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Astronomical Observing Site Selection on the Tibetan Plateau—Lenghu: A Site Capable of Hosting the Future Development of Optical Astronomy in China 青藏高原-冷湖天文观测点选择:承载中国光学天文学未来发展的站点
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.008
Yang Chen , Deng Li-cai , Yang Fan , He Fei , Wang Kun , Li Rui-yue , Lan Tian , Ren An-bing , Liu Nian , Zhang Chun-guang , Chen Xiao-dian , Liu Qi-li
Starting in the early 2000s, China's astronomical community undertook a strategic survey for optical observing sites in the broader Qinghai-Tibet Plateau region. In 2016, site-specific monitoring was conducted based on the preliminary work for the 13th Five-Year Plan's major scientific engineering projects, including the plan of a 10 meter Large Optical/Infrared Telescope (LOT). Although not selected as a candidate site, this spurred the site survey in the Lenghu area. Since 2018, continuous site-specific monitoring of Lenghu has been carried out, yielding continuous data on site quality parameters under seeing limited conditions. Data shows that the site quality of the Saishiteng Mountain in Lenghu is excellent and meets the needs for new large optical equipments by domestic research institutions. Additionally, the geographical location of the Qinghai-Tibet Plateau fills a significant gap in the geographical longitude distribution of international quality sites, presenting major opportunities for time-domain scientific research and international cooperation. This paper summarizes the experiences and main scientific results of the Lenghu site selection and construction, and introduces the optical telescope projects that have been operational and signed at Lenghu.
从21世纪初开始,中国天文学界在更广泛的青藏高原地区开展了光学观测站点的战略调查。2016年,在“十三五”重大科学工程项目前期工作的基础上,开展了定点监测,其中包括10米大型光学/红外望远镜(LOT)计划。虽然没有被选为候选地,但这激发了冷湖地区的选址调查。自2018年以来,冷湖开展了连续的定点监测,在有限条件下获得了连续的现场质量参数数据。数据表明,冷湖赛石滕山的立地质量优良,能够满足国内科研机构对新型大型光学设备的需求。此外,青藏高原的地理位置填补了国际优质遗址地理经度分布的重大空白,为时间域科学研究和国际合作提供了重大机遇。本文总结了冷湖基地选址建设的经验和主要科研成果,介绍了冷湖基地已投入运行和签约的光学望远镜项目。
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引用次数: 0
Combination of an Optical Clock and Hydrogen Masers for Accurate Time Scale Calculation 用于精确时标计算的光钟和氢脉泽的组合
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.009
Zhao Shu-hong , Dong Shao-wu , Bai Shan-shan , Qu Li-li , Zhang Ji-hai , Zhang Yu
The frequency stability and uncertainty of the optical clock have reached a magnitude of 1018, making it a promising candidate for the next generation of time and frequency standards, and it may be used to redefine the international unit “second”. The time scale serves as a benchmark for accurately and continuously marking the passage of time, being the foundation of high-precision time generation. The production of a time scale relies on the continuous and stable operation of atomic clocks; however, optical clocks, as laboratory prototype devices, generally cannot operate continuously, thus involving optical clocks in time scale calculation presents a challenging issue. The proposed application of the Vondrak-Cepek combined filtering algorithm for joint time scale calculations with an optical clock and hydrogen masers aims to address the challenges posed by the intermittent operation of an optical clock. Initially, the ALGOS algorithm is used on the time difference data of the hydrogen masers to calculate and obtain a continuous and stable hydrogen maser clock time scale. Subsequently, the Vondrak-Cepek combined filtering algorithm is used to integrate the hydrogen maser time scale with the optical clock data to acquire a combined time scale that involves optical clocks in the calculation. Finally, the experimental results prove that the Vondrak-Cepek combined filtering algorithm effectively improves the performance of the combined time scale of optical clocks and hydrogen masers, with the time deviation of this time scale reaching the sub-nanosecond magnitude when compared with Coordinated Universal Time (UTC).
