首页 > 最新文献

Research in Astronomy and Astrophysics最新文献

英文 中文
SFNet: Stellar Feature Network with CWT for Stellar Spectra Recognition SFNet:用于恒星光谱识别的带 CWT 的恒星特征网络
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-18 DOI: 10.1088/1674-4527/ad7364
Hao Fu, Peng Liu, Xuan Qi and Xue Mei
Stellar spectral classification is crucial in astronomical data analysis. However, existing studies are often limited by the uneven distribution of stellar samples, posing challenges in practical applications. Even when balancing stellar categories and their numbers, there is room for improvement in classification accuracy. This study introduces a Continuous Wavelet Transform using the Super Morlet wavelet to convert stellar spectra into wavelet images. A novel neural network, the Stellar Feature Network, is proposed for classifying these images. Stellar spectra from Large Sky Area Multi-Object Fiber Spectroscopic Telescope DR9, encompassing five equal categories (B, A, F, G, K), were used. Comparative experiments validate the effectiveness of the proposed methods and network, achieving significant improvements in classification accuracy.
恒星光谱分类在天文数据分析中至关重要。然而,现有的研究往往受到恒星样本分布不均的限制,给实际应用带来了挑战。即使在平衡恒星类别及其数量的情况下,分类的准确性仍有提高的空间。本研究采用超级莫莱特小波进行连续小波变换,将恒星光谱转换成小波图像。研究还提出了一种新颖的神经网络--恒星特征网络,用于对这些图像进行分类。使用的恒星光谱来自大天区多天体光纤光谱望远镜 DR9,包括五个等同类别(B、A、F、G、K)。对比实验验证了所提方法和网络的有效性,显著提高了分类准确率。
{"title":"SFNet: Stellar Feature Network with CWT for Stellar Spectra Recognition","authors":"Hao Fu, Peng Liu, Xuan Qi and Xue Mei","doi":"10.1088/1674-4527/ad7364","DOIUrl":"https://doi.org/10.1088/1674-4527/ad7364","url":null,"abstract":"Stellar spectral classification is crucial in astronomical data analysis. However, existing studies are often limited by the uneven distribution of stellar samples, posing challenges in practical applications. Even when balancing stellar categories and their numbers, there is room for improvement in classification accuracy. This study introduces a Continuous Wavelet Transform using the Super Morlet wavelet to convert stellar spectra into wavelet images. A novel neural network, the Stellar Feature Network, is proposed for classifying these images. Stellar spectra from Large Sky Area Multi-Object Fiber Spectroscopic Telescope DR9, encompassing five equal categories (B, A, F, G, K), were used. Comparative experiments validate the effectiveness of the proposed methods and network, achieving significant improvements in classification accuracy.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"15 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142251990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparison of NH3 and 12CO, 13CO, C18O Molecular Lines in the Aquila Rift Cloud Complex 天鹰座裂谷云复合体中的 NH3 和 12CO、13CO、C18O 分子线比较
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-18 DOI: 10.1088/1674-4527/ad74df
Kadirya Tursun, Jarken Esimbek, Willem Baan, Toktarkhan Komesh, Xindi Tang, Gang Wu, Jianjun Zhou, Yuxin He, Dalei Li, Dongdong Zhou and Yingxiu Ma
The observations of the Aquila Rift cloud complex at 23.708 and 115.271 GHz made using the Nanshan 26 m radio telescope and the 13.7 m millimeter-wavelength telescope are presented. We find that the CO(1 − 0) gas distribution is similar to the NH3 gas distribution in the Aquila Rift cloud complex. In some diffusion regions characterized by CO, we identified several dense clumps based on the distribution of detected ammonia molecular emission. Through the comparison of spectral line parameters for NH3, 13CO, and C18O, our study reveals that the line center velocities of the NH3, 13CO, and C18O lines are comparable and positively correlated, indicating that they originate from the same emission region. No significant correlation was identified for other parameters, including integrated intensity, line widths, main beam brightness temperature, as well as the column densities of NH3, 13CO, and C18O. The absolute difference in line-center velocities between the 13CO and NH3 lines is less than both the average line width of NH3 and that of 13CO. This suggests that there are no significant movements of NH3 clumps in relation to their envelopes. The velocity deviation is likely due to turbulent activity within the clumps.
