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Evaluating the Potential to Constrain Dark Matter Annihilation with Fermi-LAT Observations of Ultrafaint Compact Stellar Systems 用费米- lat观测超精密致密恒星系统来评估约束暗物质湮灭的潜力
Pub Date : 2025-01-10 DOI: 10.3847/2041-8213/ad9dde
Antonio Circiello, Alex McDaniel, Alex Drlica-Wagner, Christopher Karwin, Marco Ajello, Mattia Di Mauro and Miguel Á. Sánchez-Conde
Recent results from numerical simulations and models of galaxy formation suggest that recently discovered ultrafaint compact stellar systems (UFCSs) in the halo of the Milky Way (MW) may be some of the smallest and faintest galaxies. If this is the case, these systems would be attractive targets for indirect searches of weakly interacting massive particle dark matter (DM) annihilation due to their relative proximity and high expected DM content. In this study, we analyze 14.3 yr of γ-ray data collected by the Fermi-Large Area Telescope coincident with 26 UFCSs. No significant excess γ-ray emission is detected, and we present γ-ray flux upper limits for these systems. Assuming that the UFCSs are DM-dominated galaxies consistent with being among the faintest and least massive MW dwarf spheroidal (dSph) satellite galaxies, we derive the projected sensitivity for a DM annihilation signal. We find that observations of UFCSs have the potential to yield some of the most powerful constraints on DM annihilation, with sensitivity comparable to observations of known dSphs and the Galactic center. This result emphasizes the importance of precise kinematic studies of UFCSs to empirically determine their DM content.
最近的数值模拟和星系形成模型的结果表明,最近在银河系晕(MW)中发现的超致密恒星系统(UFCSs)可能是一些最小和最微弱的星系。如果是这样的话,这些系统将是间接搜索弱相互作用大质量粒子暗物质湮灭的有吸引力的目标,因为它们的相对接近和高预期的暗物质含量。在这项研究中,我们分析了由费米大面积望远镜收集的与26个ufcs一致的14.3年的γ射线数据。没有检测到明显的过量γ射线发射,我们提出了这些系统的γ射线通量上限。假设ufcs是DM主导的星系,与最微弱和质量最小的MW矮球(dSph)卫星星系一致,我们推导了DM湮灭信号的投影灵敏度。我们发现,对ufcs的观测有可能产生一些最强大的DM湮灭约束,其灵敏度可与已知的dsph和银河系中心的观测相媲美。这一结果强调了对ufcs进行精确运动学研究以经验确定其DM含量的重要性。
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引用次数: 0
Solid and Gaseous Methane in IRAS 23385+6053 as Seen with Open JWST Data 用开放的JWST数据观察IRAS 23385+6053中的固体和气体甲烷
Pub Date : 2025-01-10 DOI: 10.3847/2041-8213/ada290
Ruslan Nakibov, Varvara Karteyeva, Igor Petrashkevich, Maksim Ozhiganov, Mikhail Medvedev and Anton Vasyunin
We present a new description of the 7.7 μm region towards the high-mass star-forming region IRAS 23385+6053 taken from the open James Webb Space Telescope Mid-Infrared Instrument Medium Resolution Spectrometer data. This area is commonly attributed to the ν4 deformation mode of methane ice. For the first time, gaseous and solid methane were analyzed simultaneously in IRAS 23385+6053. The band at 7.58–7.8 μm (1320–1280 cm−1) is interpreted as a wide solid absorption methane feature overlapped by the sharp features of the methane emission. We report the detection of gaseous methane and estimate its emitting area radius R, temperature T, and column density N as R = 2940 au, K, and cm−2, correspondingly. The ice content was analyzed with the laboratory spectra data set of methane in different molecular environments obtained on the Ice Spectroscopy Experimental Aggregate. We were able to describe the wide feature of solid methane with the following laboratory spectra: CH4 : CO2 = 1 : 5 (at K) and CH4 : H2O = 1 : 10 (at K) deposited at 6.7 K and warmed up at a rate of 0.5 K per minute. The derived column densities are (CO2) = cm−2 and (H2O) = cm−2. According to the best fit, solid methane is mostly surrounded by CO2 rather than H2O. The residual analysis reveals the unassigned region at 1283–1297 cm−1 (7.71–7.79 μm), which is tentatively assigned to nitrous oxide (N2O) in various environments.
