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基于FPN-ViT的星系形态分类研究
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作者 曹婕 许婷婷 +5 位作者 邓雨禾 李广平 高献军 杨明存 刘执靖 周卫红 《天文学报》 CAS CSCD 北大核心 2024年第3期118-131,共14页
随着人工智能技术的发展,利用深度学习方法进行星系形态分类研究取得了较大进展,但在分类精度、自动化及其星系的空间特征表示上仍然存在不足之处.Vision Transformer(ViT)模型目前在星系形态分类上具有较好的鲁棒性,但是在处理多尺度... 随着人工智能技术的发展,利用深度学习方法进行星系形态分类研究取得了较大进展,但在分类精度、自动化及其星系的空间特征表示上仍然存在不足之处.Vision Transformer(ViT)模型目前在星系形态分类上具有较好的鲁棒性,但是在处理多尺度图像时存在一定的局限性,因此提出将特征金字塔(Feature Pyramid Networks,FPN)引入ViT模型(FPN-ViT)中进行星系形态的分类研究中.结果表明:基于FPN-ViT模型进行星系形态分类的平均准确率、精确率、召回率以及F1分数等各项评估指标均在95%以上,与传统的ViT模型相比各项指标均有一定程度的提升.同时,在原始星系图像中加入不同程度的高斯噪声和椒盐噪声,验证FPN-ViT模型对低信噪比数据也能获得较好的分类性能.此外,为了对模型进行综合评估,采用t分布随机邻接嵌入(t-distributed Stohastic Neighbor Embedding,t-SNE)算法对分类结果进行了可视化分析,能够更加直接地看出FPN-ViT模型对于星系形态分类的效果.因此,将FPN网络应用于ViT模型对星系形态的分类研究中是一种全新尝试,对后续研究具有重要意义. 展开更多
关键词 方法:数据分析 技术:图像处理 星系:普通
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On the metallicity gradient in the Galactic disk
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作者 Alexander Loktin Maria Popova 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2020年第4期123-128,共6页
The problem of the chemical composition gradient in the Galactic disk is studied based on a sample of metallicity estimates of open star clusters,using Gaia DR2-improved distance estimates.A clearly non-monotonic vari... The problem of the chemical composition gradient in the Galactic disk is studied based on a sample of metallicity estimates of open star clusters,using Gaia DR2-improved distance estimates.A clearly non-monotonic variation was observed in the average metallicity of clusters with increasing Galactocentric distance.One can clearly see the metallicity jump of 0.22 in[Fe/H]at a Galactocentric distance of about9.5 kpc,which appears to be linked to the outer boundary of the thinnest and youngest component of the Galactic disk.The absence of a significant metallicity gradient in the internal(R<9 kpc)and external(R>10 kpc)regions of the disk demonstrates the absence of noticeable metal enrichment at times of the order of the ages corresponding to those of the disk regions under consideration.Observational data show that the disk experiences noticeable metal enrichment only during the starburst epochs.No significant dependence was identified between the average metallicity and the age of the clusters. 展开更多
关键词 galaxy:general galaxy:disk (galaxy:)open CLUSTERS and associations:general
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On the radiative and thermodynamic properties of the cosmic radiations using COBE FIRAS instrument data: Ⅲ. Galactic far-infrared radiation
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作者 Anatoliy I Fisenko Vladimir Lemberg 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2015年第7期939-952,共14页
Using the three-component spectral model describing the FIRAS average continuum spectra, the exact analytical expressions for thermodynamic and radiative functions of Galactic far-infrared radiation are obtained. The ... Using the three-component spectral model describing the FIRAS average continuum spectra, the exact analytical expressions for thermodynamic and radiative functions of Galactic far-infrared radiation are obtained. The COBE FIRAS instrument data in the 0.15-2.88 THz frequency interval at the mean temperatures of T1= 17.72 K, T2= 14 K and T3= 6.73 K are used for calculating the radiative and thermodynamic functions, such as the total radiation power per unit area, total energy density, total emissivity, number density of photons, Helmholtz free energy density, entropy density, heat capacity at constant volume and pressure for the warm,intermediate-temperature and very cold components of the Galactic continuum spectra. The generalized Stefan-Boltzmann law for warm, intermediate-temperature and very cold components is constructed. The temperature dependence of each component is determined by the formula IS-B(T) = σ′ T6. This result is important when we construct the cosmological models of radiative transfer that can be applied inside the Galaxy. Within the framework of the three-component spectral model, the total number of photons in our Galaxy and the total radiation power(total luminosity) emitted from a surface of the Galaxy are calculated. Their values are N6Gtotal= 1.3780 × 108 and I3Gtotal(T) = 1.0482 × 106 W. Other radiative and thermodynamic properties of the Galactic far-infrared radiation(photon gas) of the Galaxy are calculated. The expressions for astrophysical parameters, such as the entropy density/Boltzmann constant and number density of the Galactic far-infrared photons are obtained. We assume that the obtained analytical expressions for thermodynamic and radiative functions may be useful for describing the continuum spectra of the far-infrared radiation for other galaxies. 展开更多
关键词 galaxy general -- galaxies: general
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Galactic coordinate system based on multi-wavelength catalogs
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作者 Ping-Jie Ding Zi Zhu Jia-Cheng Liu 《Research in Astronomy and Astrophysics》 SCIE CAS CSCD 2015年第7期1045-1056,共12页