光钟的频率稳定性和不确定度已达到10−18量级,使其成为下一代时间和频率标准的有希望的候选者,并可用于重新定义国际单位“秒”。时间标度是准确连续标记时间流逝的基准,是高精度时间生成的基础。时间标度的产生依赖于原子钟连续稳定的运行;然而,光钟作为实验室原型器件,通常不能连续工作,因此将光钟纳入时标计算是一个具有挑战性的问题。提出将vondrake - cepek组合滤波算法应用于光钟和氢脉泽的联合时标计算,旨在解决光钟间歇性运行带来的挑战。首先,利用ALGOS算法对氢脉泽的时差数据进行计算,得到连续稳定的氢脉泽时钟时标。随后,采用Vondrak-Cepek联合滤波算法对氢脉射时标和光钟数据进行积分,得到包含光钟的组合时标。最后,实验结果证明,Vondrak-Cepek联合滤波算法有效地提高了光钟和氢脉泽联合时标的性能,与协调世界时(UTC)相比,该时标的时间偏差达到亚纳秒量级。
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引用次数: 0
Intensity Calibration for the Mingantu Spectral Radioheliograph Images 明安图光谱日光照相仪图像的强度定标
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.010
Zhou Zhi-chao , Chen Lin-jie , Yan Yi-hua , Wang Wei
The MUSER, a new generation of solar-dedicated radio imaging spectroscopic telescope, has achieved high-time, high-angular, and high-frequency resolution imaging of the Sun within the 0.4–15 GHz ultra-broadband frequency range. The radio brightness temperature is a critical parameter in describing solar physical processes. It plays a significant role in studying various radio radiation mechanisms, the solar magnetic field, and the acceleration of non-thermal particles during solar bursts, making brightness temperature calibration essential for radioheliograph images. This paper introduces a method suitable for calibrating the intensity of radioheliograph images. Given that solar radio images contain structural information about the solar disk, the radio radius and intensity of the quiet solar disk can be obtained by fitting Bessel function of the first kind with the visibilities of short baselines from the radioheliograph. Subsequently, the Rayleigh-Jeans law and the daily solar radio flux are used to calculate the calibration factor Gc for the daily image, thereby achieving image intensity calibration of the radioheliograph. Applying this method to actual observation data from MUSER, including scenarios such as the quiet Sun and solar radio bursts, shows that the error of the daily calibration factor Gc is within 10% of its value, and the obtained brightness temperature of the quiet Sun strongly correlates with results from other studies. These results indicate the method's feasibility and effectiveness.
MUSER是新一代太阳专用射电成像光谱望远镜,在0.4 - 15ghz超宽带频率范围内实现了对太阳的高时间、高角度、高分辨率成像。射电亮温是描述太阳物理过程的一个重要参数。它在研究各种射电辐射机制、太阳磁场和太阳爆发期间非热粒子的加速方面发挥着重要作用,使亮度温度校准成为射电日像仪图像的必要条件。本文介绍了一种适用于定标日光照相图像强度的方法。考虑到太阳射电图像包含了太阳盘的结构信息,可以利用第一类贝塞尔函数与射电日像仪短基线的能见度拟合得到安静太阳盘的射电半径和强度。随后,利用瑞利-金斯定律和日太阳射电通量计算日图像的定标因子Gc,从而实现射电日像仪图像强度定标。将该方法应用于MUSER的实际观测数据,包括安静太阳和太阳射电暴等场景,结果表明,每日校准因子Gc的误差在其值的10%以内,得到的安静太阳的亮度温度与其他研究结果有很强的相关性。这些结果表明了该方法的可行性和有效性。
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引用次数: 0
Design and Realization of the Calorimeter Test System for the Hard X-ray Imager 硬x射线成像仪量热计测试系统的设计与实现
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.002
Chen Jiao-long , Zhang Yong-qiang , Zhang Yan , Guo Jian-hua
The Advanced Space-based Solar Observatory (ASO-S), as one of the second series scientific satellites in the space science pilot project, was proposed by the Purple Mountain Observatory of Chinese Academy of Sciences. ASO-S aims to observe and investigate the two solar eruptive phenomena, i.e., solar flares and coronal mass ejections, and their relationships with magnetic field. Hard X-ray Imager (HXI) is one of the payloads aboard ASO-S. As an important part of HXI, the calorimeter is responsible for measuring solar hard X-rays in the energy range of 30–200 keV. Before the launch of ASO-S, a ground test system was necessary to verify the function and performance