本文介绍了利用南山 26 米射电望远镜和 13.7 米毫米波望远镜在 23.708 和 115.271 GHz 波段对天鹰座裂谷云团的观测结果。我们发现,在天鹰座裂谷云团中,CO(1 - 0)气体分布与 NH3 气体分布相似。在一些以 CO 为特征的扩散区域,我们根据探测到的氨分子发射分布确定了几个致密团块。通过比较 NH3、13CO 和 C18O 的光谱线参数,我们的研究发现 NH3、13CO 和 C18O 线的线中心速度相当,且呈正相关,这表明它们源自同一发射区。其他参数,包括综合强度、线宽、主光束亮度温度以及 NH3、13CO 和 C18O 的柱密度,都没有发现明显的相关性。13CO 和 NH3 线中心速度的绝对差值小于 NH3 和 13CO 的平均线宽。这表明 NH3 团块与其包层之间没有明显的移动。速度偏差可能是由于团块内部的湍流活动造成的。
{"title":"Comparison of NH3 and 12CO, 13CO, C18O Molecular Lines in the Aquila Rift Cloud Complex","authors":"Kadirya Tursun, Jarken Esimbek, Willem Baan, Toktarkhan Komesh, Xindi Tang, Gang Wu, Jianjun Zhou, Yuxin He, Dalei Li, Dongdong Zhou and Yingxiu Ma","doi":"10.1088/1674-4527/ad74df","DOIUrl":"https://doi.org/10.1088/1674-4527/ad74df","url":null,"abstract":"The observations of the Aquila Rift cloud complex at 23.708 and 115.271 GHz made using the Nanshan 26 m radio telescope and the 13.7 m millimeter-wavelength telescope are presented. We find that the CO(1 − 0) gas distribution is similar to the NH3 gas distribution in the Aquila Rift cloud complex. In some diffusion regions characterized by CO, we identified several dense clumps based on the distribution of detected ammonia molecular emission. Through the comparison of spectral line parameters for NH3, 13CO, and C18O, our study reveals that the line center velocities of the NH3, 13CO, and C18O lines are comparable and positively correlated, indicating that they originate from the same emission region. No significant correlation was identified for other parameters, including integrated intensity, line widths, main beam brightness temperature, as well as the column densities of NH3, 13CO, and C18O. The absolute difference in line-center velocities between the 13CO and NH3 lines is less than both the average line width of NH3 and that of 13CO. This suggests that there are no significant movements of NH3 clumps in relation to their envelopes. The velocity deviation is likely due to turbulent activity within the clumps.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"15 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142251989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Study of the Comets with Large Perihelion Distances C/2019 L3 (ATLAS) and C/2019 O3 (Palomar) 对近日点距离较大的彗星C/2019 L3(ATLAS)和C/2019 O3(Palomar)的研究
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-17 DOI: 10.1088/1674-4527/ad7079
Alberto S. Betzler
This work analyzes the photometric data of the Oort spike comets C/2019 L3 (ATLAS) and C/2019 O3 (Palomar) obtained between 2016 and 2023 by the ATLAS network and the Belgian Olmen Observatory. The comets Palomar and ATLAS have a typical and unusually high activity level, respectively, based on the Afρ parameter corrected to phase angle zero at perihelion. The absolute magnitude of comets ATLAS and Palomar in the o-band is 4.71 ± 0.05 and 4.16 ± 0.02 respectively. The cometary activity of comets ATLAS and Palomar probably began at r > 13 au before perihelion and will end at r >14 au after perihelion, which means that they could remain active until the second half of 2026. The nucleus of comet ATLAS has a minimum radius of 7.9 km, and the nucleus of comet Palomar could be a little larger. The c − o colors of the comets ATLAS and Palomar are redder and bluer, respectively, at perihelion than the solar twin YBP 1194. These comets showed a bluish trend in the coma color with decreasing heliocentric distance. Comet Palomar probably had two outbursts after its perihelion, each releasing about 108 kg of dust. The slopes of the photometric profile of the comae of these comets were between 1 and 1.5, indicating a steady state during the observation campaign.
