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AT2023fhn (the Finch): a luminous fast blue optical transient at a large offset from its host galaxy AT2023fhn(雀座):一个明亮的快速蓝色光瞬变星系,与宿主星系有很大的偏移
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad145
A A Chrimes, P G Jonker, A J Levan, D L Coppejans, N Gaspari, B P Gompertz, P J Groot, D B Malesani, A Mummery, E R Stanway, K Wiersema
ABSTRACT Luminous fast blue optical transients (LFBOTs) – the prototypical example being AT 2018cow – are a rare class of events whose origins are poorly understood. They are characterized by rapid evolution, featureless blue spectra at early times, and luminous X-ray and radio emission. LFBOTs thus far have been found exclusively at small projected offsets from star-forming host galaxies. We present Hubble Space Telescope, Gemini, Chandra, and Very Large Array observations of a new LFBOT, AT 2023fhn. The Hubble Space Telescope data reveal a large offset (>3.5 half-light radii) from the two closest galaxies, both at redshift z ∼ 0.24. The location of AT 2023fhn is in stark contrast with previous events, and demonstrates that LFBOTs can occur in a range of galactic environments.
发光快速蓝光瞬变(LFBOTs)——典型的例子是AT 2018cow——是一类罕见的事件,其起源尚不清楚。它们的特点是演化迅速,早期无特征的蓝色光谱,以及发光的x射线和射电发射。迄今为止,lfbot只在恒星形成宿主星系的小投影偏移处被发现。我们展示了哈勃太空望远镜、双子座、钱德拉和超大阵列对一个新的LFBOT, AT 2023fhn的观测。哈勃太空望远镜的数据显示,距离最近的两个星系有很大的偏移(>3.5半光半径),两者的红移都在z ~ 0.24。AT 2023fhn的位置与之前的事件形成鲜明对比,并表明lfbot可以发生在一系列银河系环境中。
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引用次数: 0
Detection of the significant impact of source clustering on higher-order statistics with DES Year 3 weak gravitational lensing data 利用DES Year 3弱引力透镜数据检测源聚类对高阶统计量的显著影响
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad143
M Gatti, N Jeffrey, L Whiteway, V Ajani, T Kacprzak, D Zürcher, C Chang, B Jain, J Blazek, E Krause, A Alarcon, A Amon, K Bechtol, M Becker, G Bernstein, A Campos, R Chen, A Choi, C Davis, J Derose, H T Diehl, S Dodelson, C Doux, K Eckert, J Elvin-Poole, S Everett, A Ferte, D Gruen, R Gruendl, I Harrison, W G Hartley, K Herner, E M Huff, M Jarvis, N Kuropatkin, P F Leget, N MacCrann, J McCullough, J Myles, A Navarro-Alsina, S Pandey, J Prat, M Raveri, R P Rollins, A Roodman, C Sanchez, L F Secco, I Sevilla-Noarbe, E Sheldon, T Shin, M Troxel, I Tutusaus, T N Varga, B Yanny, B Yin, Y Zhang, J Zuntz, S S Allam, O Alves, M Aguena, D Bacon, E Bertin, D Brooks, D L Burke, A Carnero Rosell, J Carretero, R Cawthon, L N da Costa, T M Davis, J De Vicente, S Desai, P Doel, J García-Bellido, G Giannini, G Gutierrez, I Ferrero, J Frieman, S R Hinton, D L Hollowood, K Honscheid, D J James, K Kuehn, O Lahav, J L Marshall, J Mena-Fernández, R Miquel, R L C Ogando, A Palmese, M E S Pereira, A A Plazas Malagón, M Rodriguez-Monroy, S Samuroff, E Sanchez, M Schubnell, M Smith, F Sobreira, E Suchyta, M E C Swanson, G Tarle, N Weaverdyck
ABSTRACT We measure the impact of source galaxy clustering on higher order summary statistics of weak gravitational lensing data. By comparing simulated data with galaxies that either trace or do not trace the underlying density field, we show that this effect can exceed measurement uncertainties for common higher order statistics for certain analysis choices. We evaluate the impact on different weak lensing observables, finding that third moments and wavelet phase harmonics are more affected than peak count statistics. Using Dark Energy Survey (DES) Year 3 (Y3) data, we construct null tests for the source-clustering-free case, finding a p-value of p = 4 × 10−3 (2.6σ) using third-order map moments and p = 3 × 10−11 (6.5σ) using wavelet phase harmonics. The impact of source clustering on cosmological inference can be either included in the model or minimized through ad hoc procedures (e.g. scale cuts). We verify that the procedures adopted in existing DES Y3 cosmological analyses were sufficient to render this effect negligible. Failing to account for source clustering can significantly impact cosmological inference from higher order gravitational lensing statistics, e.g. higher order N-point functions, wavelet-moment observables, and deep learning or field-level summary statistics of weak lensing maps.
