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Optical optimization of a multi-slit extreme ultraviolet spectrograph for global solar corona diagnostics 用于全球日冕诊断的多狭缝极紫外摄谱仪的光学优化
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-21 DOI: 10.1007/s10686-024-09961-9
Yufei Feng, Xianyong Bai, Sifan Guo, Hui Tian, Lami Chan, Yuanyong Deng, Qi Yang, Wei Duan, Xiaoming Zhu, Xiao Yang, Zhiwei Feng, Zhiyong Zhang

The spatial-temporal evolution of coronal plasma parameters of the solar outer atmosphere at global scales, derived from solar full-disk imaging spectroscopic observation in the extreme-ultraviolet band, is critical for understanding and forecasting solar eruptions. We propose a multi-slits extreme ultraviolet imaging spectrograph for global coronal diagnostics with high cadence and present the preliminary instrument designs for the wavelength range from 18.3 to 19.8 nm. The instrument takes a comprehensive approach to obtain global coronal spatial and spectral information, improve the detected cadence and avoid overlapping. We first describe the relationship between optical properties and structural parameters, especially the relationship between the overlapping and the number of slits, and give a general multi-slits extreme-ultraviolet imaging spectrograph design process. The multilayer structure is optimized to enhance the effective areas in the observation band. Five distantly-separated slits are set to divide the entire solar field of view, which increase the cadence for raster scanning the solar disk by 5 times relative to a single slit. The spectral resolving power of the optical system with an aperture diameter of 150 mm are optimized to be greater than 1461. The spatial resolution along the slits direction and the scanning direction are about (4.4^{prime prime }) and (6.86^{prime prime }), respectively. The Al/Mo/B(_4)C multilayer structure is optimized and the peak effective area is about 1.60 cm(^2) at 19.3 nm with a full width at half maximum of about 1.3 nm. The cadence to finish full-disk raster scan is about 5 minutes. Finally, the instrument performance is evaluated by an end-to-end calculation of the system photon budget and a simulation of the observational image and spectra. Our investigation shows that this approach is promising for global coronal plasma diagnostics.

通过极紫外波段太阳全盘成像光谱观测得出的全球尺度太阳外层大气日冕等离子体参数的时空演变,对于理解和预报太阳爆发至关重要。我们提出了一种用于全球日冕高频诊断的多狭缝极紫外成像光谱仪,并介绍了波长范围为 18.3 至 19.8 纳米的初步仪器设计。该仪器采用一种综合方法来获取全球日冕空间和光谱信息,提高探测速度并避免重叠。我们首先描述了光学特性与结构参数之间的关系,特别是重叠与狭缝数量之间的关系,并给出了一般多狭缝极紫外成像摄谱仪的设计过程。通过优化多层结构,提高了观测波段的有效面积。设置了五个相距较远的狭缝来划分整个太阳视场,与单个狭缝相比,光栅扫描太阳圆盘的速度提高了 5 倍。光圈直径为 150 毫米的光学系统的光谱分辨率经优化后大于 1461。沿狭缝方向和扫描方向的空间分辨率分别约为(4.4^{prime prime }) 和(6.86^{prime prime }) 。Al/Mo/B(_4)C 多层结构经过优化,在 19.3 纳米处的峰值有效面积约为 1.60 cm(^2) ,半最大全宽约为 1.3 纳米。完成全盘光栅扫描的时间约为 5 分钟。最后,通过对系统光子预算的端到端计算以及对观测图像和光谱的模拟,对仪器性能进行了评估。我们的研究表明,这种方法在全球日冕等离子体诊断方面大有可为。
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引用次数: 0
Application of machine learning method for energy reconstruction on space based high granularity calorimeter 将机器学习方法应用于基于空间的高粒度热量计的能量重构
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-19 DOI: 10.1007/s10686-024-09957-5
C. L. Liao, Z. Quan, Y. W. Dong, M. Xu., C. Zhang, J. J. Wang, X. G. Yang, Q. Wu, J. Y. Sun, X. Liu., Z. G. Wang., R. J. Wang.

