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Cosmic Ray Jump Detection for the Roman Wide Field Instrument 罗曼广域仪器的宇宙射线跃迁探测
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-30 DOI: 10.1088/1538-3873/ad4b9e
Sanjib Sharma and Stefano Casertano
We investigate algorithms for detecting and correcting for jumps due to cosmic rays in infrared detectors, with emphasis on Roman telescope’s Wide Field Instrument. We use a statistic S based on the excess difference between adjacent resultants (average over a group of reads) normalized to the square root of the expected variance that accommodates the uneven resultants of Roman. We show that it is important to account for the covariance of excess difference with that of the estimated count rate. Due to averaging of reads, the ability to detect jumps is reduced, specially if the jump is in the first or the last resultant. Having the first and last resultants as a single-read resultants improves the ability to detect cosmic rays. The signal due to a jump is split across two resultant differences and this motivates small adjustments to the basic algorithm which improves the jump detection. Bias and false negative rate are investigated using Monte Carlo simulations for a few readout patterns. In order to investigate other scenarios approximate formulas for predicting the bias and the misclassification rate are presented. Using cosmic ray properties based on JWST darks, we show that for high count rates (1000 e−1 s−1) most of the cosmic rays remain undetected, with 65% missed identifications. When averaging over multiple exposures, due to low event rates of cosmic rays, the overall bias in estimated count rate due to undetected cosmic rays is negligible. However, for a single exposure with an undetected cosmic ray, one can have a bias of a few percent. This will manifest as abrupt changes in brightness of targets. Fortunately, the bias ranges between 1 and 5 the measurement uncertainty, and this fact can be used to screen out cosmic rays for scientific applications that seek to detect short duration time domain events.
我们以罗曼望远镜的宽视场仪器为重点,研究了在红外探测器中探测和校正宇宙射线引起的跳变的算法。我们使用的统计量 S 基于相邻结果之间的超差(一组读数的平均值),归一化为预期方差的平方根,以适应 Roman 不均匀的结果。我们发现,考虑超差与估计计数率的协方差非常重要。由于读数的平均化,检测跳跃的能力会降低,特别是当跳跃发生在第一个或最后一个结果中时。将第一个和最后一个结果作为单读数结果可以提高探测宇宙射线的能力。跃迁产生的信号被两个结果差分开,这促使对基本算法进行微小调整,从而提高了跃迁检测能力。针对一些读出模式,使用蒙特卡罗模拟对偏差和假阴性率进行了研究。为了研究其他情况,还提出了预测偏差和误判率的近似公式。利用基于 JWST 暗的宇宙射线特性,我们发现在高计数率(1000 e-1 s-1)条件下,大部分宇宙射线仍未被检测到,漏检率高达 65%。由于宇宙射线的事件发生率较低,在对多次曝光进行平均时,未检测到的宇宙射线导致的估计计数率总体偏差可以忽略不计。然而,对于未检测到宇宙射线的单次曝光,偏差可能会达到百分之几。这将表现为目标亮度的突然变化。幸运的是,偏差范围在测量不确定性的 1 到 5 之间,这一事实可用于筛选出宇宙射线,以用于探测短时域事件的科学应用。
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引用次数: 0
Robust 1-norm Periodograms for Analysis of Noisy Non-Gaussian Time Series with Irregular Cadences: Application to VLBI Astrometry of Quasars 用于分析具有不规则节奏的噪声非高斯时间序列的稳健 1 正态周期图:类星体 VLBI 天体测量学的应用
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-28 DOI: 10.1088/1538-3873/ad4b9f
Valeri V. Makarov, Sébastien Lambert, Phil Cigan, Christopher DiLullo and David Gordon
Astronomical time series often have non-uniform sampling in time, or irregular cadences, with long gaps separating clusters of observations. Some of these data sets are also explicitly non-Gaussian with respect to the expected model fit, or the simple mean. The standard Lomb–Scargle periodogram is based on the least squares solution for a set of test periods and, therefore, is easily corrupted by a subset of statistical outliers or an intrinsically non-Gaussian population. It can produce completely misleading results for heavy-tailed distribution of residuals. We propose a robust 1-norm periodogram technique, which is based on the principles of robust statistical estimation. This technique can be implemented in weighted or unweighted options. The method is described in detail and compared with the classical least squares periodogram on a set of astrometric VLBI measurements of the ICRF quasar IERS B0642+449. It is uniformly applied to a collection of 259 ICRF3 quasars each with more than 200 epoch VLBI measurements, resulting in a list of 49 objects with quasi-periodic position changes above the 3σ level, which warrant further investigation.