我们测量了源星系群集对弱引力透镜数据高阶汇总统计量的影响。通过将模拟数据与跟踪或不跟踪潜在密度场的星系进行比较,我们表明,对于某些分析选择,这种影响可以超过普通高阶统计量的测量不确定性。我们评估了对不同弱透镜观测值的影响,发现三阶矩和小波相位谐波比峰值计数统计更受影响。利用暗能量调查(DES)第3年(Y3)数据,我们构造了无源聚类情况下的零检验,利用三阶映射矩和小波相位谐波分别得到p = 4 × 10−3 (2.6σ)和p = 3 × 10−11 (6.5σ)的p值。源聚类对宇宙学推断的影响既可以包含在模型中,也可以通过特别的程序(例如尺度削减)最小化。我们证实,在现有的DES Y3宇宙学分析中采用的程序足以使这种影响可以忽略不计。不考虑源聚类会严重影响高阶引力透镜统计的宇宙学推断,例如高阶n点函数、小波矩观测值、深度学习或弱透镜映射的场级汇总统计。
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引用次数: 0
Obscuration beyond the nucleus: infrared quasars can be buried in extreme compact starbursts 核外的遮挡:红外类星体可以被埋在极度致密的星暴中
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad144
Carolina Andonie, David M Alexander, Claire Greenwell, Annagrazia Puglisi, Brivael Laloux, Alba V Alonso-Tetilla, Gabriela Calistro Rivera, Chris Harrison, Ryan C Hickox, Melanie Kaasinen, Andrea Lapi, Iván E López, Grayson Petter, Cristina Ramos Almeida, David J Rosario, Francesco Shankar, Carolin Villforth
ABSTRACT In the standard quasar model, the accretion disc obscuration is due to the canonical dusty torus. Here, we argue that a substantial part of the quasar obscuration can come from the interstellar medium (ISM) when the quasars are embedded in compact starbursts. We use an obscuration-unbiased sample of 578 infrared (IR) quasars at z ≈ 1–3 and archival Atacama Large Millimetre/submillimetre Array submillimetre host galaxy sizes to investigate the ISM contribution to the quasar obscuration. We calculate star formation rates (SFR) and ISM column densities for the IR quasars and a control sample of submillimetre galaxies (SMGs) not hosting quasar activity and show that: (1) the quasar obscured fraction is constant up to $rm SFRapprox 300 : {rm M}_{odot } : yr^{-1}$, and then increases towards higher SFR, suggesting that the ISM obscuration plays a significant role in starburst host galaxies, and (2) at $rm SFRgtrsim 300 : {rm M}_{odot } : yr^{-1}$, the SMGs and IR quasars have similarly compact submillimetre sizes ($R_{rm e}approx 0.5{!-!}3,mathrm{ kpc}$) and consequently, the ISM can heavily obscure the quasar, even reaching Compton-thick ($N_{rm H}gt 10^{24} rm : cm^{-2}$) levels in extreme cases. Based on our results, we infer that ${approx} 10{!-!}30~{{ rm per cent}}$ of the IR quasars with $rm SFRgtrsim 300 : {rm M}_{odot } : yr^{-1}$ are obscured solely by the ISM.