The High Energy Cosmic-Radiation Detection Facility (HERD) is dedicated to achieving several scientific objectives, including the search for dark matter, precise measurement of the cosmic ray spectrum, and gamma-ray sky survey observations. HERD’s innovative design incorporates a three-dimensional imaging calorimeter with five sensitive faces, significantly enhancing geometric acceptance. However, this design introduces a new challenge for reconstructing particles incident from all directions. This article aims to integrate rapidly advancing deep learning techniques into the reconstruction task. Utilizing simulation data, Deep Neural Networks (DNN), Convolutional Neural Networks (CNN), and other deep learning networks are employed to reconstruct the energy of isotropic electrons. Model performance sees a significant boost through the application of end-layer visible energy correction and a “multi-class multi-prediction” approach, involving different models trained for distinct energy ranges. Moreover, recognizing differences between simulation and physical samples, the model is validated using the beam test data. The model predicts an energy resolution of better than 1% for simulation isotropic electrons ranging from 10 to 1000 GeV. In the case of beam data, the model achieves an energy resolution of 1.3% at 200 GeV, comparable to traditional methods. The results demonstrate the significant potential of deep learning in the reconstruction of three-dimensional calorimeters.

高能宇宙辐射探测设施(HERD)致力于实现若干科学目标,包括寻找暗物质、精确测量宇宙射线频谱和伽马射线巡天观测。HERD 的创新设计包括一个具有五个敏感面的三维成像量热计,大大提高了几何接受能力。然而,这种设计为重建从各个方向入射的粒子带来了新的挑战。本文旨在将快速发展的深度学习技术整合到重建任务中。利用模拟数据,采用深度神经网络(DNN)、卷积神经网络(CNN)和其他深度学习网络来重建各向同性电子的能量。通过应用末端层可见能量校正和 "多类多预测 "方法(包括针对不同能量范围训练的不同模型),模型性能得到显著提升。此外,考虑到模拟样本和物理样本之间的差异,还利用光束测试数据对模型进行了验证。该模型预测模拟各向同性电子的能量分辨率优于 1%,范围从 10 GeV 到 1000 GeV。在束流数据的情况下,该模型在 200 GeV 时的能量分辨率为 1.3%,与传统方法相当。这些结果证明了深度学习在重建三维量热计方面的巨大潜力。
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引用次数: 0
Light-tracing based surface deformation measurement strategy for large radio telescopes 基于光跟踪的大型射电望远镜表面形变测量战略
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-18 DOI: 10.1007/s10686-024-09960-w
Zihan Zhang, Dejin Yang, Qian Ye, Na Wang

With the increasing aperture as well as the observation frequency of radio telescopes in the current period, the deformation caused by time-varying loads such as temperature and wind has been emphasized. Existing methods for measuring deformations often fall short in meeting the demands of full attitude coverage, quasi-real-time response, and high accuracy. This study introduces a novel geometric-optical measurement approach based on light-tracing. Diverging from traditional methods, this approach doesn’t directly measure the surface deformation of the main reflector. Instead, it creates a more easily measurable variable and establishes a mapping relationship between this variable and the main reflector deformation. In this innovative scheme, multiple laser modules are strategically positioned on the main reflector, treating the sub reflector as a spot projection surface. When the panel is displaced, the spot on the projection surface will follow and be displaced. In practice, the main reflector deformation can be solved by recording the position change of the light spots on the projection surface and utilizing the inverse reconstruction model. Besides, effective strategies are proposed to improve the robustness of the scheme. Next, the accuracy and real-time performance of the proposed method are verified through simulations and experiments. Results indicate that the proposed approach presents a fresh perspective to enhance the efficiency and precision of deformation measurements for large-aperture antennas.

