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DIAT-DSCNN-ECA-Net: separable convolutional neural network-based classification of galaxy morphology DIAT-DSCNN-ECA-Net:基于可分离卷积神经网络的星系形态分类
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-10 DOI: 10.1007/s10509-024-04302-w
Ajay Waghumbare, Upasna Singh, Shubham Kasera

There will be an unprecedented increase in the number of galaxies observed as a result of the current and upcoming surveys. Consequently, data-driven approaches have become the main tools for deciphering and evaluating this massive volume of data. Computer vision combined with deep learning has proven most effective for recognizing galaxy morphology but most of the conventional deep learning models are large in terms of parameters due to which computational cost, risk of overfitting increases. In this paper, we proposed a lightweight convolutional neural network (CNN) model using separable convolution which helps to reduce trainable parameters of the model. Further, Efficient Channel Attention (ECA) mechanism is used to focus on important features. ECA focuses on features channel wise without dimensionality reduction which reduces the computational overhead. Performance of proposed model named as “DIAT-DSCNN-ECA-Net” is evaluated on two datasets such as Galaxy Zoo 2, Galaxy Zoo DECaLS, each having seven different types of galaxies, achieved an accuracy of 90.81% and 94.17% respectively at the cost of 1.8 Mega-Byte model size, 0.13 million parameters, 1.04 Floating Point Operations (FLOPs). The outcomes of the experiments demonstrate that the proposed approach can outperform the existing CNN models.

由于目前和即将进行的巡天观测,观测到的星系数量将空前增加。因此,数据驱动方法已成为解读和评估这些海量数据的主要工具。计算机视觉与深度学习相结合已被证明是识别星系形态的最有效方法,但大多数传统深度学习模型的参数都很大,因此计算成本和过拟合的风险都会增加。在本文中,我们提出了一种使用可分离卷积的轻量级卷积神经网络(CNN)模型,它有助于减少模型的可训练参数。此外,我们还采用了高效通道关注(ECA)机制来关注重要特征。ECA 在不降低维度的情况下聚焦于通道特征,从而减少了计算开销。我们在 Galaxy Zoo 2 和 Galaxy Zoo DECaLS 这两个数据集上对所提出的名为 "DIAT-DSCNN-ECA-Net "的模型进行了性能评估,每个数据集包含七种不同类型的星系,在模型大小为 1.8 兆字节、参数为 0.13 万个、浮点运算次数为 1.04 次的情况下,准确率分别达到了 90.81% 和 94.17%。实验结果表明,所提出的方法优于现有的 CNN 模型。
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引用次数: 0
Study on the time calibration method of the YangBaJing Hybrid Array 杨巴晶混合阵列的时间校准方法研究
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-09 DOI: 10.1007/s10509-024-04299-2
Shaozhang Zhao, Tianlu Chen, Qi Gao, Youliang Feng

The YangBaJing Hybrid Array (YBJ-HA) is located at the Yangbajing international cosmic ray observatory, Tibet, China. It consists of 115 scintillation detectors (SDs) and 16 underground water Cherenkov muon detectors (MDA). Its main physical goal is to observe the (gamma )-ray sources in the 100 TeV energy region, so the array must have very good pointing accuracy. To achieve this performance, the time response of the scintillator detectors must have high consistency. This paper introduces a characteristic plane method (offline calibration method) to calibrate the time of each scintillator detector and uses the moon shadow analysis results to test the time calibration accuracy.

羊八井混合阵列(YBJ-HA)位于中国西藏羊八井国际宇宙线观测站。它由115个闪烁探测器(SD)和16个地下水切伦科夫μ介子探测器(MDA)组成。它的主要物理目标是观测100 TeV能量区的(γ)射线源,因此阵列必须具有非常好的指向精度。要实现这一性能,闪烁探测器的时间响应必须具有很高的一致性。本文介绍了一种特征平面法(离线校准法)来校准每个闪烁探测器的时间,并利用月影分析结果来检验时间校准的准确性。
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引用次数: 0
Carbon-chain chemistry in the interstellar medium 星际介质中的碳链化学反应
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-08 DOI: 10.1007/s10509-024-04292-9
Kotomi Taniguchi, Prasanta Gorai, Jonathan C. Tan