本文对大质量恒星形成区IRAS 23385+6053的7.7 μm区域进行了新的描述,这些数据来自詹姆斯韦伯太空望远镜中红外仪器中分辨率光谱仪的开放数据。这一地区通常归因于甲烷冰的ν4变形模式。首次在IRAS 23385+6053中同时分析了气态和固体甲烷。7.58 ~ 7.8 μm (1320 ~ 1280 cm−1)波段为甲烷固体吸收特征,甲烷发射特征与固体吸收特征重叠。我们报告了气态甲烷的检测,并估计其发射区域半径R,温度T和柱密度N分别为R = 2940 au, K和cm - 2。利用冰光谱实验集获得的不同分子环境下甲烷的实验室光谱数据集对甲烷的冰含量进行了分析。我们能够用以下实验室光谱描述固体甲烷的广泛特征:CH4: CO2 = 1:5 (K)和CH4: H2O = 1:10 (K)在6.7 K下沉积,以每分钟0.5 K的速率升温。得到的柱密度为(CO2) = cm−2和(H2O) = cm−2。根据最佳拟合,固体甲烷大部分被CO2而不是H2O包围。残差分析显示,在1283 ~ 1297 cm−1 (7.71 ~ 7.79 μm)处存在未分配区域,初步确定为不同环境下的氧化亚氮(N2O)。
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引用次数: 0
Detection of a New GeV Source in the Outer Region of the Coma Cluster: A Signature of External Accretion Shock? 在后发星团外围探测到新的GeV源:外部吸积冲击的特征?
Pub Date : 2025-01-10 DOI: 10.3847/2041-8213/ada3d9
Xiao-Bin Chen, Kai Wang, Yi-Yun Huang, Hai-Ming Zhang, Shao-Qiang Xi, Ruo-Yu Liu and Xiang-Yu Wang
The supersonic flow motions associated with infall of baryonic gas toward sheets and filaments, as well as cluster mergers, produces large-scale shock waves. The shocks associated with galaxy clusters can be classified mainly into two categories: internal shocks appearing in the hot intracluster medium within the viral radius and external accretion shocks forming in the outer cold region well outside of the virial radius. Cosmic-ray (CR) electrons and/or protons accelerated by these shocks are expected to produce gamma rays through inverse-Compton scattering (ICS) or inelastic pp collisions, respectively. Recent studies have found a spatially extended GeV source within the virial radius, consistent with the internal shock origin. Here, we report the detection of a new GeV source at a distance of about 2 8 from the center of the Coma cluster through the analysis of 16.2 yr of Fermi-LAT data. The hard spectrum of the source, in agreement with the ICS origin, and its location in a large-scale filament of galaxies points to the external accretion shock origin. The gamma-ray (0.1−103 GeV) luminosity of the source, 1.4 × 1042 erg s−1, suggests that a fraction ~10−3 of the kinetic energy flux through the shock surface is transferred to relativistic CR electrons.
与重子气体向片状和细丝的下落以及星团合并有关的超音速流动运动产生了大规模的激波。与星系团相关的激波主要可以分为两类:出现在病毒半径内的热星系团内介质中的内部激波和形成在病毒半径外的外冷区域的外部吸积激波。宇宙射线(CR)电子和/或质子被这些冲击加速,预计分别通过逆康普顿散射(ICS)或非弹性pp碰撞产生伽马射线。最近的研究发现,在病毒半径内有一个空间扩展的GeV源,与内部激波起源一致。在这里,我们报告了通过分析16.2年的Fermi-LAT数据,在距彗发星团中心约28的距离处发现了一个新的GeV源。源的硬光谱与ICS的起源一致,它在星系大尺度灯丝中的位置指向外部吸积激波的起源。源的伽马射线(0.1−103 GeV)光度为1.4 × 1042 erg s−1,表明通过激波表面的动能通量的一部分~10−3被转移到相对论CR电子。
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引用次数: 0
Most High-density Exoplanets Are Unlikely to Be Remnant Giant Planet's Cores 大多数高密度的系外行星不太可能是残余巨行星的核心
Pub Date : 2025-01-10 DOI: 10.3847/2041-8213/ad86c3
Zifan Lin, Saverio Cambioni and Sara Seager
Some exoplanets have much higher densities than expected from stellar abundances of planet-forming elements. There are two theories—metal-rich formation hypothesis and naked core hypothesis—that explain how formation and evolution can alter the compositions and structures of rocky planets to diverge from their primordial building blocks. Here we revisit the naked core hypothesis, which states that high-density planets are remnant cores of giant planets that remain in a fossil-compressed state, even after envelope loss. Using a planetary interior model and assuming energy-limited atmospheric escape, we show that a large fraction, if not all, of the iron–silicate core of a giant planet is molten during the planet's early evolution. Upon envelope loss, the molten part of the planets can rapidly rebound owing to low viscosity, resulting in a decrease in radius by at most 0.06%, if they had hydrogen/helium envelopes, or by at most 7%, if they had H2O envelopes, compared to self-compressed counterparts with the same core mass fraction. Based on our findings, we reject the hypothesis that all high-density exoplanets are naked cores with Kolmogorov–Smirnov p-value ≪0.05 for both envelope compositions. We find that some high-density exoplanets can still possibly be naked cores, but the probabilities are lower than ∼1/2 and ∼1/3 for the ice giant and gas giant scenario, respectively, in 95% of the cases. We conclude that most high-density exoplanets are unlikely to be remnant giant planet cores.