现阶段,随着射电望远镜口径的增大以及观测频率的提高,温度和风等时变载荷引起的变形问题受到重视。现有的变形测量方法往往无法满足全姿态覆盖、准实时响应和高精度的要求。本研究介绍了一种基于光跟踪的新型几何光学测量方法。与传统方法不同,这种方法不直接测量主反射器的表面变形。相反,它创建了一个更容易测量的变量,并建立了该变量与主反射镜变形之间的映射关系。在这一创新方案中,多个激光模块战略性地安装在主反射镜上,将副反射镜视为光斑投影面。当面板发生位移时,投影面上的光点也会跟着发生位移。在实际应用中,可以通过记录投影面上光点的位置变化并利用逆重构模型来解决主反射镜变形问题。此外,还提出了提高方案鲁棒性的有效策略。接下来,通过模拟和实验验证了所提方法的准确性和实时性。结果表明,所提出的方法为提高大孔径天线形变测量的效率和精度提供了一个全新的视角。
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引用次数: 0
A thermo-optical test device utilizing the 100-m x-ray test facility 利用 100 米 X 射线测试设备的热光学测试装置
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-13 DOI: 10.1007/s10686-024-09959-3
Jia Ma, Yusa Wang, Zijian Zhao, Dongjie Hou, Juan Wang, Xiongtao Yang, Yuxuan Zhu, Jianchao Feng, Xiaofan Zhao, Weiwei Cui, Yanji Yang, Yong Chen, Xiaofeng Zhang

X-ray mirror modules are the core components of X-ray astronomy research, which can focus X-rays from space and significantly improve detection sensitivity. This X-ray optical device are typically composed of nested multiple mirror shells and require maintaining a constant working temperature. Due to the thin-walled structure of the mirror shells and the fact that the inner surface reflects X-rays, direct contact temperature control is not feasible, making temperature control challenging. To evaluate the thermo-optical performance of the mirrors, based on the 100-m X-ray Test Facility (100XF) of the Institute of High Energy Physics (IHEP), a thermo-optical test device with high cleanliness was developed in this study. This system enables precise control of the mirror temperature and synchronous testing of X-ray performance, establishing the unique X-ray thermo-optical testing capability in China. The system consists of a high cleanliness level thermal sink, a liquid nitrogen circuit, multi-layer insulation, a temperature controller, and low-temperature probes. This system has demonstrated the capability to test the thermo-optical performance of X-ray mirror modules and has successfully conducted thermo-optical tests on the mirror module of the follow-up X-ray telescope (FXT) payload onboard the Einstein Probe (EP), achieving precise temperature control of the X-ray mirrors and testing its X-ray optical performance at different operating temperatures. The thermo-optical performance of the mirror module obtained from the thermal tests has been verified in-orbit. This paper provides a detailed description of the design, development, and validation of this system, as well as an overview of the results of the thermo-optical tests conducted on the FXT.

X 射线镜面模块是 X 射线天文学研究的核心部件,可以聚焦来自太空的 X 射线,并显著提高探测灵敏度。这种 X 射线光学设备通常由嵌套的多个镜壳组成,需要保持恒定的工作温度。由于镜壳的薄壁结构和内表面反射 X 射线的事实,直接接触式温度控制并不可行,因此温度控制具有挑战性。为了评估反射镜的热光学性能,本研究以高能物理研究所(IHEP)的 100 米 X 射线测试设备(100XF)为基础,开发了一种高洁净度的热光学测试装置。该系统实现了镜面温度的精确控制和 X 射线性能的同步测试,建立了国内独有的 X 射线热光学测试能力。该系统由高洁净度散热器、液氮回路、多层绝缘体、温度控制器和低温探头组成。该系统已具备X射线镜面模块的热光学性能测试能力,并成功对爱因斯坦探测器(EP)搭载的后续X射线望远镜(FXT)有效载荷的镜面模块进行了热光学测试,实现了对X射线镜面的精确温度控制,测试了其在不同工作温度下的X射线光学性能。通过热测试获得的反射镜模块的热光学性能已在轨道上得到验证。本文详细介绍了该系统的设计、开发和验证,并概述了在 FXT 上进行的热光学测试的结果。
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引用次数: 0
Using SRG/eROSITA to predict soft proton induced ATHENA backgrounds 利用 SRG/eROSITA 预测软质子诱导的 ATHENA 背景
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-12 DOI: 10.1007/s10686-024-09956-6
Emanuele Perinati, Michael J. Freyberg, Michael C. H. Yeung, Konrad Dennerl, Christian Pommranz, Bastian Heß, Sebastian Diebold, Chris Tenzer, Andrea Santangelo