The presence of carbon-chain molecules in the interstellar medium (ISM) has been known since the early 1970s and (>130) such species have been identified to date, making up (sim 43)% of the total of detected ISM molecules. They are prevalent not only in star-forming regions in our Galaxy but also in other galaxies. These molecules provide important information on physical conditions, gas dynamics, and evolutionary stages of star-forming regions. Larger species of polycyclic aromatic hydrocarbons (PAHs) and fullerenes (C60 and C70), which may be related to the formation of the carbon-chain molecules, have been detected in circumstellar envelopes around carbon-rich Asymptotic Giant Branch (AGB) stars and planetary nebulae, while PAHs are also known to be a widespread component of the ISM in most galaxies. Recently, two line survey projects toward Taurus Molecular Cloud-1 with large single-dish telescopes have detected many new carbon-chain species, including molecules containing benzene rings. These new findings raise fresh questions about carbon-bearing species in the Universe. This article reviews various aspects of carbon-chain molecules, including observational studies, chemical simulations, quantum calculations, and laboratory experiments, and discusses open questions and how future facilities may answer them.

自20世纪70年代初以来,人们就知道星际介质(ISM)中存在碳链分子,迄今为止已经发现了130种碳链分子,占检测到的ISM分子总数的%。它们不仅普遍存在于我们银河系的恒星形成区,也存在于其他星系。这些分子为了解恒星形成区的物理条件、气体动力学和演化阶段提供了重要信息。在富碳渐变巨枝(AGB)恒星和行星状星云周围的星环包层中探测到了较大种类的多环芳烃(PAHs)和富勒烯(C60 和 C70),它们可能与碳链分子的形成有关。最近,两个利用大型单碟望远镜对金牛座分子云-1进行的测线项目探测到了许多新的碳链物种,包括含有苯环的分子。这些新发现提出了有关宇宙中含碳物种的新问题。这篇文章回顾了碳链分子的各个方面,包括观测研究、化学模拟、量子计算和实验室实验,并讨论了悬而未决的问题以及未来的设施如何解答这些问题。
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引用次数: 0
Understanding the long-term evolution of green line coronal emission and its relation to the sunspots 了解绿线日冕辐射的长期演变及其与太阳黑子的关系
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-08 DOI: 10.1007/s10509-024-04300-y
Jacob Oloketuyi, Yu Liu, Abouazza Elmhamdi, Fengrong Zhu, Linhua Deng

Significant association between flux emergence and the complexity of the involved processes in the solar corona could be substantial in estimating magnetic field activities and related driving mechanisms. In this study, we analysed solar magnetic activity in the time period between 1939 and 2022, covering solar cycles 17 to the present cycle 25. Our study was principally based on green coronal intensity, which was calculated using observations collected from a global network of coronal stations. Specifically, we utilized the homogenized Fe XIV 530.3 nm coronal emission line provided by the Astronomical Institute of the Slovak Academy of Sciences, as well as of the International Sunspot number index. The analyses were carried out using the Cross-Correlation and Empirical Mode Decomposition techniques. Firstly, the study found that there are strong and positive correlations between the two indices, with high coefficients specifically during the examined solar cycles. Secondly, the empirical mode decomposition technique reveals unique properties of the intrinsic mode functions (IMFs), highlighting distinctions between the emergence of sunspots and green coronal emissions based on their various modulations. Indeed, these IMFs are most likely closely linked to the magnetic flux rope structure and indirectly connected with the emergence of sunspot events. The observed lag between MCI and the SSN could potentially be linked to the dynamics between coronal response time and the evolutions of active regions. Furthermore, there is a steady decrease observed in the green coronal index from solar cycle 17 to the current cycle 25 that could be attributed to waning behaviour of solar magnetic field strength. This decline can also be regarded as evidence of the Centennial Gleissberg solar activity cycle during the descending phase. Interestingly, the green coronal index exhibits a significant degree of phase synchronization with sunspot numbers, suggesting that the intricate relationship between green coronal intensity and sunspot numbers can be potentially driven by processes such as heating, the formation of active coronal regions, and the emergence of magnetic flux.