天文时间序列通常具有非均匀的时间采样,或不规则的节奏,观测数据集群之间有很长的间隔。这些数据集中,有一些与预期的模型拟合或简单平均值相比,也具有明显的非高斯性。标准的 Lomb-Scargle 周期图是基于一组测试周期的最小二乘法求解,因此很容易被统计异常值子集或本质上的非高斯群体所破坏。对于残差的重尾分布,它可能会产生完全误导的结果。我们提出了一种基于稳健统计估计原理的稳健 1 正态周期图技术。该技术可在加权或非加权选项中实施。我们对该方法进行了详细描述,并将其与经典的最小二乘法周期图进行了比较,比较的对象是一组对ICRF类星体IERS B0642+449的天体测量VLBI测量结果。该方法被统一应用于 259 个 ICRF3 类星体集合,每个类星体都有超过 200 个历元的 VLBI 测量值,最后得出了 49 个具有超过 3σ 水平的准周期位置变化的天体列表,这些天体值得进一步研究。
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引用次数: 0
KMT-2023-BLG-1431Lb: A New q < 10−4 Microlensing Planet from a Subtle Signature KMT-2023-BLG-1431Lb:从微妙特征中发现一颗新的 q < 10-4 微透镜行星
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-27 DOI: 10.1088/1538-3873/ad48b8
Aislyn Bell, Jiyuan Zhang, Weicheng Zang, Youn Kil Jung, Jennifer C. Yee, Hongjing Yang, Takahiro Sumi, Andrzej Udalski, Leading Authors, Michael D. Albrow, Sun-Ju Chung, Andrew Gould, Cheongho Han, Kyu-Ha Hwang, Yoon-Hyun Ryu, In-Gu Shin, Yossi Shvartzvald, Sang-Mok Cha, Dong-Jin Kim, Seung-Lee Kim, Chung-Uk Lee, Dong-Joo Lee, Yongseok Lee, Byeong-Gon Park, Richard W. Pogge, The KMTNet Collaboration, Yunyi Tang, Jennie McCormick, Subo Dong, Zhuokai Liu, Leandro de Almeida, Shude Mao, Dan Maoz, Wei Zhu, The MAP & FUN Follow-up Team, Fumio Abe, Richard Barry, David P. Bennett, Aparna Bhattacharya, Ian A. Bond, Hirosane Fujii, Akihiko Fukui, Ryusei Hamada, Yuki Hirao, Stela Ishitani Silva, Yoshitaka Itow, Rintaro Kirikawa, Iona Kondo, Naoki Koshimoto, Yutaka Matsubara, Sho Matsumoto, Shota Miyazaki, Yasushi Muraki, Arisa Okamura, Greg Lmschenk, Clément Ranc, Nicholas J. Rattenbury, Yuki Satoh, Daisuke Suzuki, Taiga Toda, Mio Tomoyoshi, Paul J. Tristram, Aikaterini Vandorou, Hib..
The current studies of microlensing planets are limited by small number statistics. Follow-up observations of high-magnification microlensing events can efficiently form a statistical planetary sample. Since 2020, the Korea Microlensing Telescope Network (KMTNet) and the Las Cumbres Observatory (LCO) global network have been conducting a follow-up program for high-magnification KMTNet events. Here, we report the detection and analysis of a microlensing planetary event, KMT-2023-BLG-1431, for which the subtle (0.05 mag) and short-lived (5 hr) planetary signature was characterized by the follow-up from KMTNet and LCO. A binary-lens single-source (2L1S) analysis reveals a planet/host mass ratio of q = (0.72 ± 0.07) × 10−4, and the single-lens binary-source (1L2S) model is excluded by Δχ2 = 80. A Bayesian analysis using a Galactic model yields estimates of the host star mass of , the planetary mass of , and the lens distance of kpc. The projected planet-host separation of au or au, subject to the close/wide degeneracy. We also find that without the follow-up data, the survey-only data cannot break the degeneracy of central/resonant caustics and the degeneracy of 2L1S/1L2S models, showing the importance of follow-up observations for current microlensing surveys.