of the HXI calorimeter. There are 99 lanthanum bromide detectors in the HXI calorimeter, each controlled by 8 identical front-end electronic boards. In addition to testing the performance of each channel, the ground test system also needs to simulate the operation of the calorimeter under different solar activities in orbit, conducting a comprehensive test. Moreover, the ground test system needs to be stable enough to meet the long-term testing needs of the calorimeter in different tests, including standalone testing, environmental experiments, thermal vacuum and vibration tests. According to the test requirements, a ground test board and a software in the host computer were designed, combined with radioactive sources, a DC (Direct Current) power supply, and a high-voltage module to form a ground test system for the HXI calorimeter. It can simultaneously configure and manage 8 front-end electronic boards, efficiently complete command sending and data receiving, and meet the maximum data output bandwidth of 400 Mbps of the calorimeter. The ground test system can fully meet the requirement of automatic control, status monitoring, data acquisition and data analysis for the HXI calorimeter. Using this ground test system, all function and performance tests for the HXI calorimeter were completed with the acquisition of the noise, the dead time, the energy resolution and other performance data. The ground test system provides strong guarantee for the high performance operation of the HXI calorimeter in orbit.
先进天基太阳天文台(ASO-S)是由中国科学院紫金山天文台提出的空间科学试点工程第二系列科学卫星之一。ASO-S旨在观测和研究太阳耀斑和日冕物质抛射这两种太阳爆发现象及其与磁场的关系。硬x射线成像仪(HXI)是ASO-S的有效载荷之一。量热计作为HXI的重要组成部分,负责测量30 - 200kev能量范围内的太阳硬x射线。在发射ASO-S之前,需要一个地面测试系统来验证HXI量热计的功能和性能。HXI量热计中有99个溴化镧探测器,每个探测器由8个相同的前端电子板控制。地面测试系统除了测试各通道的性能外,还需要在轨道上模拟热量计在不同太阳活动下的运行情况,进行综合测试。此外,地面测试系统需要足够稳定,以满足热量计在不同测试中的长期测试需求,包括独立测试、环境实验、热真空和振动测试。根据测试要求,设计了接地测试板和上位机软件,结合放射源、直流电源、高压模块组成了HXI量热仪的接地测试系统。可同时配置和管理8块前端电子板,高效完成命令发送和数据接收,满足量热仪400mbps的最大数据输出带宽。地面测试系统完全可以满足HXI量热仪的自动控制、状态监测、数据采集和数据分析的要求。利用该地面测试系统,完成了HXI量热仪的所有功能和性能测试,采集了噪声、死区时间、能量分辨率等性能数据。地面测试系统为HXI量热计在轨道上的高性能运行提供了有力保障。
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引用次数: 0
The W-K Relation in Black Hole X-ray Binaries from Insight-HXMT Observation 来自Insight-HXMT观测的黑洞x射线双星的W-K关系
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.006
Ma Bin-yuan , Yang Zi-xu , Liao Jin-yuan , Qu Jin-lu
Through decades of observations and studies, the characteristics of black hole X-ray binaries (XRBs) have been gradually revealed. However, the structure of the accretion disk remains uncertain. In the power density spectrum of the BHXRB (Black Hole X-ray Binaries), there is a correlation between the break frequency and the quasi-periodic oscillation (W-K relation), and it can constrain the current model of accretion disk. The W-K relation in black hole XRBs is studied based on the observations of five black hole XRBs by Insight-HXMT (Hard X-ray Modulation Telescope). The result shows that the W-K relation is valid in all the three telescopes with different energy bands. Moreover, a correlation between the break frequency and the inner radius of the accretion disk is found for MAXI J1535-571, which is self-consistent with the model of a truncated accretion disk. If the observed power density spectra result from the propagation of fluctuation in mass accretion rate, it can be further inferred that the inner radius of the accretion disk is close to the innermost stable circular orbit, and the black hole might be a high-spin system.