磁通量的出现与日冕中相关过程的复杂性之间的重要联系,可能对估算磁场活动和相关驱动机制具有重要意义。在这项研究中,我们分析了 1939 年至 2022 年期间的太阳磁场活动,涵盖太阳周期 17 到目前的周期 25。我们的研究主要基于绿色日冕强度,该强度是通过全球日冕站网络收集的观测数据计算得出的。具体来说,我们利用了斯洛伐克科学院天文研究所提供的同质化的 Fe XIV 530.3 nm 日冕发射线以及国际太阳黑子数量指数。分析采用了交叉相关和经验模式分解技术。首先,研究发现这两个指数之间存在很强的正相关性,特别是在所研究的太阳周期中系数很高。其次,经验模式分解技术揭示了本征模式函数(IMFs)的独特性质,根据它们的不同调制,突出了太阳黑子的出现和绿色日冕辐射之间的区别。事实上,这些 IMFs 很可能与磁通量绳结构密切相关,并与太阳黑子事件的出现间接相关。观测到的 MCI 和 SSN 之间的滞后可能与日冕响应时间和活动区演变之间的动态关系有关。此外,从太阳周期 17 到当前的太阳周期 25,绿色日冕指数持续下降,这可能与太阳磁场强度减弱有关。这种下降也可被视为百年格里斯伯格太阳活动周期处于下降阶段的证据。有趣的是,绿日冕指数与太阳黑子数量在很大程度上呈现出相位同步性,这表明绿日冕强度与太阳黑子数量之间错综复杂的关系可能是由加热、活跃日冕区的形成和磁通量的出现等过程驱动的。
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引用次数: 0
Search and study of young infrared stellar clusters 年轻红外星团的搜索与研究
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-05 DOI: 10.1007/s10509-024-04298-3
Naira Azatyan

The main aim of this paper is to study both the Interstellar Medium (ISM) and the young stellar population in the three star-forming regions, namely IRAS 05137+3919, 05168+3634, and 19110+1045. The study of the ISM includes determination of the hydrogen column density (N(H2)) and dust temperature (Td) in the regions using modified blackbody fitting. The main parameters of the identified and classified young stellar objects (YSOs) belonging to the regions were determined by comparing with the radiation-transfer models. We also constructed a color–magnitude diagram to compare the parameters of the YSOs with the results of the radiative-transfer models. The three stellar populations appear to have formed under different scenarios. In the cases of IRAS 05137+3919 and IRAS 05168+3634, the age spread is considerably wider, suggesting that the stellar population likely emerged from independent condensations. In contrast, the third region comprises a pair of ultracompact HII regions (UCHIIs), G45.12+0.13 and G45.07+0.13, with a notably smaller age spread. This hints at the possibility that these clusters originated from a single triggering event.

本文的主要目的是研究三个恒星形成区(即 IRAS 05137+3919、05168+3634 和 19110+1045)中的星际介质(ISM)和年轻恒星群。对 ISM 的研究包括利用改进的黑体拟合方法测定这些区域的氢柱密度(N(H2))和尘埃温度(Td)。通过与辐射传输模型进行比较,确定了属于这些区域的已识别和分类的年轻恒星天体(YSO)的主要参数。我们还绘制了色-星等图,将年轻恒星天体的参数与辐射传递模型的结果进行比较。这三个恒星群似乎是在不同的情况下形成的。在IRAS 05137+3919和IRAS 05168+3634的情况下,年龄分布范围要大得多,这表明恒星群很可能是由独立的凝聚作用形成的。相比之下,第三个区域由一对超紧密 HII 区(UCHIIs)组成,即 G45.12+0.13 和 G45.07+0.13,它们的年龄分布明显较小。这暗示了这些星团起源于单一触发事件的可能性。
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引用次数: 0
Polarization variability of blazars in the optical emission 光学发射中炽星的偏振变化
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-03 DOI: 10.1007/s10509-024-04293-8
Yu-Hai Yuan, Guan-Zhu Ding, Feng-Jie Wu

Polarization studies in blazars are effective tools for analyzing the emission composition and the relativistic jet. In this work, we collected photometric and polarization data from the Steward Observatory Blazar Monitoring Program and performed the following studies. (1) Among the 10 target sources, 8 sources exhibit correlations between the polarization variability ((P)) and (V)-lightcurves ((F_{V})). (2) When we use the multiorder power law function to fit (P) and (F_{V}), we obtain several parameters, including the brightening timescale ((Delta T_{b})) and the dimming timescale ((Delta T_{d})). In the brightening stage, (Delta T_{P|b}) and (Delta T_{F|b}) were correlated, with a correlation coefficient of (r=0.45), and a chance probability of (p=0.30%). In the dimming stage, (Delta T_{P|d}) and (Delta T_{F|d}) exhibited weak correlations. (3) To analyze the origin of the polarization, we study the dependence of polarization on spectral index.