The currently used Galactic coordinate system(GalC S) is based on the FK5 system at J2000.0, which was transformed from the FK4 system at B1950.0.The limitations and misunderstandings related to this transformed Gal... The currently used Galactic coordinate system(GalC S) is based on the FK5 system at J2000.0, which was transformed from the FK4 system at B1950.0.The limitations and misunderstandings related to this transformed GalC S can be avoided by defining a new GalC S that is directly connected to the International Celestial Reference System(ICRS). With more data at various wavelengths released by large survey programs, a more appropriate GalC S consistent with features associated with the Milky Way can be established. We try to find the best orientation of the GalC S using data from two all-sky surveys, AKARI and WISE, at six wavelengths between 3.4 μm and 90 μm, and synthesize results obtained at various wavelengths to define an improved GalC S in the framework of the ICRS. The revised GalC S parameters for defining the new GalC S in the ICRS are summarized as:αp= 192.777°, δp= 26.9298°, for the equatorial coordinates of the north Galactic pole and θ = 122.95017° for the position angle of the Galactic center. As one of the Galactic substructures, the Galactic warp exhibits different forms in different GalC Ss that are constructed with various data and methods, which shows the importance of re-defining the GalC S by the relative commission of the International Astronomical Union that can lead to a better understanding of Galactic structure and kinematics. 展开更多
关键词 astrometry -- catalogs -- galaxy general -- reference system
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Resolved SZE Cluster Count
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作者 Jia-YuTang Zu-HuiFan 《Chinese Journal of Astronomy and Astrophysics》 CSCD 北大核心 2003年第3期191-202,共12页
We study the counts of resolved SZE (Sunyaev-Zel'dovich effect) clusters expected from an interferometric survey in different cosmological models under different conditions. The self-similar universal gas model an... We study the counts of resolved SZE (Sunyaev-Zel'dovich effect) clusters expected from an interferometric survey in different cosmological models under different conditions. The self-similar universal gas model and Press-Schechter mass function are used. We take the observing frequency to be 90 GHz, and consider two dish diameters, 1.2 m and 2.5 m. We calculate the number density of the galaxy clusters dN/(dΩdz) at a high flux limit S<SUB>v</SUB><SUP>lim</SUP>=100 mJy and at a relative low S<SUB>v</SUB><SUP>lim</SUP> =10 mJy. The total numbers of SZE clusters N in two low-Ω<SUB>0</SUB> models are compared. The results show that the influence of the resolved effect depends not only on D, but also on S<SUB>v</SUB><SUP>lim</SUP>: at a given D, the effect is more significant for a high than for a low S<SUB>v</SUB><SUP>lim</SUP>. Also, the resolved effect for a flat universe is more impressive than that for an open universe. For D = 1.2 m and S<SUB>v</SUB><SUP>lim</SUP> =10 mJy, the resolved effect is very weak. Considering the designed interferometers which will be used to survey SZE clusters, we find that the resolved effect is insignificant when estimating the expected yield of the SZE cluster surveys. 展开更多
关键词 cosmology: theory galaxy: cluster: general large-scale structure ofuniverse
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Mass-Temperature Relation of X-ray Clusters in Triaxial Halo
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作者 RongYang JunYu Guo-PengShen 《Chinese Journal of Astronomy and Astrophysics》 CSCD 北大核心 2004年第2期105-117,共13页
We investigate the mass-temperature relation of clusters for both the spherical NFW halo model and a concentric triaxial halo model. We study the temperature and density distributions of both an isothermal and a polyt... We investigate the mass-temperature relation of clusters for both the spherical NFW halo model and a concentric triaxial halo model. We study the temperature and density distributions of both an isothermal and a polytropic intra-cluster gas in hydrostatic equilibrium. We find that both the uncertainties in the concentration parameter and in the eccentricities (in case of the triaxial halo) lead to a greater scatter in the emission-weighted temperature at a given halo mass for less massive clusters. This may be helpful when determining the intrinsic statistical error of the σ<SUB>8</SUB> normalization of the linear power spectrum from cluster abundance. 展开更多
关键词 cosmology: theory galaxy: cluster: general large-scale structure ofuniverse
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星系观测能用相对论性引力解释吗?
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作者 J.M.聂斯特 V.V.齐特涅科夫 《自然杂志》 1995年第2期98-99,共2页
我们考虑了各种可供选择的引力理论,用来作为星系动力学而不引入任何暗物质。我们将这些相对论性引力理论的预言与各种实验数据(牛顿极限、光的偏转和延迟、星系旋转、引力透镜效应及等效原理等)进行了比较,发现不引入暗物质的话,任何... 我们考虑了各种可供选择的引力理论,用来作为星系动力学而不引入任何暗物质。我们将这些相对论性引力理论的预言与各种实验数据(牛顿极限、光的偏转和延迟、星系旋转、引力透镜效应及等效原理等)进行了比较,发现不引入暗物质的话,任何引力理论都不能解释银河系的行为。 展开更多
关键词 星系 相对论 引力理论 观测
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