目前对微透镜行星的研究受到小数量统计的限制。对高倍率微透镜事件的跟踪观测可以有效地形成行星统计样本。自2020年起,韩国微透镜望远镜网络(KMTNet)和拉斯坎布雷斯天文台(LCO)全球网络开始对高倍率KMTNet事件进行跟踪观测。在此,我们报告了对微透镜行星事件KMT-2023-BLG-1431的探测和分析,KMTNet和LCO的跟进工作确定了该事件微妙(0.05等)和短暂(5小时)的行星特征。双透镜单源(2L1S)分析显示行星/宿主质量比为 q = (0.72 ± 0.07) × 10-4,而单透镜双源(1L2S)模型因 Δχ2 = 80 而被排除。利用银河系模型进行贝叶斯分析后,估计主星质量为 ,行星质量为 ,透镜距离为 kpc。根据近/远退化关系,预计行星与宿主的距离为 au 或 au。我们还发现,如果没有后续数据,仅有的巡天数据无法打破中心/共振凹陷的退行性和 2L1S/1L2S 模型的退行性,这显示了后续观测对于当前微透镜巡天的重要性。
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引用次数: 0
Detecting Moving Objects in Photometric Images Using 3D Hough Transform 利用 3D Hough 变换检测光度图像中的移动物体
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-27 DOI: 10.1088/1538-3873/ad481f
Bo Zhang, ShaoMing Hu, Junju Du, Xu Yang, Xu Chen, Hai Jiang, Hai Cao and Shuai Feng
In response to the exponential growth of space debris, an increasing number of observation devices are being used for the observation of moving objects, such as space debris and asteroids, which require further improvements in data-processing capabilities for the detection of moving objects. In this study, we propose a rapid detection algorithm designed for detecting moving objects, leveraging the power of the 3D Hough transform. By the simulated image experiments, our results show that the detection rate increases with the number of continuous images when fully extracting objects. Based on this foundation, the object detection rate is at least 87% regardless of the object number in the image sequence when detecting objects from at least six continuous images. In the observed image experiments, we used source-extractor to extract sources. The results show the method can successfully detect objects with signal-to-noise ratio higher than three from sidereal tracking images and can identify asteroids from asteroid tracking images while maintaining a detection speed that meets the requirements for real-time processing.
为应对空间碎片的指数级增长,越来越多的观测设备被用于观测空间碎片和小行星等移动物体,这就需要进一步提高数据处理能力,以探测移动物体。在本研究中,我们利用三维 Hough 变换的强大功能,提出了一种专为检测移动物体而设计的快速检测算法。通过模拟图像实验,我们的结果表明,在完全提取物体时,检测率会随着连续图像数量的增加而提高。在此基础上,当从至少六幅连续图像中检测物体时,无论图像序列中的物体数量如何,物体检测率至少为 87%。在观测图像实验中,我们使用源提取器来提取源。结果表明,该方法能成功地从恒星跟踪图像中检测出信噪比大于 3 的天体,并能从小行星跟踪图像中识别出小行星,同时保持符合实时处理要求的检测速度。
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引用次数: 0
Atmospheric Parameters and Abundances of Cool Red Giant Stars 冷红巨星的大气参数和丰度
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-15 DOI: 10.1088/1538-3873/ad4177
Z. Dencs, A. Derekas, T. Mitnyan, M. F. Andersen, B. Cseh, F. Grundahl, V. Hegedűs, J. Kovács, L. Kriskovics, P. L. Palle, A. Pál, L. Szigeti and Sz. Mészáros
Understanding the atmospheric parameters of stars on the top of the RGB is essential to reveal the chemical composition of the Milky Way, as they can be used to probe the farthest parts of our Galaxy. Our goal is to determine the chemical composition of 21 RGB stars with Teff < 4200 K selected from the APOGEE-2 DR17 database using new observations carried out with the spectrograph mounted on the 1 m telescope of the Hungarian Piszkéstető Observatory and the SONG spectrograph (R = 77,000) on the Hertzsprung SONG telescope in the 4500–5800 Å wavelength range. This is the first time the spectrograph (R = 18,000) on the 1 m telescope at Piszkéstető Observatory was used to measure the abundances of stars. We created a new LTE spectral library using MARCS model atmospheres and SYNSPEC by including the line list of 23 molecules to determine atmospheric parameters (Teff, , [Fe/H], [α/Fe]) and abundances of Si, Ca, Ti, V, Cr, Mn, and Ni with FERRE. The resulting parameters were compared to that of APOGEE. We found a good agreement in general, the average difference is −11.2 K in Teff, 0.11 dex in , 0.10 dex in [Fe/H], and −0.01 dex in [α/Fe]. Our analysis successfully demonstrates the ability of the spectrograph at Piszkéstető Observatory to reliably measure the abundance of bright stars.