在标准类星体模型中,吸积盘的遮挡是由于典型的尘埃环面造成的。在这里,我们认为类星体遮挡的很大一部分可能来自星际介质(ISM),当类星体嵌入紧凑的星暴时。我们使用了578个红外类星体(IR)在z≈1-3和存档的阿塔卡马大毫米/亚毫米阵列(Atacama Large millimeter / submillimeter Array)亚毫米宿主星系大小的无偏差样本来研究ISM对类星体遮挡的贡献。我们计算了红外类星体的恒星形成率(SFR)和ISM柱密度,并以亚毫米星系(smg)为控制样本,没有类星体活动,结果表明:(1)类星体被遮挡的比例在$rm SFRapprox 300 : {rm M}_{odot } : yr^{-1}$处是恒定的,然后向更高的SFR方向增加,表明ISM遮挡在星暴宿主星系中起着重要作用;(2)在$rm SFRgtrsim 300 : {rm M}_{odot } : yr^{-1}$处,smg和IR类星体具有相似的紧凑的亚毫米大小($R_{rm e}approx 0.5{!-!}3,mathrm{ kpc}$),因此,ISM可以严重遮挡类星体,在极端情况下甚至达到康普顿厚度($N_{rm H}gt 10^{24} rm : cm^{-2}$)的水平。根据我们的结果,我们推断含有$rm SFRgtrsim 300 : {rm M}_{odot } : yr^{-1}$的红外类星体的${approx} 10{!-!}30~{{ rm per cent}}$完全被ISM遮蔽。
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引用次数: 0
Light Curve and Hardness Tests for Millilensing in GRB 950830, GRB 090717A, and GRB 200716C GRB 950830、GRB 090717A和GRB 200716C中微透镜的光曲线和硬度试验
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad158
Oindabi Mukherjee, Robert Nemiroff
ABSTRACT Two different temporal sections of a single gamma-ray burst (GRB) must be statistically similar to show an internal gravitational lensing signature. Here, two straightforward gravitational lensing tests are defined and applied: a light curve similarity test and a hardness similarity test. Gravitational millilensing has been claimed to be detected within several individual GRBs that contain two emission episodes separated by a time-delay. However, our analyses indicate that none of those claims satisfy both tests. The hardness similarity test performed on GRB 950830 and GRB 090717A found that the ratio between the second and the first emission episodes in each energy channel differed from the same ratio averaged over all detected energy channels at around 90 per cent confidence level. Also, a light curve similarity test performed on GRB 950830, GRB 090717A, and GRB 200716C separately found that it is unlikely that the two emission episodes in each GRB were drawn from a single parent emission episode for that GRB, with differences at the 3.0σ, 5.84σ, and 9.35σ confidence levels, respectively.
单一伽马射线暴(GRB)的两个不同时间段必须在统计上相似才能显示内部引力透镜特征。这里定义并应用了两种直接的引力透镜测试:光曲线相似测试和硬度相似测试。据称,在几个单独的grb中发现了引力千禧年效应,这些grb包含两个被时间延迟隔开的发射事件。然而,我们的分析表明,这些说法都不符合这两个检验。对GRB 950830和GRB 090717A进行的硬度相似性测试发现,每个能量通道中第二和第一发射事件之间的比率与所有检测到的能量通道的平均相同比率在大约90%的置信水平上不同。此外,分别对GRB 950830、GRB 090717A和GRB 200716C进行的光曲线相似性测试发现,每个GRB中的两个发射事件不太可能来自该GRB的单个母发射事件,其差异分别在3.0σ、5.84σ和9.35σ置信水平上。
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引用次数: 0
New Insights on ν-DM Interactions 关于ν-DM相互作用的新见解
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad157
Philippe Brax, Carsten van de Bruck, Eleonora Di Valentino, William Giaré, Sebastian Trojanowski
ABSTRACT We revisit the possibility of using cosmological observations to constrain models that involve interactions between neutrinos and dark matter. We show that small-scale measurements of the cosmic microwave background (CMB) with a few per cent accuracy are critical to uncover unique signatures from models with tiny couplings that would require a much higher sensitivity at lower multipoles, such as those probed by the Planck satellite. We analyse the high-multipole data released by the Atacama Cosmology Telescope, both independently and in combination with Planck and baryon acoustic oscillation measurements, finding a compelling preference for a non-vanishing coupling, $log _{10}u_{nu textrm {DM}}=-5.20^{+1.2}_{-0.74}$ at 68 per cent confidence level. This aligns with other CMB-independent probes, such as Lyman-α. We illustrate how this coupling could be accounted for in the presence of dark matter interactions with a sterile neutrino.