Soft protons populating the space environment have affected the performance of the X-ray detectors on board Chandra and XMM-Newton, and they pose a threat for future high energy astrophysics missions with larger aperture, such as ATHENA. In this paper, we aim to predict the soft proton induced ATHENA backgrounds from the modelling of the orbital flux obtained using eROSITA on board SRG. To this end, we analysed the background measured by eROSITA and with the help of simulations we defined a range of values for the potential count-rate of quiet-time soft protons focused through the mirror shells. We used it to derive an estimate of the orbital soft proton flux, from which the induced background for the WFI and X-IFU detectors can be predicted, assuming ATHENA in the same L2-orbit as SRG. The scaling, based on the computed proton transmission yields of the optics and optical/thermal filters, indicates that the soft proton induced WFI and X-IFU backgrounds could be expected within the requirement. Regardless of where ATHENA will be placed (L1 or L2), our analysis also suggests that increasing somewhat the thickness of the WFI optical blocking filter, e.g. by (sim )30%, would help to further reduce the soft proton flux onto the detector, which might be worth in case the planned magnetic diverters perform worse than expected due to soft proton neutralisation at the mirror level.

空间环境中充斥的软质子影响了钱德拉和 XMM-Newton 上 X 射线探测器的性能,并对 ATHENA 等未来具有更大孔径的高能天体物理学任务构成威胁。在本文中,我们的目的是通过使用 SRG 上的 eROSITA 获得的轨道通量建模来预测软质子诱导的 ATHENA 背景。为此,我们分析了 eROSITA 测得的背景,并在模拟的帮助下确定了通过镜壳聚焦的安静时软质子潜在计数率的取值范围。假定 ATHENA 与 SRG 处于相同的 L2 轨道上,我们利用它得出了轨道软质子通量的估计值,并据此预测了 WFI 和 X-IFU 探测器的诱导本底。根据光学和光学/热学滤波器的质子透射率计算得出的比例表明,软质子诱导的 WFI 和 X-IFU 背景预计不会超出要求。无论ATHENA将被放置在哪里(L1还是L2),我们的分析还表明,在一定程度上增加WFI光学阻挡滤波器的厚度,例如增加(sim )30%,将有助于进一步减少探测器上的软质子通量。
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引用次数: 0
Analysis of long term atmospheric properties for Eastern Anatolia observatory (DAG) site 东安纳托利亚观测站(DAG)站点的长期大气特性分析
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-10-08 DOI: 10.1007/s10686-024-09952-w
Funda Yuzlukoglu, Cahit Yesilyaprak, Kazım Kaba, Tuba Ikiz, Mohammad Shameoni Niaei

Eastern Anatolia Observatory (DAG), located at 39.78 degrees North latitude (N) and 41.23 degrees East longitude (E) with 3170 m altitude above the sea level in the east part of Türkiye, having the first 4m class infrared (IR) telescope. DAG telescope is not only the largest telescope in Türkiye but also the most important telescope in the northern hemisphere because it also covers a large observational gap thanks to its location over the World. The atmospheric conditions of the DAG site have a major impact on the quality of observations in ground-based astronomy. The atmospheric conditions of an observatory site being effective and important for both optical and infrared observations is a key parameter in assessing the performance of astronomic observations and observatory sites. In this study, as an observatory site, a detailed long-term atmospheric and astronomical analysis of DAG site were presented for near-infrared observations, especially. Within the scope of basic atmospheric and astronomical parameters, it has been revealed that the DAG site is an observatory site with a great astronomical observation potential, due to its location, robust infrastructure, astronomical and atmospheric properties originating from geography.