这项工作分析了 ATLAS 网络和比利时奥尔门天文台在 2016 年至 2023 年期间获得的奥尔特尖顶彗星 C/2019 L3(ATLAS)和 C/2019 O3(Palomar)的测光数据。根据在近日点校正为相角零的 Afρ 参数,Palomar 和 ATLAS 彗星分别具有典型和异常高的活动水平。ATLAS 和 Palomar 彗星在 o 波段的绝对星等分别为 4.71 ± 0.05 和 4.16 ± 0.02。ATLAS 和 Palomar 彗星的彗星活动可能始于近日点前 r > 13 au 处,将在近日点后 r > 14 au 处结束,这意味着它们的活动可能持续到 2026 年下半年。ATLAS 彗星的彗核半径最小为 7.9 千米,帕洛玛彗星的彗核可能稍大一些。与太阳孪生彗星YBP 1194相比,ATLAS彗星和Palomar彗星在近日点的c-o颜色分别更红和更蓝。随着日心距离的减小,这些彗星的彗尾颜色呈现出偏蓝的趋势。帕洛玛彗星在近日点之后可能发生过两次爆发,每次都释放出大约 108 千克的尘埃。这些彗星的彗尾光度曲线的斜率在 1 和 1.5 之间,表明在观测活动期间处于稳定状态。
{"title":"A Study of the Comets with Large Perihelion Distances C/2019 L3 (ATLAS) and C/2019 O3 (Palomar)","authors":"Alberto S. Betzler","doi":"10.1088/1674-4527/ad7079","DOIUrl":"https://doi.org/10.1088/1674-4527/ad7079","url":null,"abstract":"This work analyzes the photometric data of the Oort spike comets C/2019 L3 (ATLAS) and C/2019 O3 (Palomar) obtained between 2016 and 2023 by the ATLAS network and the Belgian Olmen Observatory. The comets Palomar and ATLAS have a typical and unusually high activity level, respectively, based on the Afρ parameter corrected to phase angle zero at perihelion. The absolute magnitude of comets ATLAS and Palomar in the o-band is 4.71 ± 0.05 and 4.16 ± 0.02 respectively. The cometary activity of comets ATLAS and Palomar probably began at r > 13 au before perihelion and will end at r >14 au after perihelion, which means that they could remain active until the second half of 2026. The nucleus of comet ATLAS has a minimum radius of 7.9 km, and the nucleus of comet Palomar could be a little larger. The c − o colors of the comets ATLAS and Palomar are redder and bluer, respectively, at perihelion than the solar twin YBP 1194. These comets showed a bluish trend in the coma color with decreasing heliocentric distance. Comet Palomar probably had two outbursts after its perihelion, each releasing about 108 kg of dust. The slopes of the photometric profile of the comae of these comets were between 1 and 1.5, indicating a steady state during the observation campaign.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"16 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Velocity Aberration Effect of the CSST Main Survey Camera* CSST主巡天照相机的速度像差效应*
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-17 DOI: 10.1088/1674-4527/ad7078
Hui-Mei Feng, Zi-Huang Cao, Man I. Lam, Ran Li, Hao Tian, Xin Zhang, Peng Wei, Xin-Feng Li, Wei Wang, Hugh R. A. Jones, Mao-Yuan Liu and Chao Liu
In this study, we conducted simulations to find the geometric aberrations expected for images taken by the Main Survey Camera of the Chinese Space Station Telescope (CSST) due to its motion. As anticipated by previous work, our findings indicate that the geometric distortion of light impacts the focal plane's apparent scale, with a more pronounced influence as the size of the focal plane increases. Our models suggest that the effect consistently influences the pixel scale in both the vertical and parallel directions. The apparent scale variation follows a sinusoidal distribution throughout one orbital period. Simulations reveal that the effect is particularly pronounced in the center of the Galaxy and gradually diminishes along the direction of ecliptic latitude. At low ecliptic latitudes, the total aberration leads to about a 0.94 pixel offset (a 20 minute exposure) and a 0.26 pixel offset (a 300 s exposure) at the edge of the field of view. Appropriate processings for the geometric effect during the CSST pre- and post-observation phases are presented.
在这项研究中,我们进行了模拟,以找出中国空间站望远镜(CSST)主巡天照相机拍摄的图像因其运动而产生的几何像差。正如之前的工作所预期的那样,我们的研究结果表明,光的几何畸变会影响焦平面的视尺度,焦平面尺寸越大,影响越明显。我们的模型表明,这种效应会持续影响垂直和平行方向上的像素比例。在一个轨道周期内,视尺度变化呈正弦曲线分布。模拟显示,这种效应在银河系中心尤为明显,并沿着黄道纬度方向逐渐减弱。在黄道纬度较低时,总像差会导致视场边缘出现约 0.94 像素偏移(20 分钟曝光)和 0.26 像素偏移(300 秒曝光)。介绍了在 CSST 观测前和观测后阶段对几何效应的适当处理。
{"title":"The Velocity Aberration Effect of the CSST Main Survey Camera*","authors":"Hui-Mei Feng, Zi-Huang Cao, Man I. Lam, Ran Li, Hao Tian, Xin Zhang, Peng Wei, Xin-Feng Li, Wei Wang, Hugh R. A. Jones, Mao-Yuan Liu and Chao Liu","doi":"10.1088/1674-4527/ad7078","DOIUrl":"https://doi.org/10.1088/1674-4527/ad7078","url":null,"abstract":"In this study, we conducted simulations to find the geometric aberrations expected for images taken by the Main Survey Camera of the Chinese Space Station Telescope (CSST) due to its motion. As anticipated by previous work, our findings indicate that the geometric distortion of light impacts the focal plane's apparent scale, with a more pronounced influence as the size of the focal plane increases. Our models suggest that the effect consistently influences the pixel scale in both the vertical and parallel directions. The apparent scale variation follows a sinusoidal distribution throughout one orbital period. Simulations reveal that the effect is particularly pronounced in the center of the Galaxy and gradually diminishes along the direction of ecliptic latitude. At low ecliptic latitudes, the total aberration leads to about a 0.94 pixel offset (a 20 minute exposure) and a 0.26 pixel offset (a 300 s exposure) at the edge of the field of view. Appropriate processings for the geometric effect during the CSST pre- and post-observation phases are presented.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"11 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142268658","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding the Impact of H2 Diffusion Energy on the Formation Efficiency of H2 on the Interstellar Dust Grain Surface 了解 H2 扩散能对星际尘粒表面 H2 形成效率的影响