经过几十年的观测和研究,人们逐渐揭示了黑洞x射线双星(XRBs)的特征。然而,吸积盘的结构仍然不确定。在BHXRB(黑洞x射线双星)的功率密度谱中,断裂频率与准周期振荡(W-K关系)之间存在相关性,可以约束吸积盘的当前模型。基于Insight-HXMT(硬x射线调制望远镜)对5个黑洞XRBs的观测,研究了黑洞XRBs的W-K关系。结果表明,W-K关系在三种不同能带的望远镜上都是有效的。此外,MAXI J1535-571的断裂频率与吸积盘的内半径之间存在相关性,这与截短吸积盘的模型自洽。如果观测到的功率密度谱是质量吸积速率波动传播的结果,则可以进一步推断吸积盘的内半径接近最内层稳定的圆轨道,该黑洞可能是一个高自旋系统。
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引用次数: 0
Discrete Element Method Simulation System for Asteroid 小行星离散元法仿真系统
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.005
Liu Mu-lin , Hou Xi-yun
Asteroid detection is now a hot spot of solar system exploration. The understanding of the evolution of asteroids has a great benefit on researches to the origin of the solar system. An important topic of the evolution research is the evolution of inner structures of asteroids, in other words, asteroids' evolution of shapes and structures under multiple mechanisms. A common method to simulate the dynamical evolution of asteroids is Discrete Element Method (DEM) under the assumption that asteroids are in rubble-pile structures. Some teams have developed several kinds of softwares for DEM simulations. The basics, realization, algorithms of our software “Multi-particle system simulation software based on DEM algorithm” are introduced in this article, and the software is verified using two body collision, sound wave propagation, inner stress of asteroid, and asteroid spin disruption setups.
小行星探测是目前太阳系探测的一个热点。了解小行星的演化对太阳系起源的研究有很大的帮助。小行星内部结构的演化是小行星演化研究的一个重要课题,即小行星形状和结构在多种机制下的演化。离散元法(DEM)是一种常用的模拟小行星动力学演化的方法,该方法假定小行星处于碎石桩结构中。一些团队开发了几种用于DEM模拟的软件。本文介绍了“基于DEM算法的多粒子系统仿真软件”的基本原理、实现和算法,并利用两体碰撞、声波传播、小行星内应力和小行星自旋破坏等设置对软件进行了验证。
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引用次数: 0
Batch Measurement and Calibration Method of DSRT Three-axis Low Frequency Antenna Pointing Error DSRT三轴低频天线指向误差的批量测量与校准方法
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.007
Tulpar Turgun , Yan Jing-ye , Wu Lin , Yang Yang , Lan Ai-lan , Wu Ji
Daocheng Solar Radio Telescope (DSRT) is an important part of the solar interplanetary exploration subsystem of the Chinese Meridian Project-Phase II. It operates in the 150450 MHz frequency band, providing high-time, high-angular resolution images of the solar radio burst. Aiming at the high precision pointing measurement of the DSRT antenna and the requirement of batch calibration of pointing errors, the antenna's 3-parameter encoder zero-point offset pointing error model is established by quaternion rotation transformation method according to the unique 3-axis mount system of the DSRT. Then, the drift scanning method based on radio source is proposed to obtain the radiation power pattern of the 16 antennas, and the pointing errors are accurately measured by determining the boresight according to the 2-dimensional power pattern. Finally, the least square method is used to fit the model parameters, and the encoder zero point is readjusted for each axis via antenna control software. Verification of the adjustment results confirmed the reliability and effectiveness of the pointing calibration method. After correction, the pointing accuracy of 16 antennas is within 0.5, which is significantly better than the pointing error of 3.5 before calibration, meeting the requirement that errors are less than 1/10 of the HBPW (half power beam width) at the highest operating frequency of the DSRT antenna.