一些系外行星的密度比恒星中形成行星的元素丰度所预测的要高得多。有两种理论——富金属形成假说和裸核假说——解释了形成和演化如何改变岩质行星的组成和结构,从而偏离其原始构造模块。在这里,我们重新审视裸核假说,该假说认为高密度行星是巨行星的残余核心,即使在包络层丢失之后,它们仍然处于化石压缩状态。使用行星内部模型并假设能量有限的大气逃逸,我们表明,在行星的早期演化过程中,一颗巨大行星的铁硅酸盐核心的很大一部分(如果不是全部的话)是熔融的。在包层损失后,由于粘度低,行星的熔融部分可以迅速反弹,如果它们有氢/氦包层,则半径最多减少0.06%,如果它们有H2O包层,则半径最多减少7%,与具有相同核心质量分数的自压缩对应体相比。根据我们的研究结果,我们拒绝所有高密度系外行星都是裸核的假设,这两种包络成分的柯尔莫哥罗夫-斯米尔诺夫p值都≪0.05。我们发现一些高密度的系外行星仍然可能是裸核,但在95%的情况下,冰巨星和气体巨星的概率分别低于1/2和1/3。我们得出的结论是,大多数高密度的系外行星不太可能是残留的巨行星核心。
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引用次数: 0
Effective Resistivity in Relativistic Reconnection: A Prescription Based on Fully Kinetic Simulations 相对论重联中的有效电阻率:一个基于全动力学模拟的公式
Pub Date : 2025-01-10 DOI: 10.3847/2041-8213/ada158
Abigail Moran, Lorenzo Sironi, Aviad Levis, Bart Ripperda, Elias R. Most and Sebastiaan Selvi
A variety of high-energy astrophysical phenomena are powered by the release—via magnetic reconnection—of the energy stored in oppositely directed fields. Single-fluid resistive magnetohydrodynamic (MHD) simulations with uniform resistivity yield dissipation rates that are much lower (by nearly 1 order of magnitude) than equivalent kinetic calculations. Reconnection-driven phenomena could be accordingly modeled in resistive MHD employing a nonuniform, “effective” resistivity informed by kinetic calculations. In this work, we analyze a suite of fully kinetic particle-in-cell (PIC) simulations of relativistic pair-plasma reconnection—where the magnetic energy is greater than the rest mass energy—for different strengths of the guide field orthogonal to the alternating component. We extract an empirical prescription for the effective resistivity, , where B0 is the reconnecting magnetic field strength, J is the current density, nt is the lab-frame total number density, e is the elementary charge, and c is the speed of light. The guide field dependence is encoded in α and p, which we fit to PIC data. This resistivity formulation—which relies only on single-fluid MHD quantities—successfully reproduces the spatial structure and strength of nonideal electric fields and thus provides a promising strategy for enhancing the reconnection rate in resistive MHD simulations.