了解 RGB 顶部恒星的大气参数对于揭示银河系的化学成分至关重要,因为它们可以用来探测银河系最遥远的部分。我们的目标是从 APOGEE-2 DR17 数据库中挑选出 21 颗 Teff < 4200 K 的 RGB 恒星,利用安装在匈牙利 Piszkéstető 天文台 1 米望远镜上的摄谱仪和 Hertzsprung SONG 望远镜上的 SONG 摄谱仪(R = 77,000)在 4500-5800 Å 波长范围内进行的新观测,确定它们的化学成分。这是首次使用 Piszkéstető 天文台 1 米望远镜上的摄谱仪(R = 18,000)来测量恒星的丰度。我们利用 MARCS 大气模型和 SYNSPEC 建立了一个新的 LTE 光谱库,其中包括 23 种分子的谱线表,从而利用 FERRE 测定了大气参数(Teff、[Fe/H]、[α/Fe])以及 Si、Ca、Ti、V、Cr、Mn 和 Ni 的丰度。将得到的参数与 APOGEE 的参数进行了比较。我们发现两者的参数总体上吻合,平均差异为:Teff-11.2 K,[Fe/H]0.11 dex,[α/Fe]-0.01 dex。我们的分析成功地证明了 Piszkéstető 天文台的光谱仪能够可靠地测量明亮恒星的丰度。
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引用次数: 0
MINDS: The JWST MIRI Mid-INfrared Disk Survey MINDS: JWST MIRI 中红外盘巡天
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-15 DOI: 10.1088/1538-3873/ad3455
Thomas Henning, Inga Kamp, Matthias Samland, Aditya M. Arabhavi, Jayatee Kanwar, Ewine F. van Dishoeck, Manuel Güdel, Pierre-Olivier Lagage, Christoffel Waelkens, Alain Abergel, Olivier Absil, David Barrado, Anthony Boccaletti, Jeroen Bouwman, Alessio Caratti o Garatti, Vincent Geers, Adrian M. Glauser, Fred Lahuis, Michael Mueller, Cyrine Nehmé, Göran Olofsson, Eric Pantin, Tom P. Ray, Silvia Scheithauer, Bart Vandenbussche, L. B. F. M. Waters, Gillian Wright, Ioannis Argyriou, Valentin Christiaens, Riccardo Franceschi, Danny Gasman, Sierra L. Grant, Rodrigo Guadarrama, Hyerin Jang, Maria Morales-Calderón, Nicole Pawellek, Giulia Perotti, Donna Rodgers-Lee, Jürgen Schreiber, Kamber Schwarz, Benoît Tabone, Milou Temmink, Marissa Vlasblom, Luis Colina, Thomas R. Greve and Göran Östlin
The study of protoplanetary disks has become increasingly important with the Kepler satellite finding that exoplanets are ubiquitous around stars in our galaxy and the discovery of enormous diversity in planetary system architectures and planet properties. High-resolution near-IR and ALMA images show strong evidence for ongoing planet formation in young disks. The JWST MIRI mid-INfrared Disk Survey (MINDS) aims to (1) investigate the chemical inventory in the terrestrial planet-forming zone across stellar spectral type, (2) follow the gas evolution into the disk dispersal stage, and (3) study the structure of protoplanetary and debris disks in the thermal mid-IR. The MINDS survey will thus build a bridge between the chemical inventory of disks and the properties of exoplanets. The survey comprises 52 targets (Herbig Ae stars, T Tauri stars, very low-mass stars and young debris disks). We primarily obtain MIRI/MRS spectra with high signal-to-noise ratio (∼100–500) covering the complete wavelength range from 4.9 to 27.9 μm. For a handful of selected targets we also obtain NIRSpec IFU high resolution spectroscopy (2.87–5.27 μm). We will search for signposts of planet formation in thermal emission of micron-sized dust—information complementary to near-IR scattered light emission from small dust grains and emission from large dust in the submillimeter wavelength domain. We will also study the spatial structure of disks in three key systems that have shown signposts for planet formation, TW Hya and HD 169142 using the MIRI coronagraph at 15.5 μm and 10.65 μm respectively and PDS 70 using NIRCam imaging in the 1.87 μm narrow and the 4.8 μm medium band filter. We provide here an overview of the MINDS survey and showcase the power of the new JWST mid-IR molecular spectroscopy with the TW Hya disk spectrum where we report the detection of the molecular ion and the robust confirmation of HCO+ earlier detected with Spitzer.
