidence for accelerated expansion?
- Direct evidence of acceleration from distance modulus redshift graph
- A novel null test for the CDM model with growth-rate data
- Gaussian Process Approach for Model-Independent Reconstruction of Gravity with Direct Hubble Measurements
- Exploring new physics in the late Universe's expansion through non-parametric inference
- Consistency tests between SDSS and DESI BAO measurements
- Constraints on Cosmological Models from Quasars Calibrated with Type Ia Supernova by a Gaussian Process
- Non-parametric reconstructions of cosmic curvature: current constraints and forecasts
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- Assessing cosmological evidence for non-minimal coupling
- Is Dark Energy Dynamical in the DESI Era? A Critical Review
- Cosmological constraints on nonphantom dynamical dark energy with DESI Data Release 2 Baryon Acoustic Oscillations: A 3+ lensing anomaly
- Reconstructing dark energy with model independent methods after DESI DR2 BAO
- Improved null tests of CDM and FLRW in light of DESI DR2
- Non-minimally coupled gravity constraints from DESI DR2 data
- Probing the Cosmic Distance Duality Relation via Non-Parametric Reconstruction for High Redshifts
- Cosmic acceleration and the Hubble tension from baryon acoustic oscillation data
- Calibration-independent consistency test of BAO and SNIa data: update