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Possibilities of identifying members from Milky Way satellite galaxies using unsupervised machine learning algorithms 利用无监督机器学习算法识别银河卫星星系成员的可能性
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2024-01-17 DOI: 10.1007/s12036-023-09990-4
Devika K. Divakar, Pallavi Saraf, Thirupathi Sivarani, Vijayakumar H. Doddamani

A detailed study of stellar populations in Milky Way (MW) satellite galaxies remains an observational challenge due to their faintness and fewer spectroscopically confirmed member stars. We use unsupervised machine learning methods to identify new members for nine nearby MW satellite galaxies using Gaia data release-3 (Gaia DR3) astrometry, the Dark Energy Survey (DES) and the DECam Local Volume Exploration Survey (DELVE) photometry. Two density-based clustering algorithms, DBSCAN and HDBSCAN, have been used in the four-dimensional astrometric parameter space ((alpha _{2016}), (delta _{2016}), (mu _{alpha } cos delta ), (mu _delta )) to identify member stars belonging to MW satellite galaxies. Our results indicate that we can recover more than 80% of the known spectroscopically confirmed members in most satellite galaxies and also reject 95–100% of spectroscopic non-members. We have also added many new members using this method. We compare our results with previous studies using photometric and astrometric data and discuss the suitability of density-based clustering methods for MW satellite galaxies.

由于银河系(MW)卫星星系较暗且光谱证实的成员恒星较少,因此对其恒星群的详细研究仍然是一项观测挑战。我们使用无监督机器学习方法,利用盖亚数据发布-3(Gaia DR3)天体测量、暗能量巡天(DES)和DECam局域体积探测巡天(DELVE)光度测量,为九个附近的MW卫星星系识别新成员。在四维天体测量参数空间((alpha _{2016}), (delta _{2016}), (mu _{alpha } cos delta ), (mu _delta ))中使用了两种基于密度的聚类算法--DBSCAN和HDBSCAN--来识别属于MW卫星星系的成员星。我们的研究结果表明,我们可以恢复大多数卫星星系中超过80%的已知光谱确认成员,同时也可以剔除95%-100%的光谱非成员。我们还利用这种方法增加了许多新成员。我们将我们的研究结果与之前使用测光和天体测量数据的研究结果进行了比较,并讨论了基于密度的聚类方法在MW卫星星系中的适用性。
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引用次数: 0
In-situ acceleration of radio-emitting particles in the lobes of radio galaxies: Evolving observational perspective and recent clues 射电星系裂片中射电发射粒子的原位加速:不断发展的观测视角和最新线索
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2024-01-10 DOI: 10.1007/s12036-024-10000-4
Gopal-Krishna, P. Wiita
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引用次数: 0
Performance analysis of NeQuick2 and IRI-Plas models during quiet geomagnetic and low solar activity conditions at Thanjavur equatorial location: Preliminary results 在 Thanjavur 赤道位置的安静地磁和低太阳活动条件下对 NeQuick2 和 IRI-Plas 模型的性能分析:初步结果
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2024-01-09 DOI: 10.1007/s12036-023-09992-2
Veera Kumar Maheswaran, James A. Baskaradas, Venkata Ratnam Devanaboyina, Sriram Subramanian, Rupesh M. Das

The ionosphere’s dynamic fluctuations are a persistent challenge to satellite navigation and communication. The total electron content (TEC) information from global navigation satellite system (GNSS) signals provides the status of the ionosphere for fail-safe transionospheric communication. The equatorial ionization anomaly (EIA) and equatorial plasma bubble (EPB) dominate in low latitude and equatorial ionosphere. The low solar activity's fast varying pre-reversal enhancement is low, and slow varying gravity waves can seed ionospheric disturbances. This study analyses the vertical TEC (VTEC) variations using a ground-based global positioning system (GPS) receiver at Thanjavur (10.72° N, 79.02° E), Tamil Nadu, India, for the years 2019 and 2020, with specific emphasis on the Equinox and Solstice conditions during low solar activity. The suitability of global ionospheric models such as IRI-Plas and NeQuick2 models is investigated with low solar activity GPS VTEC observations. VTEC variations are more during the Vernal Equinox compared to other seasons. The NeQuick2 model underestimates the VTEC content during the night hours and overestimates the day's evening hours regardless of the month, perhaps due to higher ITU-R coefficients. The results help us improve IRI-Plas and NeQuick prediction models' accuracy.