随着开普勒卫星发现系外行星在银河系恒星周围无处不在,以及发现行星系统结构和行星特性的巨大多样性,原行星盘的研究变得越来越重要。高分辨率近红外和 ALMA 图像显示了年轻星盘中行星正在形成的有力证据。JWST MIRI 中红外盘巡天(MINDS)的目标是:(1)调查不同恒星光谱类型的地球行星形成区的化学库存;(2)跟踪进入盘散布阶段的气体演化;(3)研究热中红外原行星盘和碎片盘的结构。因此,MINDS 勘测将在盘的化学清单和系外行星的特性之间架起一座桥梁。这项观测包括 52 个目标(赫比格 Ae 星、金牛座恒星、极低质量恒星和年轻的碎片盘)。我们主要获取高信噪比(100-500)的 MIRI/MRS 光谱,覆盖从 4.9 到 27.9 μm 的整个波长范围。对于少数选定目标,我们还获得了 NIRSpec IFU 高分辨率光谱(2.87-5.27 μm)。我们将从微米级尘埃的热辐射中寻找行星形成的迹象--这些信息是对小尘埃颗粒的近红外散射光辐射和亚毫米波域中大尘埃辐射的补充。我们还将利用 15.5 μm 和 10.65 μm 波长的近红外成像仪日冕仪,以及利用 1.87 μm 窄波段和 4.8 μm 中波段滤光片的近红外成像仪成像技术,研究三个显示出行星形成迹象的关键系统--TW Hya 和 HD 169142,以及 PDS 70 中的星盘空间结构。我们在此概述了MINDS巡天的情况,并通过TW Hya盘的光谱展示了JWST新的中红外分子光谱技术的威力。
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引用次数: 0
Likelihood-based Jump Detection and Cosmic Ray Rejection for Detectors Read Out Up-the-ramp 基于似然法的跃迁探测和宇宙射线剔除,适用于上斜坡读出的探测器
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-14 DOI: 10.1088/1538-3873/ad38da
Timothy D. Brandt
This paper implements likelihood-based jump detection for detectors read out up-the-ramp, using the entire set of reads to compute likelihoods. The approach compares the χ2 value of a fit with and without a jump for every possible jump location. I show that this approach can be substantially more sensitive than one that only uses the difference between sequential groups of reads, especially for long ramps and for jumps that occur in the middle of a group of reads. It can also be implemented for a computational cost that is linear in the number of resultants. I provide and describe a pure Python implementation that can process a 10-resultant ramp on a 4096 × 4096 detector in ≈20 s, including iterative cosmic ray detection and removal, on a single core of a 2020 Macbook Air. This Python implementation, together with tests and a tutorial notebook, are available at https://github.com/t-brandt/fitramp. I also provide tests and demonstrations of the full ramp fitting and cosmic ray rejection approach on data from the JWST.