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-17 DOI: 10.1088/1674-4527/ad707a
Xiaoying Guo, Wasim Iqbal, Qiang Chang and Xiao-Hu Li
We use microscopic Monte Carlo simulation techniques to investigate the impact of H2 diffusion energy on the recombination efficiency of H2 on interstellar dust grain surfaces under diffuse and translucent cloud conditions. We constructed five models representing different possible conditions encountered by adsorbed H and H2 on interstellar dust grains. We implemented adsorption sites with multiple binding energies for surface species; the Encounter-Desorption mechanism was also included. The study focused on silicate surfaces in diffuse clouds and water ice surfaces in translucent clouds. The results show that the recombination efficiency of H2 on dust surfaces decreases as H2 diffusion energy increases. An interesting finding of this work is that considering different binding sites for H and H2 gives rise to multiple steady phases, during which the recombination efficiency remains constant with a change in H2 diffusion energy.
我们利用微观蒙特卡洛模拟技术研究了在扩散云和半透明云条件下,H2 扩散能对星际尘粒表面 H2 重组效率的影响。我们构建了五个模型,分别代表星际尘粒上吸附的 H 和 H2 可能遇到的不同条件。我们为表面物种设置了具有多种结合能的吸附位点;还包括相遇-解吸机制。研究重点是弥漫云中的硅酸盐表面和半透明云中的水冰表面。结果表明,尘埃表面的 H2 重组效率随着 H2 扩散能的增加而降低。这项工作的一个有趣发现是,考虑到 H 和 H2 的不同结合位点,会产生多个稳定阶段,在此期间,随着 H2 扩散能的变化,重组效率保持不变。
{"title":"Understanding the Impact of H2 Diffusion Energy on the Formation Efficiency of H2 on the Interstellar Dust Grain Surface","authors":"Xiaoying Guo, Wasim Iqbal, Qiang Chang and Xiao-Hu Li","doi":"10.1088/1674-4527/ad707a","DOIUrl":"https://doi.org/10.1088/1674-4527/ad707a","url":null,"abstract":"We use microscopic Monte Carlo simulation techniques to investigate the impact of H2 diffusion energy on the recombination efficiency of H2 on interstellar dust grain surfaces under diffuse and translucent cloud conditions. We constructed five models representing different possible conditions encountered by adsorbed H and H2 on interstellar dust grains. We implemented adsorption sites with multiple binding energies for surface species; the Encounter-Desorption mechanism was also included. The study focused on silicate surfaces in diffuse clouds and water ice surfaces in translucent clouds. The results show that the recombination efficiency of H2 on dust surfaces decreases as H2 diffusion energy increases. An interesting finding of this work is that considering different binding sites for H and H2 gives rise to multiple steady phases, during which the recombination efficiency remains constant with a change in H2 diffusion energy.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"37 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252025","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preparation for CSST: Star-galaxy Classification using a Rotationally Invariant Supervised Machine Learning Method 为 CSST 做准备:使用旋转不变监督机器学习方法进行恒星-星系分类
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-17 DOI: 10.1088/1674-4527/ad6fe6
Shiliang Zhang, Guanwen Fang, Jie Song, Ran Li, Yizhou Gu, Zesen Lin, Chichun Zhou, Yao Dai and Xu Kong
Most existing star-galaxy classifiers depend on the reduced information from catalogs, necessitating careful data processing and feature extraction. In this study, we employ a supervised machine learning method (GoogLeNet) to automatically classify stars and galaxies in the COSMOS field. Unlike traditional machine learning methods, we introduce several preprocessing techniques, including noise reduction and the unwrapping of denoised images in polar coordinates, applied to our carefully selected samples of stars and galaxies. By dividing the selected samples into training and validation sets in an 8:2 ratio, we evaluate the performance of the GoogLeNet model in distinguishing between stars and galaxies. The results indicate that the GoogLeNet model is highly effective, achieving accuracies of 99.6% and 99.9% for stars and galaxies, respectively. Furthermore, by comparing the results with and without preprocessing, we find that preprocessing can significantly improve classification accuracy (by approximately 2.0% to 6.0%) when the images are rotated. In preparation for the future launch of the China Space Station Telescope (CSST), we also evaluate the performance of the GoogLeNet model on the CSST simulation data. These results demonstrate a high level of accuracy (approximately 99.8%), indicating that this model can be effectively utilized for future observations with the CSST.