对炽星的偏振研究是分析发射成分和相对论喷流的有效工具。在这项工作中,我们从Steward天文台的类星体监测计划中收集了测光和偏振数据,并进行了以下研究。(1)在10个目标源中,有8个源的偏振变率((P))和(V)-光曲线((F_{V}))之间存在相关性。(2) 当我们使用多阶幂律函数来拟合(P)和(F_{V})时,我们得到了几个参数,包括增亮时间尺度((Delta T_{b}))和减弱时间尺度((Delta T_{d}))。在变亮阶段,(Delta T_{P|b})和(Delta T_{F|b})是相关的,相关系数为(r=0.45),概率为(p=0.30%)。在调光阶段,(Delta T_{P|d})和(Delta T_{F|d})表现出弱相关性。(3) 为了分析极化的起源,我们研究了极化对光谱指数的依赖性。
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引用次数: 0
Analysing orbits around the Moon for the Garatéa-L Mission 为 Garatéa-L 任务分析绕月轨道
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-02 DOI: 10.1007/s10509-024-04297-4

Abstract

Recently, we have seen a series of space missions to the Moon and asteroids, whether for exploratory or scientific purposes, with possibilities of a lot of profitability in a sustainable way. Given this scenario, the Garatéa-L Mission (from the Brazilian original people language Tupi-Guarani, “Search for Life”) stands out, a genuinely Brazilian mission, whose main objective is to place a 6U brazilian cubeSat in orbit around the Moon, in 2024 or 2025, with the aim of carrying out experiments in astrobiology and studying the Aitken Basin, a basin located at the lunar south pole. In this context, the main goal of the present work is to study the orbits that meet the needs of the mission, obeying the necessary parameters of 300 km of periselene and 3000 km of aposelene. The system is formed by the Moon (the central body) and its gravitational coefficients, (J_{2}) , (J_{3}) and (C_{22}) , the Earth as the perturbing body and a particle (cubesat). As a result, we obtained a sample of orbits that meets the requirements of the mission, their lifetimes in the region of interest and the evolution of the semi-major axis and eccentricity for each value of the inclination analysed. The results showed that the largest number of orbits with the longest lifetime have inclinations of 60° and 65°, with a semi-major axis of 3460 km and an eccentricity of approximately 0.38, remaining in the mission’s region of interest for an approximate period of 180 days.

摘要 最近,我们看到了一系列前往月球和小行星的太空任务,无论是出于探索目的还是科 学目的,都有可能以可持续的方式获得大量利润。在这种情况下,Garatéa-L 任务(来自巴西原住民图皮-瓜拉尼语,意为 "寻找生命")脱颖而出,这是一项真正的巴西任务,其主要目标是在 2024 年或 2025 年将一颗 6U 巴西立方体卫星送入绕月轨道,目的是进行天体生物学实验和研究艾特肯盆地(位于月球南极的一个盆地)。在这种情况下,目前工作的主要目标是研究符合飞行任务需要的轨道,遵守必要的参数,即 300 千米的近月面和 3000 千米的远月面。该系统由月球(中心体)及其引力系数(J_{2})、(J_{3})和(C_{22})、作为扰动体的地球和一个粒子(立方体卫星)组成。因此,我们获得了符合任务要求的轨道样本、它们在相关区域的寿命以及所分析的每个倾角值的半长轴和偏心率的演变情况。结果表明,轨道数量最多、寿命最长的轨道倾角为 60°和 65°,半主轴为 3460 千米,偏心率约为 0.38,在飞行任务相关区域停留的时间约为 180 天。
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引用次数: 0
Alfvén resonance on Kelvin-Helmholtz vortices at the Earth’s magnetopause 地球磁层顶开尔文-赫尔姆霍兹涡旋的阿尔芬共振
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-02 DOI: 10.1007/s10509-024-04294-7

Abstract

The Alfvén resonance is an extensively observed phenomenon in astrophysics, playing a crucial role in understanding energy transfer, macroscopic structure, and evolutionary processes within celestial environments such as the magnetospheres of stars, planets, and other astrophysical objects. In this work, we investigate the spatial and temporal distribution of the Alfvén resonance points during the evolution of Kelvin-Helmholtz instability (KHI) at Earth’s dusk-flank magnetopause in numerical MHD simulation. The results show that, there is no appearance of the Alfvén resonance points (P_{AR}) during the linear phase. In the early nonlinear phase, the Alfvén resonance points (P_{AR}) , whose duration time is approximately (Delta {t_{1}} sim 3{t_{A}}) , looks like the “eyelid” of the KH vortex. During the nonlinear growth phase, the Alfvén resonance points (P_{AR}) , whose duration time is about (Delta {t_{2}} sim 6{t_{A}}) , appear at both the “eyelid” and the outer “corner” of the KH vortex. The Alfvén resonance phenomenon disappears with the decay of KH vortex.