本文利用整个读数集来计算似然值,为上坡读出的探测器实现了基于似然的跳跃检测。该方法比较了每个可能跳跃位置有跳跃和无跳跃拟合的 χ2 值。我的研究表明,这种方法比只使用连续读数组之间差异的方法灵敏得多,尤其是对于长斜坡和发生在读数组中间的跳跃。这种方法的计算成本与结果数呈线性关系。我提供并描述了一个纯 Python 实现,在 2020 Macbook Air 的单核上,它可以在 ≈20 秒内处理 4096 × 4096 探测器上的 10 个结果斜坡,包括迭代宇宙射线检测和去除。该 Python 实现、测试和教程笔记本可在 https://github.com/t-brandt/fitramp 上获取。我还对来自 JWST 的数据进行了全斜率拟合和宇宙射线剔除方法的测试和演示。
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引用次数: 0
Direct Detection and Characterization of Exoplanets Using Imaging Fourier Transform Spectroscopy 利用成像傅立叶变换光谱直接探测系外行星并确定其特征
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-14 DOI: 10.1088/1538-3873/ad37d8
Jingwen Zhang, 婧雯 张, Michael Bottom and Eugene Serabyn
Space-based direct imaging provides prospects for detection and spectral characterization of exoplanets at optical and near-infrared wavelengths. Integral field spectrographs (IFS) have been historically baselined for these mission concepts. However, multiple studies have revealed that detector noise is a serious obstacle for such instruments when observing extremely faint targets such as Earth-like planets. Imaging Fourier transform spectrographs (iFTS) are generally less sensitive to detector noise, and have several other compelling features such as simultaneous imaging and spectroscopy, smaller-format detector requirements, and variable spectral resolving power. To date, they have not been studied as options for such missions. Here, we compare the capabilities of IFS and iFTS for directly obtaining spectra from an Earth-like planet using both analytic and numerical models. Specifically, we compare the required exposure times to achieve the same signal-to-noise ratio with the two architectures over a range of detector and optical system parameters. We find that for a 6 m telescope, an IFS outperforms an iFTS at optical wavelengths due to the effects of distributed photon noise. In the near-IR, the relative efficiency of an IFS and iFTS depends critically on the instrument design and detector noise. An iFTS will be more efficient than an IFS if the readout noise of the near-IR detector is above ∼2–3 e− pix−1 frame−1 (tfrm = 1000 s), which correspond to half to one-third of the state-of-art detector noise. However, if the readout noise is reduced below this threshold, the performance of an IFS will experience a substantial improvement and become more efficient. These results motivate consideration of an iFTS as an alternative option for future direct imaging space missions in the near-IR.
天基直接成像为在光学和近红外波长探测系外行星并确定其光谱特征提供了前景。积分场摄谱仪(IFS)历来是这些任务概念的基础。然而,多项研究表明,在观测类地行星等极其微弱的目标时,探测器噪声是这类仪器的一个严重障碍。成像傅立叶变换摄谱仪(iFTS)对探测器噪声的敏感度通常较低,而且还具有其他一些引人注目的特点,如同时成像和分光、对探测器的尺寸要求较小、光谱分辨能力可变等。迄今为止,尚未将它们作为此类任务的备选方案进行研究。在这里,我们利用分析和数值模型比较了 IFS 和 iFTS 直接获取类地行星光谱的能力。具体来说,我们比较了在一定探测器和光学系统参数范围内,使用这两种结构实现相同信噪比所需的曝光时间。我们发现,对于 6 米望远镜来说,由于分布式光子噪声的影响,IFS 在光学波长上优于 iFTS。在近红外波段,IFS 和 iFTS 的相对效率主要取决于仪器设计和探测器噪声。如果近红外探测器的读出噪声高于 ∼2-3 e- pix-1 frame-1 (tfrm = 1000 s),即相当于最先进探测器噪声的一半到三分之一,那么 iFTS 的效率将高于 IFS。然而,如果读出噪声降低到这一阈值以下,IFS 的性能就会得到大幅提升,变得更加高效。这些结果促使人们考虑将 iFTS 作为未来近红外直接成像空间任务的替代选择。
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引用次数: 0
Optimal Fitting and Debiasing for Detectors Read Out Up-the-Ramp 上斜坡读出探测器的最佳拟合和去锯齿化
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-14 DOI: 10.1088/1538-3873/ad38d9
Timothy D. Brandt
This paper derives the optimal fit to a pixel’s count rate in the case of an ideal detector read out nondestructively in the presence of both read and photon noise. The approach is general for any readout scheme, provides closed-form expressions for all quantities, and has a computational cost that is linear in the number of resultants (groups of reads). I also derive the bias of the fit from estimating the covariance matrix and show how to remove it to first order. The ramp-fitting algorithm I describe provides the χ2 value of the fit of a line to the accumulated counts, which can be interpreted as a goodness-of-fit metric. I provide and describe a pure Python implementation of these algorithms that can process a 10-resultant ramp on a 4096 × 4096 detector in ≈8 s with bias removal on a single core of a 2020 Macbook Air. This Python implementation, together with tests and a tutorial notebook, are available at https://github.com/t-brandt/fitramp. A companion paper describes a jump detection algorithm based on hypothesis testing of ramp fits and demonstrates all algorithms on data from JWST.