东安纳托利亚天文台(DAG)位于北纬 39.78 度,东经 41.23 度,海拔 3170 米,地处土耳其东部,拥有第一台 4 米级红外望远镜。DAG 望远镜不仅是土耳其最大的望远镜,也是北半球最重要的望远镜,因为它位于世界的上空,覆盖了很大的观测范围。DAG 观测站的大气条件对地基天文学的观测质量有重大影响。观测站点的大气条件对光学和红外观测都非常有效和重要,是评估天文观测和观测站点性能的一个关键参数。在本研究中,作为一个观测站点,对 DAG 观测站点进行了详细的长期大气和天文分析,尤其是近红外观测。在基本大气和天文参数的范围内,研究表明,DAG 观测站由于其地理位置、健全的基础设施、源于地理的天文和大气特性,是一个具有巨大天文观测潜力的观测站。
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引用次数: 0
Study of the relationship between metrological characterization and angular resolution in grazing-incidence X-ray optics 掠入射 X 射线光学中计量特征与角度分辨率之间关系的研究
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-24 DOI: 10.1007/s10686-024-09955-7
L. Q. Qi, Y. X. Zhu, X. Z. Ding, Y. P. Xu, D. F. Wang, T. X. Chen, D. Z. Diao, F. G. Yang, G. Li, D. Xie, Y. S. Wang, S. Yang, T. Luo, M. Y. Ge, Z. W. Li

The grazing-incidence optics with Wolter-I type geometry is commonly used in X-ray astronomy. The manufacturing technologies are still under development for future space missions to fulfill the stringent performance requirements with reduced weight and cost, e.g. the planned enhanced X-ray Timing and Polarimetry Mission. To improve the manufacturing process, it is necessary to study the relationship between metrological characterization and angular resolution via ray-optics or wave-optics models. The model calculations produce inconsistent results depending on the characteristics of wide-band surface errors, which require validation before their application in the Wolter-I type optics. In this work, two samples of the single-reflection mirrors with an elliptical shape are produced to validate the models. The first sample uses the Aluminum alloy substrate and the second sample uses the Aluminum alloy coated with Nickel-Phosphorous as the substrate. Tungsten is coated on both substrates to increase the X-ray reflectivity. The metrological characterization is inspected using the Fizeau interferometer and 3D optical profiler. The X-ray calibration of the mirror is performed in the 100-m X-ray Test Facility of Institute of High Energy Physics using the Color X-ray Camera. Both ray-optics and wave-optics models are validated in a wide scope of applications from smooth to relatively rough surfaces. The proper treatments of the metrological data are required as input to the model calculations: the post-fit distribution of figure errors, the micro-roughness defined in a specific frequency band, and the smoothed power spectral density of the surface errors. The validated models can be further applied in Wolter-I optics to predict mirror performances or to provide precision processing requirements.

具有 Wolter-I 型几何形状的掠入射光学器件通常用于 X 射线天文学。目前仍在为未来的空间任务开发制造技术,以满足严格的性能要求,同时减轻重量和降低成本,例如计划中的增强型 X 射线定时和测极任务。为了改进制造工艺,有必要通过射线光学或波光学模型研究计量特征与角度分辨率之间的关系。根据宽波段表面误差的特点,模型计算会产生不一致的结果,在应用于 Wolter-I 型光学器件之前需要对其进行验证。在这项工作中,制作了两个椭圆形单反射镜样品来验证模型。第一个样品使用铝合金基板,第二个样品使用涂有镍磷的铝合金作为基板。两个基板上都涂有钨,以提高 X 射线反射率。使用菲佐干涉仪和三维光学轮廓仪检测计量特性。反射镜的 X 射线校准是在高能物理研究所的 100 米 X 射线测试设施中使用彩色 X 射线照相机进行的。射线光学和波光学模型在从光滑表面到相对粗糙表面的广泛应用中都得到了验证。作为模型计算的输入,需要对计量数据进行适当处理:数字误差的拟合后分布、特定频带内定义的微粗糙度以及表面误差的平滑功率谱密度。经过验证的模型可进一步应用于 Wolter-I 光学系统,以预测反射镜的性能或提供精密加工要求。
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引用次数: 0
Calibration of spectropolarimetry channel of visible emission line coronagraph onboard Aditya-L1 校准 Aditya-L1 上可见发射线日冕仪的摄谱仪通道
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-13 DOI: 10.1007/s10686-024-09954-8
Venkata Suresh Narra, K. Sasikumar Raja, Raghavendra Prasad B, Jagdev Singh, Shalabh Mishra, Sanal Krishnan V U, Bhavana Hegde S, Utkarsha D., Natarajan V, Pawan Kumar S, Muthu Priyal V, Savarimuthu P, Priya Gavshinde, Umesh Kamath P