摘要 Alfvén共振是天体物理学中一种被广泛观测到的现象,对于理解恒星、行星和其他天体的磁层等天体环境中的能量传递、宏观结构和演化过程起着至关重要的作用。在这项工作中,我们通过 MHD 数值模拟研究了地球黄昏侧磁层顶开尔文-赫尔姆霍兹不稳定性(KHI)演化过程中阿尔弗文共振点的时空分布。结果表明,在线性阶段没有出现阿尔芬共振点 (P_{AR})。在早期非线性阶段,阿尔弗共振点(P_{AR})的持续时间约为(Delta {t_{1}} sim 3{t_{A}} ),看起来像 KH 涡旋的 "眼睑"。在非线性增长阶段,Alfvén 共振点 (P_{AR}) 的持续时间约为(Delta {t_{2}} sim 6{t_{A}}) ,同时出现在 KH 涡旋的 "眼睑 "和外 "角 "处。阿尔芬共振现象随着 KH 涡旋的衰减而消失。
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引用次数: 0
Hilbert repulsion in the Kerr–Newman anti-de Sitter spacetime 克尔-纽曼反德西特时空中的希尔伯特斥力
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-04-01 DOI: 10.1007/s10509-024-04304-8
Chiging Lasa Polo, Heisnam Shanjit Singh
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引用次数: 0
Spin-orbit coupling dynamics in a planar synchronous binary asteroid 平面同步双小行星中的自旋轨道耦合动力学
IF 1.9 4区 物理与天体物理 Q2 Physics and Astronomy Pub Date : 2024-03-18 DOI: 10.1007/s10509-024-04291-w
Bo-Sheng Li, Pan Tan, Xi-Yun Hou

Purpose: The 1:1 spin-orbit resonance phenomenon is widely observed in binary asteroid systems. We aim to investigate the intrinsic dynamic mechanism behind the phenomenon under the coupled influence of the secondary’s rotation and orbital motion. Methods: The planar sphere–ellipsoid model is used to approximate the synchronous binary asteroid. The Lindstedt–Poincaré method is applied on the spin-orbit problem to find its explicit quasi-periodic solution. Results: Numerical simulations demonstrate that analytical solutions truncated at high orders are accurate enough to describe the orbital and rotational motions of the synchronous binary asteroid. With the help of the solution, we are able to identify in a more accurate way the stable region for the synchronous state by using the Lyapunov characteristic exponent. Moreover, the resonances that determine the boundary of the stability region are identified. Conclusion: The stable synchronous state requires a small eccentricity (e) of the mutual orbit but permits a large libration angle (theta ) of the secondary. The anti-correlation of (theta ) and (e) is confirmed. The stable region for a very elongated secondary is small, which helps explain the lack of such secondaries in observations (see Table 1 in Pravec et al. in Icarus 267:267–295, 2016). Findings of this study provide insights into the inherent dynamics that determine the rotational states of a synchronous binary asteroid.

目的:在双小行星系统中广泛观测到 1:1 自旋轨道共振现象。我们旨在研究在次级星自转和轨道运动的耦合影响下,该现象背后的内在动力机制。研究方法使用平面球-椭圆体模型来近似同步双小行星。在自旋轨道问题上应用 Lindstedt-Poincaré 方法找到其明确的准周期解。结果:数值模拟证明,高阶截断的解析解足以精确描述同步双小行星的轨道和旋转运动。在该解法的帮助下,我们能够利用李雅普诺夫特征指数更准确地确定同步状态的稳定区域。此外,还确定了决定稳定区域边界的共振。结论稳定的同步状态要求相互轨道有较小的偏心率,但允许次级轨道有较大的天平角。(theta )和(e)的反相关性得到了证实。非常细长的次级星的稳定区域很小,这有助于解释为什么在观测中缺乏这样的次级星(见 Pravec 等人在 Icarus 267:267-295, 2016 中的表 1)。这项研究的结果为了解决定同步双小行星旋转状态的内在动力学提供了深入的见解。
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引用次数: 0
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