我们重新审视了利用宇宙学观测来约束涉及中微子和暗物质相互作用的模型的可能性。我们表明,对宇宙微波背景(CMB)的小规模测量具有百分之几的精度,对于发现具有微小耦合的模型的独特特征至关重要,这些模型在较低的多极下需要更高的灵敏度,例如由普朗克卫星探测的那些。我们分析了由阿塔卡马宇宙学望远镜发布的高多极数据,无论是独立的还是与普朗克和重子声学振荡测量相结合,都发现了一个令人信服的非消失耦合偏好,$log _{10}u_{nu textrm {DM}}=-5.20^{+1.2}_{-0.74}$在68%的置信水平上。这与其他与cmb无关的探测器(如Lyman-α)一致。我们说明了如何在暗物质与无菌中微子相互作用的情况下解释这种耦合。
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引用次数: 0
Super Slowly Spinning Stars in Close Binaries 近距离双星中超慢速旋转的恒星
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad150
Jim Fuller, Catherine Felce
ABSTRACT Stars in short-period binaries typically have spins that are aligned and synchronized with the orbit of their companion. In triple systems, however, the combination of spin and orbital precession can cause the star’s rotation to evolve to a highly misaligned and sub-synchronous equilibrium known as a Cassini state. We identify a population of recently discovered stars that exhibit these characteristics and which are already known to have tertiary companions. These third bodies have a suitable orbital period to allow the inner binary to evolve into the sub-synchronous Cassini state, which we confirm with orbital evolution models. We also compute the expected stellar obliquity and spin period, showing that the observed rotation rates are often slower than expected from equilibrium tidal models. However, we show that tidal dissipation via inertial waves can alter the expected spin–orbit misalignment angle and rotation rate, potentially creating the very slow rotation rates in some systems. Finally, we show how additional discoveries of such systems can be used to constrain the tidal physics and orbital evolution histories of stellar systems.
短周期双星的自旋通常与伴星的轨道对齐并同步。然而,在三重系统中,自旋和轨道进动的结合会导致恒星的旋转演变成一种高度错位和次同步的平衡,即卡西尼状态。我们确定了一群最近发现的恒星,它们表现出这些特征,并且已经知道它们有第三伴星。这第三个天体有一个合适的轨道周期,允许内部双星演变成亚同步卡西尼状态,我们用轨道演化模型证实了这一点。我们还计算了预期的恒星倾角和自旋周期,表明观测到的旋转速率通常比平衡潮汐模型所预期的要慢。然而,我们表明,通过惯性波的潮汐耗散可以改变预期的自旋轨道失调角和旋转速率,潜在地在某些系统中造成非常缓慢的旋转速率。最后,我们展示了如何利用这些系统的其他发现来约束恒星系统的潮汐物理和轨道演化历史。
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引用次数: 0
First detection of X-ray polarization in thermal state of LMC X-3: Spectro-polarimetric study with IXPE LMC X-3热态x射线偏振的首次探测:IXPE光谱偏振学研究
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad148
Seshadri Majumder, Ankur Kushwaha, Santabrata Das, Anuj Nandi
ABSTRACT We report a comprehensive spectro-polarimetric study of the black hole binary LMC X-3 using simultaneous Imaging X-ray Polarimetry Explorer (IXPE), NICER, and NuSTAR observations in 0.5–20 keV energy band. The broad-band energy spectrum (0.5–20 keV) with NICER and NuSTAR is well described by the disc emission of temperature ∼1.1 keV and a weak Comptonizing tail beyond ∼10 keV. This evidently suggests a disc-dominated spectral state of the source with disc contribution of ∼96 per cent. The lack of variability (rms ∼ 0.5 per cent) in the power spectrum further corroborates the high/soft nature of the source. A significant polarization degree (PD) of 3.04 ± 0.40 per cent (>7σ) at a polarization angle of −44.24° ± 3.77° (>7σ) is found in 2–8 keV energy range of IXPE. In addition, PD is seen to increase with energy up to ∼4.35 ± 0.98 per cent (>3σ) in 4–8 keV band. Further, we attempt to constrain the source spin (a*) using broad-band spectral modelling that indicates a weakly rotating ‘hole’ in LMC X-3 with $a_{*}=0.273_{-0.012}^{+0.011},text{to},0.295_{-0.021}^{+0.008}$ (90 per cent confidence). Based on the spectro-polarimetric results, we infer that the polarization in LMC X-3 is resulted possibly due to the combined effects of the direct and/or reflected emissions from a partially ionized disc atmosphere. Finally, we discuss the relevance of our findings.