电离层的动态波动是对卫星导航和通信的长期挑战。来自全球导航卫星系统(GNSS)信号的总电子含量(TEC)信息为电离层的状态提供了故障安全跨电离层通信。赤道电离异常(EIA)和赤道等离子气泡(EPB)在低纬度和赤道电离层中占主导地位。低太阳活动的快速变化逆转前增强较低,而缓慢变化的重力波可能会引发电离层扰动。本研究使用位于印度泰米尔纳德邦坦贾武尔(北纬 10.72°,东经 79.02°)的地基全球定位系统(GPS)接收器分析了 2019 年和 2020 年的垂直 TEC(VTEC)变化,特别侧重于低太阳活动期间的春分和冬至条件。利用低太阳活动期间的全球定位系统 VTEC 观测结果研究了 IRI-Plas 和 NeQuick2 等全球电离层模型的适用性。与其他季节相比,春分期间的 VTEC 变化更大。NeQuick2 模型低估了夜间时段的 VTEC 含量,而高估了白天傍晚时段的 VTEC 含量,无论月份如何,这可能是由于 ITU-R 系数较高所致。这些结果有助于我们提高 IRI-Plas 和 NeQuick 预测模型的准确性。
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引用次数: 0
Square Kilometre Array—India Consortium: Education and Public Outreach 平方公里阵列-印度联合会:教育和公众宣传
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-22 DOI: 10.1007/s12036-023-09984-2
N. Ramanujam, Prasun Dutta, Indulekha Kavila, M. Chakraborty, Samir Dhurde, A. Hota, Chiranjib Konar, Divya Oberoi, M. Pandey-Pommier, Mayuri Sathyanarayana Rao
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引用次数: 0
ACA observation and chemical modeling of phosphorus nitride towards hot molecular cores G10.47$$varvec {+}$$0.03 and G31.41$$varvec {+}$$0.31 对热分子核心 G10.47$varvec {+}$0.03 和 G31.41$varvec {+}$0.31 氮化磷的 ACA 观测和化学建模
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-22 DOI: 10.1007/s12036-023-09989-x
Arijit Manna, S. Pal
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引用次数: 0
Propagation of nonlinear wave in 2-D planar and axisymmetric non-ideal radiating gas flow under the influence of magnetic field 磁场影响下二维平面和轴对称非理想辐射气流中非线性波的传播
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-21 DOI: 10.1007/s12036-023-09985-1
S. Srivastava, R. Chaturvedi, L. Singh
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引用次数: 0
Isotopic abundance estimation of ({}^{bf{22}})Ne and ({}^{bf{24}})Mg using proton capture reaction network in the extended Ne–Al chain 利用扩展Ne - al链中的质子捕获反应网络估算({}^{bf{22}}) Ne和({}^{bf{24}}) Mg的同位素丰度
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-12-04 DOI: 10.1007/s12036-023-09987-z
DEVA PRATIM MAHANTA, MRINMAY MEDHI, UPAKUL MAHANTA

Impact of p-capture reactions on the abundances of neon and magnesium considering the nuclear reaction chain, Neon–Sodium–Magnesium–Aluminum (hereafter extended Ne–Al) for stellar conditions of temperature range of (0.02times 10^{9})(0.10times 10^{9}) K and typical density of 100 g cc({}^{-1}) has been studied. Then, we have estimated abundances of Ne and Mg, which are of a little special importance. The estimated abundances of these aforesaid elements are then compared with their counterparts, which have been observed in some B-type stars. For those B-type stars, we have discovered a significant agreement in the abundances between the estimated and observed values with a correlation coefficient >0.8.