稻城太阳射电望远镜是中国子午线工程二期太阳行星际探测分系统的重要组成部分。它在150 - 450 MHz频段工作,提供太阳射电暴的高时间、高角度分辨率图像。针对DSRT天线的高精度指向测量和批量标定指向误差的要求,根据DSRT独特的三轴安装系统,采用四元数旋转变换方法建立了天线的三参数编码器零点偏移指向误差模型。然后,提出了基于射源的漂移扫描方法,获得了16根天线的辐射功率图,并根据二维功率图确定了天线的轴视,精确测量了指向误差。最后利用最小二乘法对模型参数进行拟合,并通过天线控制软件对各轴的编码器零点进行重新调整。通过对平差结果的验证,验证了该方法的可靠性和有效性。校正后,16根天线的指向精度在0.5°以内,明显优于标定前3.5°的指向误差,满足了DSRT天线在最高工作频率下误差小于HBPW(半功率波束宽度)1/10的要求。
{"title":"Batch Measurement and Calibration Method of DSRT Three-axis Low Frequency Antenna Pointing Error","authors":"Tulpar Turgun ,&nbsp;Yan Jing-ye ,&nbsp;Wu Lin ,&nbsp;Yang Yang ,&nbsp;Lan Ai-lan ,&nbsp;Wu Ji","doi":"10.1016/j.chinastron.2024.11.007","DOIUrl":"10.1016/j.chinastron.2024.11.007","url":null,"abstract":"<div><div>Daocheng Solar Radio Telescope (DSRT) is an important part of the solar interplanetary exploration subsystem of the Chinese Meridian Project-Phase II. It operates in the 150<span><math><mo>−</mo></math></span>450 MHz frequency band, providing high-time, high-angular resolution images of the solar radio burst. Aiming at the high precision pointing measurement of the DSRT antenna and the requirement of batch calibration of pointing errors, the antenna's 3-parameter encoder zero-point offset pointing error model is established by quaternion rotation transformation method according to the unique 3-axis mount system of the DSRT. Then, the drift scanning method based on radio source is proposed to obtain the radiation power pattern of the 16 antennas, and the pointing errors are accurately measured by determining the boresight according to the 2-dimensional power pattern. Finally, the least square method is used to fit the model parameters, and the encoder zero point is readjusted for each axis via antenna control software. Verification of the adjustment results confirmed the reliability and effectiveness of the pointing calibration method. After correction, the pointing accuracy of 16 antennas is within 0.5<span><math><msup><mrow></mrow><mo>∘</mo></msup></math></span>, which is significantly better than the pointing error of 3.5<span><math><msup><mrow></mrow><mo>∘</mo></msup></math></span> before calibration, meeting the requirement that errors are less than 1/10 of the HBPW (half power beam width) at the highest operating frequency of the DSRT antenna.</div></div>","PeriodicalId":35730,"journal":{"name":"Chinese Astronomy and Astrophysics","volume":"48 4","pages":"Pages 781-796"},"PeriodicalIF":0.0,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143129601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Large-scale Plasma Vortex in the Magnetotail of Venus 金星磁尾中的大规模等离子体涡旋
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.003
Chai Li-hui , Guo Meng-dan , Tang Xiao-zhun
Using the observations by the Analyzer of Space Plasmas and Energetic Atoms on Venus (ASPERA-4) onboard Venus Express, Previous studies found a large-scale plasma vortice of solar wind hydrogen ions (H+) and Venus ionospheric oxygen ions (O+) in the magnetotail of Venus. The vortex is counterclockwise when viewed from the tail towards the planet. We conducted a statistical analysis of the ASPERA-4 moment data calibrated by Fedorov to investigate the plasma characteristics in Venusian magnetotail. The statistical results showed that there are large-scale vortices of the solar wind H+ and Venus ionospheric O+ in both the Venus-Solar-Orbital (VSO) and Venus-Solar-Electrical (VSE) coordinate systems, but they are clockwise. Considering that neither counterclockwise nor clockwise plasma vortices can generate a magnetic field consistent with the observed magnetic structure in the Venusian magnetotail, and no complete plasma vortex is observed in the Mars magnetotail with a magnetic structure similar to that of Venusian magnetotail, concluded that there may not be large-scale plasma vortices in the Venusian magnetotail, and that more satellite observations are needed in the future to investigate the plasma characteristics on Venus.