各种高能天体物理现象都是由储存在反向磁场中的能量通过磁重联释放而产生的。具有均匀电阻率的单流体电阻磁流体动力学(MHD)模拟比等效动力学计算低得多(近1个数量级)。在电阻式MHD中,重联驱动现象可以通过动力学计算得到不均匀的“有效”电阻率。在这项工作中,我们分析了一套完全动力学的粒子池(PIC)模拟相对论对等离子体重联-其中磁能大于静止质量能-不同强度的引导场正交于交变分量。我们提取了有效电阻率的经验公式,其中B0为重联磁场强度,J为电流密度,nt为实验室框架总数密度,e为基本电荷,c为光速。导场依赖性编码为α和p,拟合到PIC数据中。该电阻率公式仅依赖于单流体MHD量,成功地再现了非理想电场的空间结构和强度,从而为提高电阻MHD模拟中的重联率提供了一种有前途的策略。
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引用次数: 0
Gamma-Ray Bursts and Kilonovae from the Accretion-induced Collapse of White Dwarfs 来自吸积引起的白矮星坍缩的伽马射线暴和千新星
Pub Date : 2025-01-09 DOI: 10.3847/2041-8213/ada1cc
Patrick Chi-Kit Cheong, 志杰 張, Tetyana Pitik, Luís Felipe Longo Micchi and David Radice
We present the first seconds-long 2D general relativistic neutrino magnetohydrodynamic simulations of accretion-induced collapse (AIC) in rapidly rotating, strongly magnetized white dwarfs (WDs), which might originate as remnants of double-WD mergers. This study examines extreme combinations of magnetic fields and rotation rates, motivated both by the need to address the limitations of 2D axisymmetric simulations and to explore the physics of AIC under rare conditions that, while yet to be observationally confirmed, may be consistent with current theoretical models and account for unusual events. Under these assumptions, our results demonstrate that, if realizable, such systems can generate relativistic jets and neutron-rich outflows with properties consistent with long gamma-ray bursts (LGRBs) accompanied by kilonovae, such as GRB 211211A and GRB 230307A. These findings highlight the potential role of AIC in heavy r-process element production and offer a framework for understanding rare LGRBs associated with kilonova emission. Longer-duration 3D simulations are needed to fully capture magnetic field amplification, resolve instabilities, and determine the fate of the energy retained by the magnetar at the end of the simulations.
我们提出了快速旋转,强磁化白矮星(WDs)的吸积诱导坍缩(AIC)的第一个二维广义相对论中微子磁流体动力学模拟,它可能起源于双wd合并的残余。这项研究考察了磁场和旋转速率的极端组合,其动机是需要解决二维轴对称模拟的局限性,并探索罕见条件下的AIC物理,虽然尚未得到观测证实,但可能与当前的理论模型一致,并解释了不寻常的事件。在这些假设下,我们的研究结果表明,如果可以实现,这样的系统可以产生相对论性喷流和富含中子的流出物,其性质与伴随千新星的长伽马射线暴(lgrb)一致,如GRB 211211A和GRB 230307A。这些发现突出了AIC在重r过程元素产生中的潜在作用,并为理解与千新星发射相关的罕见lgrb提供了一个框架。需要长时间的3D模拟来充分捕捉磁场放大,解决不稳定性,并在模拟结束时确定磁星保留的能量的命运。
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引用次数: 0
Reliable Detections of Atmospheres on Rocky Exoplanets with Photometric JWST Phase Curves 用JWST相位曲线光度法可靠地探测岩石系外行星上的大气
Pub Date : 2025-01-09 DOI: 10.3847/2041-8213/ada0bc
Mark Hammond, Claire Marie Guimond, Tim Lichtenberg, Harrison Nicholls, Chloe Fisher, Rafael Luque, Tobias G. Meier, Jake Taylor, Quentin Changeat, Lisa Dang, Hamish C. F. C. Hay, Oliver Herbort and Johanna Teske
The prevalence of atmospheres on rocky planets is one of the major questions in exoplanet astronomy, but there are currently no published unambiguous detections of atmospheres on any rocky exoplanets. The MIRI instrument on JWST can measure thermal emission from tidally locked rocky exoplanets orbiting small, cool stars. This emission is a function of their surface and atmospheric properties, potentially allowing detections of atmospheres. One way to find atmospheres is to search for lower dayside emission than would be expected for a blackbody planet. Another technique is to measure phase curves of thermal emission to search for nightside emission due to atmospheric heat redistribution. Here, we compare strategies for detecting atmospheres on rocky exoplanets. We simulate secondary eclipse and phase curve observations in the MIRI F1500W and F1280W filters for a range of surfaces (providing our open-access albedo data) and atmospheres on 30 exoplanets selected for their F1500W signal-to-noise ratio. We show that secondary eclipse observations are more degenerate between surfaces and atmospheres than suggested in previous work, and that thick atmospheres can support emission consistent with a blackbody planet in these filters. These results make it difficult to unambiguously detect or rule out atmospheres using their photometric dayside emission alone. We suggest that an F1500W phase curve could instead be observed for a similar sample of planets. While phase curves are time-consuming and their instrumental systematics can be challenging, we suggest that they allow the only unambiguous detections of atmospheres by nightside thermal emission.