本文研究了温度范围为(0.02times 10^{9}) - (0.10times 10^{9}) K,典型密度为100 g cc ({}^{-1})的恒星条件下,考虑核反应链——氖-钠-镁-铝(以下简称Ne-Al), p俘获反应对氖和镁丰度的影响。然后,我们估计了Ne和Mg的丰度,这两个元素有一点特别重要。然后将上述这些元素的估计丰度与在某些b型恒星中观察到的对应元素进行比较。对于那些b型恒星,我们已经发现在估计的丰度和观测值之间有显著的一致性,相关系数&gt;0.8。
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引用次数: 0
Low-luminosity observation of BeXRB source IGR J21347(+)4737 BeXRB源IGR J21347 (+) 4737的低光度观测
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-29 DOI: 10.1007/s12036-023-09986-0
Manoj Ghising, Ruchi Tamang, Binay Rai, Mohammed Tobrej, Bikash Chandra Paul

In this paper, we report the results of the detailed temporal and spectral studies of the BeXRB J21347(+)4737 based on the data from the nuclear spectroscopic telescope array (NuSTAR) and Swift/XRT in a wide energy range of 0.5–50 keV. Coherent pulsation with a period of (322.738pm 0.018) s was found in the light curve, implying the source pulsation has spun down by 0.341 s yr(^{-1}) when compared with the coherent pulsation estimated from XMM Newton >7 years ago. The pulse profile of the source demonstrates energy dependence and has evolved with time. The pulse fraction of the source observed by NuSTAR initially decreases with energy up to (sim )15 keV, followed by a non-monotonic increasing trend above 15 keV. The source spectrum can be well approximated by an absorbed power-law model with modification by an exponential cutoff at high energies. The absorbed flux of the source is (4times 10^{-11}) erg cm(^{-2}) s(^{-1}) and its corresponding luminosity is (3.5times 10^{35}) erg s(^{-1}). The study of pulse-phase resolved spectroscopy shows a strong variation of spectral parameters on the phase. No additional emission or absorption features in the form of Fe line or cyclotron lines were observed both in the phase-averaged and phase-resolved spectra of IGR J21347(+)4737.

本文报道了基于核光谱望远镜阵列(NuSTAR)和Swift/XRT在0.5-50 keV宽能量范围内对BeXRB J21347 (+) 4737进行详细的时间和光谱研究的结果。在光曲线中发现了周期为(322.738pm 0.018) s的相干脉动,这意味着与7年前XMM Newton &gt;估计的相干脉动相比,源脉动旋转了0.341 s yr (^{-1})。源的脉冲剖面表现出能量依赖性,并随时间而变化。NuSTAR观测到,当能量达到(sim ) 15 keV时,源的脉冲分数开始下降,随后在15 keV以上呈非单调增加趋势。源谱可以用吸收幂律模型很好地近似,在高能处用指数截断修正。光源的吸收通量为(4times 10^{-11}) erg cm (^{-2}) s (^{-1}),对应的光度为(3.5times 10^{35}) erg s (^{-1})。脉冲相位分辨光谱的研究表明,光谱参数对相位有很强的变化。在IGR J21347 (+) 4737的相位平均和相位分辨光谱中均未观察到Fe线或回旋线形式的额外发射或吸收特征。
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引用次数: 0
Post-reionization 21-cm power spectrum for bimetric gravity and its detectability with SKA1-mid telescope 再电离后21cm双重功率谱及其用SKA1-mid望远镜的可探测性
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-20 DOI: 10.1007/s12036-023-09980-6
Ajay Bassi, Bikash R. Dinda, Anjan A. Sen

We considered a modified gravity theory through a special kind of ghost-free bimetric gravity, where one massive spin-2 field interacts with a massless spin-2 field. In this bimetric gravity, the late-time cosmic acceleration is achievable. Alongside the background expansion of the Universe, we also studied the first-order cosmological perturbations and probe the signature of the bimetric gravity on large cosmological scales. One possible probe is to study the observational signatures of the bimetric gravity through the post-reionization 21-cm power spectrum. We considered upcoming SKA1-mid antenna telescope specifications to show the prospects of the detectability of the ghost-free bimetric gravity through the post-reionization 21-cm power spectrum. Depending on the values of the model parameter, there is a possibility to distinguish the ghost-free bimetric gravity from the standard (Lambda )CDM model with the upcoming SKA1-mid telescope specifications.