本文推导了在存在读取噪声和光子噪声的情况下,理想探测器非破坏性读出时像素计数率的最佳拟合。该方法适用于任何读出方案,可提供所有量的闭式表达式,计算成本与结果数(读数组)成线性关系。我还通过估计协方差矩阵推导出拟合偏差,并展示了如何将其去除到一阶。我所描述的斜坡拟合算法提供了一条直线与累积计数拟合的 χ2 值,这可以解释为拟合优度指标。我提供并描述了这些算法的纯 Python 实现,它可以在 2020 Macbook Air 的单核上,在 ≈8 秒内处理 4096 × 4096 探测器上的 10 个结果斜坡,并去除偏差。该 Python 实现以及测试和教程笔记本可在 https://github.com/t-brandt/fitramp 上获取。另一篇论文介绍了基于斜坡拟合假设检验的跃迁检测算法,并在 JWST 的数据上演示了所有算法。
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引用次数: 0
Star Image Centering with Deep Learning. II. HST/WFPC2 Full Field of View 利用深度学习进行星形图像中心定位II.HST/WFPC2 全视场
IF 3.5 3区 物理与天体物理 Q2 ASTRONOMY & ASTROPHYSICS Pub Date : 2024-05-13 DOI: 10.1088/1538-3873/ad430c
Dana I. Casetti-Dinescu, Roberto Baena-Gallé, Terrence M. Girard, Alejandro Cervantes-Rovira and Sebastian Todeasa
We present an expanded and improved deep-learning (DL) methodology for determining centers of star images on Hubble Space Telescope/Wide-Field Planetary Camera 2 (WFPC2) exposures. Previously, we demonstrated that our DL model can eliminate the pixel-phase bias otherwise present in these undersampled images; however that analysis was limited to the central portion of each detector. In the current work we introduce the inclusion of global positions to account for the point-spread function (PSF) variation across the entire chip and instrumental magnitudes to account for nonlinear effects such as charge transfer efficiency. The DL model is trained using a unique series of WFPC2 observations of globular cluster 47 Tuc, data sets comprising over 600 dithered exposures taken in each of two filters—F555W and F814W. It is found that the PSF variations across each chip correspond to corrections of the order of ∼100 mpix, while magnitude effects are at a level of ∼10 mpix. Importantly, pixel-phase bias is eliminated with the DL model; whereas, with a classic centering algorithm, the amplitude of this bias can be up to ∼40 mpix. Our improved DL model yields star-image centers with uncertainties of 8–10 mpix across the full field of view of WFPC2.
我们提出了一种扩展和改进的深度学习(DL)方法,用于确定哈勃太空望远镜/宽视场行星相机 2(WFPC2)曝光的恒星图像中心。在此之前,我们已经证明,我们的 DL 模型可以消除这些采样不足图像中原本存在的像素相位偏差;但这一分析仅限于每个探测器的中心部分。在目前的工作中,我们引入了全局位置,以考虑整个芯片上的点扩散函数(PSF)变化,并引入了仪器幅度,以考虑电荷转移效率等非线性效应。我们使用 WFPC2 对球状星团 47 Tuc 的一系列独特观测数据来训练 DL 模型,这些数据集包括在两个滤光片--F555W 和 F814W 中各拍摄的 600 多次抖动曝光。结果发现,每个芯片上的 PSF 变化相当于 ∼100 mpix 的修正量级,而幅度效应则相当于 ∼10 mpix 的水平。重要的是,使用 DL 模型消除了像素相位偏差;而使用传统的居中算法,这种偏差的幅度可达 ∼ 40 mpix。在 WFPC2 的整个视场中,我们改进的 DL 模型产生的星像中心的不确定性为 8-10 mpix。
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引用次数: 0
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Publications of the Astronomical Society of the Pacific
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