现有的恒星-星系分类器大多依赖于星表中的缩减信息,因此必须进行仔细的数据处理和特征提取。在这项研究中,我们采用了一种有监督的机器学习方法(GoogLeNet)来自动对 COSMOS 星场中的恒星和星系进行分类。与传统的机器学习方法不同,我们引入了多项预处理技术,包括降噪和极坐标去噪图像解包,并将其应用于我们精心挑选的恒星和星系样本。通过将所选样本按 8:2 的比例分为训练集和验证集,我们评估了 GoogLeNet 模型在区分恒星和星系方面的性能。结果表明,GoogLeNet 模型非常有效,对恒星和星系的识别准确率分别达到 99.6% 和 99.9%。此外,通过比较有预处理和无预处理的结果,我们发现当图像旋转时,预处理可以显著提高分类准确率(大约提高 2.0% 到 6.0%)。为了给中国空间站望远镜(CSST)的未来发射做准备,我们还评估了 GoogLeNet 模型在 CSST 模拟数据上的性能。这些结果表明该模型具有很高的准确性(约 99.8%),表明该模型可以有效地用于未来 CSST 的观测。
{"title":"Preparation for CSST: Star-galaxy Classification using a Rotationally Invariant Supervised Machine Learning Method","authors":"Shiliang Zhang, Guanwen Fang, Jie Song, Ran Li, Yizhou Gu, Zesen Lin, Chichun Zhou, Yao Dai and Xu Kong","doi":"10.1088/1674-4527/ad6fe6","DOIUrl":"https://doi.org/10.1088/1674-4527/ad6fe6","url":null,"abstract":"Most existing star-galaxy classifiers depend on the reduced information from catalogs, necessitating careful data processing and feature extraction. In this study, we employ a supervised machine learning method (GoogLeNet) to automatically classify stars and galaxies in the COSMOS field. Unlike traditional machine learning methods, we introduce several preprocessing techniques, including noise reduction and the unwrapping of denoised images in polar coordinates, applied to our carefully selected samples of stars and galaxies. By dividing the selected samples into training and validation sets in an 8:2 ratio, we evaluate the performance of the GoogLeNet model in distinguishing between stars and galaxies. The results indicate that the GoogLeNet model is highly effective, achieving accuracies of 99.6% and 99.9% for stars and galaxies, respectively. Furthermore, by comparing the results with and without preprocessing, we find that preprocessing can significantly improve classification accuracy (by approximately 2.0% to 6.0%) when the images are rotated. In preparation for the future launch of the China Space Station Telescope (CSST), we also evaluate the performance of the GoogLeNet model on the CSST simulation data. These results demonstrate a high level of accuracy (approximately 99.8%), indicating that this model can be effectively utilized for future observations with the CSST.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"31 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252087","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Leveraging the Empirical Wavelet Transform in Combination with Convolutional LSTM Neural Networks to Enhance the Accuracy of Polar Motion Prediction 将经验小波变换与卷积 LSTM 神经网络相结合,提高极地运动预测的准确性
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-17 DOI: 10.1088/1674-4527/ad74dd
Xu-Qiao Wang, Lan Du, Zhong-Kai Zhang, Ze-Jun Liu and Hao Xiang
High-precision polar motion prediction is of great significance for deep space exploration and satellite navigation. Polar motion is affected by a variety of excitation factors, and nonlinear prediction methods are more suitable for polar motion prediction. In order to explore the effect of deep learning in polar motion prediction. This paper proposes a combined model based on empirical wavelet transform (EWT), Convolutional Neural Networks (CNN) and Long Short Term Memory (LSTM). By training and forecasting EOP 20C04 data, the effectiveness of the algorithm is verified, and the performance of two forecasting strategies in deep learning for polar motion prediction is explored. The results indicate that recursive multi-step prediction performs better than direct multi-step prediction for short-term forecasts within 15 days, while direct multi-step prediction is more suitable for medium and long-term forecasts. In the 365 days forecast, the mean absolute error of EWT-CNN-LSTM in the X direction and Y direction is 18.25 mas and 15.78 mas, respectively, which is 23.5% and 16.2% higher than the accuracy of Bulletin A. The results show that the algorithm has a good effect in medium and long term polar motion prediction.