利用金星快车上的空间等离子体和高能原子分析仪(ASPERA-4)的观测,先前的研究发现在金星磁尾中存在太阳风氢离子(H+)和金星电离层氧离子(O+)的大规模等离子体漩涡。当从尾部向行星方向观察时,漩涡是逆时针的。为了研究金星磁尾的等离子体特性,我们对Fedorov校准的ASPERA-4矩数据进行了统计分析。统计结果表明,在金星-太阳-轨道(VSO)和金星-太阳-电(VSE)坐标系中都存在太阳风H+和金星电离层O+的大尺度涡旋,但它们是顺时针的。考虑到逆时针和顺时针方向的等离子体涡旋都不能产生与观测到的金星磁尾磁场结构一致的磁场,且在与金星磁尾相似的火星磁尾中也没有观测到完整的等离子体涡旋,推断金星磁尾中可能不存在大规模的等离子体涡旋。未来需要更多的卫星观测来研究金星的等离子体特征。
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引用次数: 0
Nonperturbative Phenomenons of the Very Early Universe: Resonances in Primordial Fluctuations and Non-Gaussian Tails 极早期宇宙的非摄动现象:原始涨落和非高斯尾的共振
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.004
Cai Yi-fu , He Xin-chen , Ma Xiao-han
In the era of precision cosmology, multi-messenger, high-resolution as well as small-scale cosmological observations have provided profound insights into the early universe, while also presenting new challenges to cosmological perturbation theory based on linear approximation and perturbative expansions. In recent years, the search for primordial gravitational waves and primordial black holes has generated significant research interest in the non-linear and non-perturbative processes in the early universe on small scales. This review paper summarizes the progress in understanding the generation of primordial black holes and gravitational waves at cosmological small scales. Specifically, we focus on the application of the resonance effect depicted by Mathieu equation to study small-scale power spectrum amplification and the induction of observable primordial gravitational waves. Furthermore, we attempt to explore the influence of non-Gaussian tails on primordial black hole formation. Our findings indicate that the resonance effect of the Mathieu equation provides an effective approach to describe non-perturbative and non-linear processes on small scales in the early universe, leading to a better understanding of the mechanisms behind primordial black hole formation and gravitational wave generation. Additionally, the non-perturbative non-Gaussianity may have a significant impact on the formation of primordial black holes.
在精密宇宙学时代,多信使、高分辨率和小尺度宇宙学观测为早期宇宙提供了深刻的认识,同时也对基于线性逼近和微扰膨胀的宇宙学微扰理论提出了新的挑战。近年来,对原始引力波和原始黑洞的研究引起了人们对小尺度早期宇宙非线性和非摄动过程的极大兴趣。本文综述了在宇宙小尺度上对原始黑洞的产生和引力波的认识的进展。具体来说,我们着重于利用Mathieu方程描述的共振效应来研究可观测的原始引力波的小尺度功率谱放大和感应。此外,我们试图探索非高斯尾对原始黑洞形成的影响。我们的研究结果表明,Mathieu方程的共振效应为描述早期宇宙中小尺度的非摄动和非线性过程提供了一种有效的方法,从而更好地理解原始黑洞形成和引力波产生背后的机制。此外,非摄动非高斯性可能对原始黑洞的形成有重要影响。
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引用次数: 0
Classification of Galaxy Morphology Based on FPN-ViT Model 基于FPN-ViT模型的星系形态分类
Q4 Physics and Astronomy Pub Date : 2024-10-01 DOI: 10.1016/j.chinastron.2024.11.001
Cao Jie , Xu Ting-ting , Deng Yu-he , Li Guang-ping , Gao Xian-jun , Yang Ming-cun , Liu Zhi-jing , Zhou Wei-hong
With the development of artificial intelligence technology, the research of galaxy morphology classification using deep learning methods has made great progress, but there are still shortcomings in classification accuracy, automation, and spatial characteristics representation of galaxies. The Vision Transformer model (ViT) has good robustness in galaxy morphology classification, but has limitations in handling multi-scale images. In this paper, we propose to introduce the Feature Pyramid Networks (FPN) into the ViT model to classify galaxies. The results show that the average accuracy, precision, recall, and F1-score of the FPN-ViT model are above 95%, and the indexes are improved compared with the traditional ViT model. Meanwhile, we add different levels of Gaussian noise and pretzel noise to the original galaxy images to verify that the FPN-ViT model can obtain better classification performance for low signal-to-noise ratio data. In addition, to evaluate the model comprehensively, the t-distributed Stochastic Neighbor Embedding (t-SNE) algorithm is used to visualize and analyze the classification results, which can show the effect of FPN-ViT model on galaxy morphology classification more directly. The application of FPN network to the classification of galaxy morphology by ViT model is a new attempt, which is of great importance for the subsequent research.