摘要:我们报道了一项综合的光谱偏振研究,利用同时成像x射线偏振探测器(IXPE)、NICER和NuSTAR在0.5-20 keV波段的观测对黑洞双星LMC X-3进行了研究。用温度为~ 1.1 keV的盘状发射和超过~ 10 keV的弱复合尾很好地描述了NICER和NuSTAR的宽带能谱(0.5-20 keV)。这显然表明源的盘状主导光谱状态,盘状贡献为~ 96%。功率谱中缺乏可变性(rms ~ 0.5%)进一步证实了源的高/软性质。在2-8 keV能量范围内,当极化角为- 44.24°±3.77°(>7σ)时,偏振度(PD)为3.04±0.40% (>7σ)。此外,在4-8 keV波段,PD随着能量的增加而增加到~ 4.35±0.98% (>3σ)。此外,我们尝试使用宽带光谱模型来约束源自旋(a*),该模型表明LMC X-3中有一个弱旋转的“洞”,$a_{*}=0.273_{-0.012}^{+0.011},text{到},0.295_{-0.021}^{+0.008}$(90%置信水平)。根据光谱偏振结果,我们推断LMC X-3的极化可能是由部分电离的盘状大气的直接和/或反射发射的综合作用造成的。最后,我们讨论了我们研究结果的相关性。
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引用次数: 0
On the natal kick of the black hole X-ray binary H 1705–250 关于黑洞x射线双星h1705 - 250的出生踢
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad151
Cordelia Dashwood Brown, Poshak Gandhi, Yue Zhao
ABSTRACT When a compact object is formed, an impulse (kick) will be imparted to the system by the mass lost during the core-collapse supernova (SN). A number of other mechanisms may impart an additional kick on the system, although evidence for these natal kicks in black hole systems remains limited. Updated Gaia astrometry has recently identified a number of high peculiar velocity (in excess of Galactic motion) compact objects. Here, we focus on the black hole low-mass X-ray binary H 1705−250, which has a peculiar velocity $upsilon _{mathrm{pec}}, =, 221^{+101}_{-108}, ,mathrm{km}, mathrm{s}^{-1}$. Using population synthesis to reconstruct its evolutionary history (assuming formation via isolated binary evolution within the Galactic plane), we constrain the properties of the progenitor and pre-SN orbit. The magnitude of a kick solely due to mass-loss is found to be ∼30 km s−1, which cannot account for the high present-day peculiar motion. We therefore deduce that the black hole received an additional natal kick at formation, and place limits on its magnitude, finding it to be ∼295 km s−1 (minimum 90 km s−1). This furthers the argument that these kicks are not limited to neutron stars.
当一个致密的天体形成时,在核心坍缩超新星(SN)过程中损失的质量会给系统传递一个脉冲(踢)。许多其他机制可能会给系统带来额外的冲击,尽管黑洞系统中这些先天冲击的证据仍然有限。最新的盖亚天体测量最近发现了一些高特殊速度(超过银河系运动)的致密天体。在这里,我们关注黑洞低质量x射线双星h1705 - 250,它有一个特殊的速度$upsilon _{ mathm {pec}}, =, 221^{+101}_{-108}, , mathm {km}, mathm {s}^{-1}$。利用种群综合重建其演化历史(假设在银道平面内通过孤立的双星演化形成),我们约束了其祖先和前sn轨道的性质。仅由质量损失引起的踢的量级被发现为~ 30 km s−1,这不能解释当今的高特殊运动。因此,我们推断黑洞在形成时受到了额外的出生冲击,并对其大小进行了限制,发现它的大小为~ 295 km s - 1(最小90 km s - 1)。这进一步证明了这些踢动并不局限于中子星。
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引用次数: 0
On the pulsar Y-point 在脉冲星y点上
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad153
I Contopoulos, D Ntotsikas, K N Gourgouliatos
ABSTRACT The pulsar magnetosphere is divided into a corotating region of closed field lines surrounded by open field lines that emanate from the two poles of the star, extend to infinity, and are separated by an equatorial current sheet. The three regions meet at a magnetospheric Y-point. In steady-state solutions of the ideal force-free magnetosphere, the Y-point may lie at any distance inside the light cylinder. Time-dependent force-free simulations, however, develop closed-line regions that extend all the way to the light cylinder. On the other hand, Particle-in-Cell (PIC) solutions consistently develop smaller closed-line regions. In order to understand this effect, we solve the pulsar equation with an improved numerical method. We show that the total electromagnetic energy stored in the ideal force-free magnetosphere manifests a subtle minimum when the closed-line region extends to only 90 per cent of the light cylinder, and thus argue that the system will spontaneously choose this particular configuration. Furthermore, we argue that the intersection of the corotating region with the equatorial current sheet is at right angles, literally leading to a T-point.