高精度极地运动预测对深空探测和卫星导航具有重要意义。极地运动受多种激励因素影响,非线性预测方法更适合极地运动预测。为了探索深度学习在极地运动预测中的效果。本文提出了一种基于经验小波变换(EWT)、卷积神经网络(CNN)和长短期记忆(LSTM)的组合模型。通过对 EOP 20C04 数据的训练和预测,验证了该算法的有效性,并探讨了深度学习中两种预测策略在极地运动预测中的性能。结果表明,在 15 天以内的短期预报中,递归多步预报的性能优于直接多步预报,而直接多步预报更适合中长期预报。在 365 天的预报中,EWT-CNN-LSTM 在 X 方向和 Y 方向的平均绝对误差分别为 18.25 mas 和 15.78 mas,分别比 Bulletin A 的精度高 23.5%和 16.2%。
{"title":"Leveraging the Empirical Wavelet Transform in Combination with Convolutional LSTM Neural Networks to Enhance the Accuracy of Polar Motion Prediction","authors":"Xu-Qiao Wang, Lan Du, Zhong-Kai Zhang, Ze-Jun Liu and Hao Xiang","doi":"10.1088/1674-4527/ad74dd","DOIUrl":"https://doi.org/10.1088/1674-4527/ad74dd","url":null,"abstract":"High-precision polar motion prediction is of great significance for deep space exploration and satellite navigation. Polar motion is affected by a variety of excitation factors, and nonlinear prediction methods are more suitable for polar motion prediction. In order to explore the effect of deep learning in polar motion prediction. This paper proposes a combined model based on empirical wavelet transform (EWT), Convolutional Neural Networks (CNN) and Long Short Term Memory (LSTM). By training and forecasting EOP 20C04 data, the effectiveness of the algorithm is verified, and the performance of two forecasting strategies in deep learning for polar motion prediction is explored. The results indicate that recursive multi-step prediction performs better than direct multi-step prediction for short-term forecasts within 15 days, while direct multi-step prediction is more suitable for medium and long-term forecasts. In the 365 days forecast, the mean absolute error of EWT-CNN-LSTM in the X direction and Y direction is 18.25 mas and 15.78 mas, respectively, which is 23.5% and 16.2% higher than the accuracy of Bulletin A. The results show that the algorithm has a good effect in medium and long term polar motion prediction.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"31 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252026","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Long-term Speckle Interferometric Monitoring of Binary Systems: 2007–2023 Positional Measurements and Orbits of Seven Objects 双星系统的长期斑点干涉测量监测:2007-2023 年七个天体的位置测量和轨道研究
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-16 DOI: 10.1088/1674-4527/ad6ee1
Arina Mitrofanova, Vladimir Dyachenko, Anatoly Beskakotov, Yuri Balega, Alexander Maksimov and Denis Rastegaev
The results of seventeen years of speckle interferometric monitoring of seven objects (Chara 122Aa, GJ 3010, HIP 1987, GJ 3076, HIP 11253, HIP 11352, and HIP 14929) are presented. Observational data were obtained at the 6 m Big Telescope Alt-azimuthal Special Astrophysical Observatory of the Russian Academy of Science (BTA SAO RAS) from 2007 to the present. Analysis of previously published and new measurements made it possible to construct completely new orbits for Chara 122Aa, HIP 11253, and HIP 14929. The orbit of GJ 3076 cannot be constructed accurately due to the large influence of the weights assigned to the measurements. The resulting orbital solutions are classified based on a grading scheme suggested by W.I. Hartkopf, B.D. Mason and C.E. Worley; most orbits are “definitive” (Grade 1). The mass sums and masses of components calculated by two independent methods using Hipparcos and Gaia DR2 and DR3 parallaxes were compared for the objects under study.