The magnetic field strength and its topology play an important role in understanding the formation, evolution, and dynamics of the solar corona. Also, it plays a significant role in addressing long-standing mysteries such as coronal heating problem, origin and propagation of coronal mass ejections, drivers of space weather, origin and acceleration of solar wind, and so on. Despite having photospheric magnetograms for decades, we do not have reliable observations of coronal magnetic field strengths today. To measure the coronal magnetic field precisely, the spectropolarimetry channel of the Visible Emission Line Coronagraph (VELC) on board the Aditya-L1 mission is designed. Using the observations of coronal emission line Fe XIII [10747Å ], it is possible to generate full Stokes maps (I, Q, U, and V) that help in estimating the Line-of-Sight (LOS) magnetic field strength and to derive the magnetic field topology maps of solar corona in the Field of View (FOV) (1.05 – 1.5 R(_{odot })). In this article, we summarize the instrumental details of the spectropolarimetry channel and detailed calibration procedures adopted to derive the modulation and demodulation matrices. Furthermore, we have applied the derived demodulation matrices to the observed data in the laboratory and studied their performance.

磁场强度及其拓扑结构对了解日冕的形成、演变和动力学起着重要作用。此外,它在解决日冕加热问题、日冕物质抛射的起源和传播、空间天气的驱动因素、太阳风的起源和加速等长期未解之谜方面也发挥着重要作用。尽管几十年来我们一直拥有光球层磁图,但今天我们还没有可靠的日冕磁场强度观测数据。为了精确测量日冕磁场,设计了 Aditya-L1 飞行任务上的可见发射线日冕仪(VELC)的分光测极仪通道。利用对日冕发射线 Fe XIII [10747Å ]的观测,可以生成完整的斯托克斯图(I、Q、U 和 V),这有助于估算视线(LOS)磁场强度,并得出日冕在视场(FOV)(1.05 - 1.5 R(_{odot }) )内的磁场拓扑图。在这篇文章中,我们总结了分光测极仪信道的仪器细节,以及为得出调制和解调矩阵而采用的详细校准程序。此外,我们还将得出的解调矩阵应用于实验室观测数据,并研究了它们的性能。
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引用次数: 0
Bayesian and convolutional networks for hierarchical morphological classification of galaxies 用于星系分层形态分类的贝叶斯和卷积网络
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-31 DOI: 10.1007/s10686-024-09950-y
Jonathan Serrano-Pérez, Raquel Díaz Hernández, L. Enrique Sucar

In the universe, there are up to 2 trillion galaxies with different features ranging from the number of stars, light spectrum, age, or visual appearance. Consequently, automatic classifiers are required to perform this task; furthermore, as shown by some related works, while greater the number of classes considered, the performance of the classifiers tends to decrease. This work is focused on the morphological classification of galaxies. They can be associated with a subset of 10 classes arranged in a hierarchy derived from the Hubble sequence. The proposed method, Bayesian and Convolutional Neural Networks (BCNN), is composed of two main modules. The first module is a convolutional neural network trained with the images of galaxies, and its predictions feed the second module. The second module is a Bayesian network that evaluates the hierarchy and helps to improve the prediction accuracy by combining the predictions of the first module through probabilistic inference over the Bayesian network. A collection of galaxies sourced from the Principal Galaxies Catalog and the APM Equatorial Catalogue of Galaxies are used to perform the experiments. The results show that BCNN performed better than five CNNs in multiple evaluation measures, reaching the scores 83% in hierarchical F-measure, 78% in accuracy, and 67% in exact match evaluation.