随着人工智能技术的发展,利用深度学习方法进行星系形态分类的研究取得了很大进展,但在分类精度、自动化程度、星系空间特征表征等方面仍存在不足。视觉变换模型(Vision Transformer model, ViT)在星系形态分类中具有较好的鲁棒性,但在处理多尺度图像时存在局限性。本文提出在ViT模型中引入特征金字塔网络(FPN)来对星系进行分类。结果表明,FPN-ViT模型的平均正确率、精密度、查全率和f1得分均在95%以上,与传统的ViT模型相比均有提高。同时,我们在原始星系图像中加入了不同程度的高斯噪声和椒盐椒盐噪声,验证了FPN-ViT模型对于低信噪比数据能够获得更好的分类性能。此外,为了对模型进行综合评价,采用t分布随机邻居嵌入(t-SNE)算法对分类结果进行可视化分析,可以更直接地显示FPN-ViT模型对星系形态分类的效果。将FPN网络应用于ViT模型对星系形态进行分类是一种新的尝试,对后续的研究具有重要意义。
{"title":"Classification of Galaxy Morphology Based on FPN-ViT Model","authors":"Cao Jie ,&nbsp;Xu Ting-ting ,&nbsp;Deng Yu-he ,&nbsp;Li Guang-ping ,&nbsp;Gao Xian-jun ,&nbsp;Yang Ming-cun ,&nbsp;Liu Zhi-jing ,&nbsp;Zhou Wei-hong","doi":"10.1016/j.chinastron.2024.11.001","DOIUrl":"10.1016/j.chinastron.2024.11.001","url":null,"abstract":"<div><div>With the development of artificial intelligence technology, the research of galaxy morphology classification using deep learning methods has made great progress, but there are still shortcomings in classification accuracy, automation, and spatial characteristics representation of galaxies. The Vision Transformer model (ViT) has good robustness in galaxy morphology classification, but has limitations in handling multi-scale images. In this paper, we propose to introduce the Feature Pyramid Networks (FPN) into the ViT model to classify galaxies. The results show that the average accuracy, precision, recall, and F1-score of the FPN-ViT model are above 95%, and the indexes are improved compared with the traditional ViT model. Meanwhile, we add different levels of Gaussian noise and pretzel noise to the original galaxy images to verify that the FPN-ViT model can obtain better classification performance for low signal-to-noise ratio data. In addition, to evaluate the model comprehensively, the t-distributed Stochastic Neighbor Embedding (t-SNE) algorithm is used to visualize and analyze the classification results, which can show the effect of FPN-ViT model on galaxy morphology classification more directly. The application of FPN network to the classification of galaxy morphology by ViT model is a new attempt, which is of great importance for the subsequent research.</div></div>","PeriodicalId":35730,"journal":{"name":"Chinese Astronomy and Astrophysics","volume":"48 4","pages":"Pages 683-704"},"PeriodicalIF":0.0,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143129318","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Chinese Astronomy and Astrophysics
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