本文介绍了对七个天体(Chara 122Aa、GJ 3010、HIP 1987、GJ 3076、HIP 11253、HIP 11352 和 HIP 14929)进行十七年斑点干涉测量监测的结果。观测数据是 2007 年至今在俄罗斯科学院 6 米大望远镜 Alt-azimuthal 特殊天体物理观测台(BTA SAO RAS)获得的。通过分析以前公布的数据和新的测量结果,可以为 Chara 122Aa、HIP 11253 和 HIP 14929 构建全新的轨道。GJ 3076 的轨道由于受测量值权重的较大影响而无法精确构建。根据哈特科普夫(W.I. Hartkopf)、梅森(B.D. Mason)和沃利(C.E. Worley)提出的分级方案,对得到的轨道解进行了分类;大多数轨道是 "确定的"(1级)。对所研究天体的质量总和以及利用希帕尔科斯视差和盖亚 DR2 和 DR3 视差通过两种独立方法计算出的各部分质量进行了比较。
{"title":"Long-term Speckle Interferometric Monitoring of Binary Systems: 2007–2023 Positional Measurements and Orbits of Seven Objects","authors":"Arina Mitrofanova, Vladimir Dyachenko, Anatoly Beskakotov, Yuri Balega, Alexander Maksimov and Denis Rastegaev","doi":"10.1088/1674-4527/ad6ee1","DOIUrl":"https://doi.org/10.1088/1674-4527/ad6ee1","url":null,"abstract":"The results of seventeen years of speckle interferometric monitoring of seven objects (Chara 122Aa, GJ 3010, HIP 1987, GJ 3076, HIP 11253, HIP 11352, and HIP 14929) are presented. Observational data were obtained at the 6 m Big Telescope Alt-azimuthal Special Astrophysical Observatory of the Russian Academy of Science (BTA SAO RAS) from 2007 to the present. Analysis of previously published and new measurements made it possible to construct completely new orbits for Chara 122Aa, HIP 11253, and HIP 14929. The orbit of GJ 3076 cannot be constructed accurately due to the large influence of the weights assigned to the measurements. The resulting orbital solutions are classified based on a grading scheme suggested by W.I. Hartkopf, B.D. Mason and C.E. Worley; most orbits are “definitive” (Grade 1). The mass sums and masses of components calculated by two independent methods using Hipparcos and Gaia DR2 and DR3 parallaxes were compared for the objects under study.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"6 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Energy Sources and the Explosion Mechanism of Ca-rich Supernova PTF 10iuv 富钙质超新星 PTF 10iuv 的能量来源和爆炸机制
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-15 DOI: 10.1088/1674-4527/ad6bd5
Qiu-Ping Huang, 秋萍 黄, Shan-Qin Wang, 善钦 王, Tao Wang, 涛 王, Wen-Pei Gan, 文沛 甘, Deng-Wang Shi, 登旺 石, Liu-Yi Wang, 浏毅 王, En-Wei Liang and 恩维 梁
In this paper, we perform the detailed modeling for the light curves (LCs) of PTF 10iuv which is a calcium-rich (Ca-rich) supernova (SN) to constrain the physical properties of its ejecta and the energy sources, as well as the explosion mechanism. We find that the 56Ni model and the 56Ni plus circumstellar interaction model fail to explain the LCs, while the four-element (56Ni, 48Cr, 52Fe, and 44Ti) model can account for the LCs. The ejecta mass of PTF 10iuv derived by the model ( M⊙) is consistent with that of the merger of a sub-Chandrasekhar mass white dwarf. The early-time LCs were mainly powered by 56Ni whose mass is ∼0.03 M⊙, while the contributions of 48Cr and 52Fe can be neglected. The derived 44Ti mass (∼0.25 M⊙) is ∼1.8 times the upper limit of the derived 44Ti mass of Ca-rich SN 2005E. We suggest that subtracting the contributions of the host-galaxy, which are unknown, and including the flux from other long-lived elements (e.g., 57Co, 55Fe, 60Co) can reduce the amount of 44Ti, and that this value can be regarded as an upper limit.
PTF10iuv是一颗富钙(Ca-rich)超新星(SN),本文对其光曲线(LCs)进行了详细建模,以约束其抛射物的物理性质、能量来源以及爆炸机制。我们发现,56Ni模型和56Ni加周星体相互作用模型无法解释低熔点,而四元素(56Ni、48Cr、52Fe和44Ti)模型可以解释低熔点。该模型得出的PTF 10iuv的喷射质量(M⊙)与亚钱德拉塞卡质量白矮星合并时的质量一致。早期白矮星的能量主要来自于质量为∼0.03 M⊙的56Ni,而48Cr和52Fe的贡献可以忽略。得出的44Ti质量(∼0.25 M⊙)是富钙SN 2005E的44Ti质量上限的1.8倍。我们认为,减去未知的宿主星系的贡献,再加上其他长寿命元素(如57Co、55Fe、60Co)的通量,可以减少44Ti的数量,这个值可以被看作是一个上限。
{"title":"The Energy Sources and the Explosion Mechanism of Ca-rich Supernova PTF 10iuv","authors":"Qiu-Ping Huang, 秋萍 黄, Shan-Qin Wang, 善钦 王, Tao Wang, 涛 王, Wen-Pei Gan, 文沛 甘, Deng-Wang Shi, 登旺 石, Liu-Yi Wang, 浏毅 王, En-Wei Liang and 恩维 梁","doi":"10.1088/1674-4527/ad6bd5","DOIUrl":"https://doi.org/10.1088/1674-4527/ad6bd5","url":null,"abstract":"In this paper, we perform the detailed modeling for the light curves (LCs) of PTF 10iuv which is a calcium-rich (Ca-rich) supernova (SN) to constrain the physical properties of its ejecta and the energy sources, as well as the explosion mechanism. We find that the 56Ni model and the 56Ni plus circumstellar interaction model