我们考虑了一种修正的重力理论,通过一种特殊的无鬼对称重力,其中一个大质量自旋-2场与一个无质量自旋-2场相互作用。在这种对称重力下,晚期宇宙加速是可以实现的。在宇宙背景膨胀的同时,我们还研究了一阶宇宙摄动,并在大宇宙尺度上探测了对称引力的特征。一种可能的探测方法是通过再电离后的21厘米功率谱来研究双量重力的观测特征。我们考虑了即将到来的SKA1-mid天线望远镜规格,以展示通过再电离后21厘米功率谱探测无鬼对称重力的前景。根据模型参数的值,有可能用即将到来的SKA1-mid望远镜规格将无鬼对称重力与标准(Lambda ) CDM模型区分开来。
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引用次数: 0
Optical spectroscopy of Gaia detected protostars with DOT: Can we probe protostellar photospheres? 盖亚用DOT探测原恒星的光谱学:我们能探测原恒星光球吗?
IF 1.1 4区 物理与天体物理 Q3 Physics and Astronomy Pub Date : 2023-11-16 DOI: 10.1007/s12036-023-09982-4
Mayank Narang, P. Manoj, Himanshu Tyagi, Prasanta K. Nayak, Saurabh Sharma, Arun Surya, Bihan Banerjee, Blesson Mathew, Arpan Ghosh, Aayushi Verma

Optical spectroscopy offers the most direct view of the stellar properties and the accretion indicators. Standard accretion tracers, such as H(beta ), H(alpha ) and Ca II triplet lines, and most photospheric features fall in the optical wavelengths. However, these tracers are not readily observable from deeply embedded protostars because of the large line of sight extinction ((A_v sim 50)–100 mag) toward them. In some cases, however, it is possible to observe protostars at optical wavelengths if the outflow cavity is aligned along the line-of-sight that allows observations of the photosphere, or the envelope is very tenuous and thin, such that the extinction is low. In such cases, we not only detect these protostars at optical wavelengths, but also follow up spectroscopically. We have used the HOPS catalog (Furlan et al. in 2016) of protostars in Orion to search for optical counterparts for protostars in the Gaia DR3 survey. Out of the 330 protostars in the HOPS sample, an optical counterpart within 2('') is detected for 62 of the protostars. For 17 out of 62 optically detected protostars, we obtained optical spectra (between 5500 and 8900 Å) using nt Object Spectrograph and Camera (ADFOSC) on the 3.6-m Devasthal Optical Telescope (DOT) and Hanle Faint Object Spectrograph Camera (HFOSC) on 2-m Himalayan Chandra Telescope (HCT). We detect strong photospheric features, such as the TiO bands in the spectra (of 4 protostars), hinting that photospheres can form early in the star-formation process. We further determined the spectral types of protostars, which show photospheres similar to a late M-type. Mass accretion rates derived for the protostars are similar to those found for T-Tauri stars, in the range of 10(^{-7})–10(^{-8}) (M_odot ) yr(^{-1}).

光谱学提供了对恒星特性和吸积指标最直接的观察。标准的吸积示踪剂,如H (beta ), H (alpha )和Ca II三重线,以及大多数光球特征都落在光学波长内。然而,这些示踪剂不容易从深嵌的原恒星中观测到,因为它们的视线消光线很大((A_v sim 50) -100等)。然而,在某些情况下,如果流出腔沿着允许观测光球的视线排列,或者包层非常脆弱和薄,因此消光很低,则有可能在光学波长上观察原恒星。在这种情况下,我们不仅可以在光学波长上探测到这些原恒星,还可以在光谱上进行跟踪。我们使用猎户座原恒星的HOPS目录(Furlan等人于2016年)来搜索盖亚DR3巡天中原恒星的光学对应。在HOPS样品中的330颗原恒星中,在2 ('')范围内检测到62颗原恒星的光学对应。利用3.6 m Devasthal光学望远镜(DOT)上的nt Object Spectrograph and Camera (ADFOSC)和2 m喜马拉雅钱德拉望远镜(HCT)上的Hanle Faint Object Spectrograph Camera (HFOSC),我们获得了62颗光学探测到的原恒星中的17颗(5500 ~ 8900 Å)的光谱。我们发现了强烈的光球特征,如光谱中的TiO波段(4颗原恒星),暗示光球可以在恒星形成过程的早期形成。我们进一步确定了原恒星的光谱类型,显示出类似于晚m型的光球。原恒星的质量吸积率与t -金牛座恒星的质量吸积率相似,范围为10 (^{-7}) -10 (^{-8})(M_odot ) yr (^{-1})。
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引用次数: 0
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Journal of Astrophysics and Astronomy
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