脉冲星磁层被划分为一个由封闭场线包围的旋转区域,开放场线从恒星的两极发出,延伸到无限远,并被赤道流片分开。这三个区域在磁层y点相交。在理想无力磁层的稳态解中,y点可以位于光柱体内的任意距离。然而,随时间变化的无力模拟,形成了一直延伸到光柱的封闭线区域。另一方面,颗粒池(PIC)溶液始终形成较小的封闭线区域。为了理解这种影响,我们用一种改进的数值方法求解脉冲星方程。我们表明,当闭线区域延伸到光柱的90%时,存储在理想无力磁层中的总电磁能量表现出微妙的最小值,从而认为系统会自发地选择这种特定的配置。此外,我们认为旋转区域与赤道流片的交点成直角,从字面上导致t点。
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引用次数: 0
Characterization of Extrasolar Giant Planets with Machine Learning 用机器学习表征系外巨行星
Q1 Earth and Planetary Sciences Pub Date : 2023-10-04 DOI: 10.1093/mnrasl/slad155
Jiayin Li, Lisa Kaltenegger, Dang Pham, David Ruppert
ABSTRACT More than 5000 extrasolar planets have already been detected. JWST and near-term ground-based telescopes like the Extremely Large Telescope (ELT), Giant Magellan Telescope (GMT), Thirty Meter Telescope (TMT), and upcoming telescopes such as the Nancy Grace Roman Space Telescope, Xuntian, and Ariel are designed to characterize the atmosphere of directly imaged Jovian planets. Here, we used five diverse machine learning algorithms to investigate how well broad-band filter photometric fluxes could initially characterize giant exoplanets. We use an established grid of 8813 reflected light model spectra of different metallicities, planet–star distances, and cloud properties to assess the performance of several machine learning algorithms on both noiseless and noisy data to provide classification and regression results as a function of signal to noise of the data. In all cases, the algorithms were tested on noisy validation data. The results show that the use of machine learning to characterize giant planets from reflected broad-band filter photometry provides a promising tool for initial characterization, with over 65 per cent accuracy in characterizing metallicity for signal-to-noise ratios (S/N) ≳ 30, over 80 per cent for cloud coverage for S/N ≳ 30. This approach will allow initial characterization for large surveys of giant exoplanets and prioritization for spectroscopy observations of a subset of these worlds.
目前已经发现了5000多颗系外行星。JWST和近期地面望远镜,如超大型望远镜(ELT)、巨型麦哲伦望远镜(GMT)、30米望远镜(TMT),以及即将到来的望远镜,如南希格雷斯罗马太空望远镜、轩天望远镜和阿里尔望远镜,都是为了描绘直接成像的类木星行星的大气特征而设计的。在这里,我们使用了五种不同的机器学习算法来研究宽带滤光器光度通量最初如何表征巨型系外行星。我们使用8813个不同金属丰度、行星-恒星距离和云属性的反射光模型光谱的建立网格来评估几种机器学习算法在无噪声和有噪声数据上的性能,以提供作为数据信噪比函数的分类和回归结果。在所有情况下,算法都在有噪声的验证数据上进行了测试。结果表明,利用机器学习从反射宽带滤光光度法来表征巨行星,为初始表征提供了一个很有前途的工具,在信噪比(S/N) > 30时,表征金属丰度的准确率超过65%,在S/N > 30时,云覆盖率超过80%。这种方法将允许对巨大系外行星的大型调查进行初步表征,并优先考虑对这些世界的一个子集进行光谱观测。
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引用次数: 0
期刊
Monthly Notices of the Royal Astronomical Society: Letters
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