fail to explain the LCs, while the four-element (56Ni, 48Cr, 52Fe, and 44Ti) model can account for the LCs. The ejecta mass of PTF 10iuv derived by the model ( M⊙) is consistent with that of the merger of a sub-Chandrasekhar mass white dwarf. The early-time LCs were mainly powered by 56Ni whose mass is ∼0.03 M⊙, while the contributions of 48Cr and 52Fe can be neglected. The derived 44Ti mass (∼0.25 M⊙) is ∼1.8 times the upper limit of the derived 44Ti mass of Ca-rich SN 2005E. We suggest that subtracting the contributions of the host-galaxy, which are unknown, and including the flux from other long-lived elements (e.g., 57Co, 55Fe, 60Co) can reduce the amount of 44Ti, and that this value can be regarded as an upper limit.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"208 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142252028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Co-variability Between the Broad Absorption Lines and Narrow Absorption Lines 宽吸收线与窄吸收线之间的共变性
IF 1.8 4区 物理与天体物理 Q3 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-09-15 DOI: 10.1088/1674-4527/ad6ee2
Bo-Lin Qin, 柏霖 覃, Jing Li, 静 黎, Wei-Jian Lu and 伟坚 陆
We investigate the relationship between the variability of broad absorption lines (BALs) or narrow absorption lines (NALs) and that of continuum using a data set of two-epoch SDSS spectra containing 134 C iv NAL-BAL pairs. Our analysis reveals an anti-correlation between the fractional equivalent width (EW) variations in NALs (or BALs) and the fractional flux variations of the continuum, with Spearman rank correlation coefficients of r = −0.47 (p = 1E-08) and r = −0.58 (p = 1E-13), respectively. In addition, we find a positive correlation between the fractional EW variations in NALs and BALs (r = 0.72, p = 1E-22), and derive a regression equation ΔEWNAL/〈EWNAL〉 = 0.803ΔEWBAL/〈EWBAL〉 + 0.008, with an intrinsic scatter of 0.14. These results suggest that the variability in the ionizing continuum may play a significant role in the observed changes in C iv NALs and BALs, supporting the idea of photoionization-driven variability. The co-variability between C iv NALs and BALs may imply that they originate from outflows with similar physical conditions.
我们利用包含 134 对 C iv NAL-BAL 的双波长 SDSS 光谱数据集,研究了宽吸收线(BAL)或窄吸收线(NAL)的变化与连续波的变化之间的关系。我们的分析表明,NAL(或 BAL)的分数等效宽度(EW)变化与连续波的分数通量变化之间存在反相关关系,斯皮尔曼秩相关系数分别为 r = -0.47 (p = 1E-08) 和 r = -0.58 (p = 1E-13)。此外,我们还发现 NALs 和 BALs 的分数 EW 变化之间存在正相关(r = 0.72,p = 1E-22),并推导出回归方程 ΔEWNAL/〈EWNAL〉 = 0.803ΔEWBAL/〈EWBAL〉 + 0.008,其内在散度为 0.14。这些结果表明,电离连续相的变化可能在观测到的 C iv NALs 和 BALs 变化中起了重要作用,支持了光离子化驱动变化的观点。C iv NALs 和 BALs 之间的共同可变性可能意味着它们源自物理条件相似的外流。
{"title":"Co-variability Between the Broad Absorption Lines and Narrow Absorption Lines","authors":"Bo-Lin Qin, 柏霖 覃, Jing Li, 静 黎, Wei-Jian Lu and 伟坚 陆","doi":"10.1088/1674-4527/ad6ee2","DOIUrl":"https://doi.org/10.1088/1674-4527/ad6ee2","url":null,"abstract":"We investigate the relationship between the variability of broad absorption lines (BALs) or narrow absorption lines (NALs) and that of continuum using a data set of two-epoch SDSS spectra containing 134 C iv NAL-BAL pairs. Our analysis reveals an anti-correlation between the fractional equivalent width (EW) variations in NALs (or BALs) and the fractional flux variations of the continuum, with Spearman rank correlation coefficients of r = −0.47 (p = 1E-08) and r = −0.58 (p = 1E-13), respectively. In addition, we find a positive correlation between the fractional EW variations in NALs and BALs (r = 0.72, p = 1E-22), and derive a regression equation ΔEWNAL/〈EWNAL〉 = 0.803ΔEWBAL/〈EWBAL〉 + 0.008, with an intrinsic scatter of 0.14. These results suggest that the variability in the ionizing continuum may play a significant role in the observed changes in C iv NALs and BALs, supporting the idea of photoionization-driven variability. The co-variability between C iv NALs and BALs may imply that they originate from outflows with similar physical conditions.","PeriodicalId":54494,"journal":{"name":"Research in Astronomy and Astrophysics","volume":"28 1","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142268659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Research in Astronomy and Astrophysics
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1