{"title":"Null tests with Gaussian process","authors":"Shengqing Gao, Qing Gao, Yungui Gong, Xuchen Lu","doi":"10.1007/s11433-025-2682-1","DOIUrl":null,"url":null,"abstract":"<div><p>We investigate the null tests of spatial flatness and the flat ACDM model using the baryon acoustic oscillation (BAO) data measured by the Dark Energy Spectroscopic Instrument (DESI), the cosmic chronometers (CCH) <i>H</i>(<i>z</i>) data, and the Union3 and Pantheon Plus type Ia supernovae (SNe Ia) datasets. We propose a novel non-parametric reconstruction of <i>F</i><sub><i>AP</i></sub>, <i>D</i><sub><i>M</i></sub>/<i>r</i><sub><i>d</i></sub> and <i>D′</i><sub><i>M</i></sub>/<i>r</i><sub><i>d</i></sub> from the DESI BAO data to perform the <span>\\({\\cal O}_{k}\\)</span> diagnostic, and we also conduct the <span>\\({\\cal O}_{k}\\)</span> 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 ΛCDM 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.</p></div>","PeriodicalId":774,"journal":{"name":"Science China Physics, Mechanics & Astronomy","volume":"68 8","pages":""},"PeriodicalIF":7.5000,"publicationDate":"2025-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Science China Physics, Mechanics & Astronomy","FirstCategoryId":"101","ListUrlMain":"https://link.springer.com/article/10.1007/s11433-025-2682-1","RegionNum":1,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHYSICS, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
We investigate the null tests of spatial flatness and the flat ACDM model using the baryon acoustic oscillation (BAO) data measured by the Dark Energy Spectroscopic Instrument (DESI), the cosmic chronometers (CCH) H(z) data, and the Union3 and Pantheon Plus type Ia supernovae (SNe Ia) datasets. We propose a novel non-parametric reconstruction of FAP, DM/rd and D′M/rd from the DESI BAO data to perform the \({\cal O}_{k}\) diagnostic, and we also conduct the \({\cal O}_{k}\) 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 ΛCDM 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.
利用暗能量谱仪(DESI)测量的重子声学振荡(BAO)数据、宇宙天文钟(CCH)的H(z)数据以及Union3和Pantheon Plus Ia型超新星(SNe Ia)数据集,研究了空间平坦性和平坦ACDM模型的零检验。我们提出了一种新的基于DESI BAO数据的FAP、DM/rd和D m /rd的非参数重建方法来进行\({\cal O}_{k}\)诊断,并结合CCH和SNe Ia数据进行\({\cal O}_{k}\)诊断。这种新方法避免了依赖哈勃常数等宇宙学参数的问题。没有证据表明有偏离平坦ΛCDM模型的迹象,也没有在观测数据中发现任何动态暗能量的迹象。由于我们采用了一种非参数重建方法,因此本文得出的所有结论对任何宇宙模型和引力理论都保持鲁棒性和不可知性。
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Science China Physics, Mechanics & Astronomy, an academic journal cosponsored by the Chinese Academy of Sciences and the National Natural Science Foundation of China, and published by Science China Press, is committed to publishing high-quality, original results in both basic and applied research.
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