宇宙中有多达 2 万亿个星系,它们具有不同的特征,包括恒星数量、光谱、年龄或视觉外观。因此,需要自动分类器来完成这项任务;此外,正如一些相关工作所显示的,考虑的类别数量越多,分类器的性能就越低。这项工作的重点是星系的形态分类。这些星系可以与根据哈勃序列分级排列的 10 个等级子集相关联。所提出的贝叶斯和卷积神经网络(BCNN)方法由两个主要模块组成。第一个模块是用星系图像训练的卷积神经网络,它的预测结果为第二个模块提供信息。第二个模块是贝叶斯网络,负责评估层次结构,并通过贝叶斯网络上的概率推理将第一个模块的预测结合起来,帮助提高预测精度。实验使用的星系集合来自《主要星系目录》和《APM 星系赤道目录》。结果表明,BCNN 在多个评估指标中的表现优于五种 CNN,在分层 F 指标中达到 83%,在准确度评估中达到 78%,在精确匹配评估中达到 67%。
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引用次数: 0
Astronomical site selection for Antarctica with astro-meteorological parameters 利用天文气象参数为南极洲选择天文观测站点
IF 2.7 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-08-24 DOI: 10.1007/s10686-024-09951-x
N. Aksaker, M. Bayazit, Z. Kurt, S. K. Yerli, A. Aktay, M. A. Erdoğan

The primary objective of this study is to employ Multi-Criteria Decision Analysis (MCDA) and Geographical Information System (GIS) techniques to identify and assess potential sites for astronomical observations in Antarctica. Our study focuses on the development of the Suitability Index for Astronomical Sites in Antarctica (SIASA). This index is formulated by merging data from satellites and models, providing extensive temporal and spatial coverage over two decades. To assess its suitability, we employed a combination of MCDA and GIS techniques, allowing us to evaluate various data, including cloud cover (CC), precipitable water vapor (PWV) levels, elevation, atmospheric temperature and wind speed. Our analysis confirmed the exceptional characteristics of Antarctica: An average of 361 cloud-free days per year, exceptionally low PWV values (0 mm), and an average elevation of 2.300 meters. The stable atmospheric wind profile further enhances its suitability for astronomical observations. Long-term trends and correlations of the data were also studied. SIASA values identified the eastern and inner parts of the Transatlantic Mountains as highly favorable for astronomical observations, while the coastal areas were considered less suitable. The best sites cover 10% of Antarctica in all SIASA scenarios, with Dome A, Ridge A and Dome F having the highest values of all stations. These findings hold considerable importance in planning future astronomical sites on the continent.

本研究的主要目的是采用多标准决策分析(MCDA)和地理信息系统(GIS)技术来确定和评估南极洲天文观测的潜在地点。我们的研究重点是制定南极洲天文观测站点适宜性指数(SIASA)。该指数是通过合并卫星和模型数据制定的,提供了二十年来广泛的时间和空间覆盖范围。为了评估其适用性,我们结合 MCDA 和 GIS 技术,对各种数据进行了评估,包括云层(CC)、可降水水汽(PWV)水平、海拔高度、大气温度和风速。我们的分析证实了南极洲的特殊性:每年平均有 361 天无云,可降水水汽值极低(0 毫米),平均海拔 2.300 米。稳定的大气风廓线进一步提高了天文观测的适宜性。此外,还对数据的长期趋势和相关性进行了研究。SIASA 数值表明,跨大西洋山脉的东部和内部地区非常适合天文观测,而沿海地区则被认为不太适合。在所有 SIASA 方案中,最佳站点覆盖了南极洲的 10%,其中圆顶 A、海脊 A 和圆顶 F 的数值在所有站点中最高。这些发现对于规划南极大陆未来的天文观测站点具有相当重要的意义。
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Experimental Astronomy
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