岩石行星上大气的普遍存在是系外行星天文学的主要问题之一,但目前还没有发表明确的探测到任何岩石系外行星上的大气。JWST上的MIRI仪器可以测量潮汐锁定的岩石系外行星围绕小而冷的恒星运行的热辐射。这种发射是它们的表面和大气特性的函数,有可能探测到大气。寻找大气层的一种方法是寻找比黑体行星更低的日面辐射。另一种技术是测量热发射的相位曲线,以寻找由于大气热再分配而产生的夜侧辐射。在这里,我们比较了在岩石系外行星上探测大气的策略。我们在MIRI F1500W和F1280W滤波器上模拟了30颗系外行星的二次日食和相位曲线观测,这些行星的表面(提供我们开放获取的反照率数据)和大气是根据F1500W信噪比选择的。我们表明,二次日食观测在表面和大气之间比以前的工作中提出的更简并,并且在这些过滤器中,厚的大气可以支持与黑体行星一致的发射。这些结果使得仅使用它们的光度计日侧发射来明确地探测或排除大气变得困难。我们建议,对于类似的行星样本,可以观察到F1500W相位曲线。虽然相位曲线是耗时的,并且它们的仪器系统可能具有挑战性,但我们认为它们允许通过夜侧热发射对大气进行唯一明确的探测。
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引用次数: 0
MSA-3D: Metallicity Gradients in Galaxies at z ∼ 1 with JWST/NIRSpec Slit-stepping Spectroscopy MSA-3D:星系z ~ 1的金属丰度梯度与JWST/NIRSpec狭缝步进光谱
Pub Date : 2025-01-09 DOI: 10.3847/2041-8213/ada150
Mengting Ju, Xin Wang, Tucker Jones, Ivana Barišić, Themiya Nanayakkara, Kevin Bundy, Claude-André Faucher-Giguère, Shuai Feng, Karl Glazebrook, Alaina Henry, Matthew A. Malkan, Danail Obreschkow, Namrata Roy, Ryan L. Sanders, Xunda Sun, Tommaso Treu and Qianqiao Zhou
The radial gradient of gas-phase metallicity is a powerful probe of the chemical and structural evolution of star-forming galaxies, closely tied to disk formation and gas kinematics in the early Universe. We present spatially resolved chemical and dynamical properties for a sample of 25 galaxies at 0.5 ≲ z ≲ 1.7 from the MSA-3D survey. These innovative observations provide 3D spectroscopy of galaxies at a spatial resolution approaching JWST’s diffraction limit and a high spectral resolution of R ≃ 2700. The metallicity gradients measured in our galaxy sample range from −0.03 to 0.02 dex kpc−1. Most galaxies exhibit negative or flat radial gradients, indicating lower metallicity in the outskirts or uniform metallicity throughout the entire galaxy. We confirm a tight relationship between stellar mass and metallicity gradient at z ∼ 1 with small intrinsic scatter of 0.02 dex kpc−1. Our results indicate that metallicity gradients become increasingly negative as stellar mass increases, likely because the more massive galaxies tend to be more “disky.” This relationship is consistent with the predictions from cosmological hydrodynamic zoom-in simulations with strong stellar feedback. This work presents the effort to harness the multiplexing capability of the JWST NIRSpec microshutter assembly in slit-stepping mode to map the chemical and kinematic profiles of high-redshift galaxies in large samples and at high spatial and spectral resolution.
气相金属丰度的径向梯度是对恒星形成星系的化学和结构演化的有力探测,与早期宇宙中的磁盘形成和气体运动学密切相关。我们给出了来自MSA-3D巡天的25个星系样本在0.5≤z≤1.7处的空间分辨化学和动力学性质。这些创新的观测提供了接近JWST衍射极限的空间分辨率和R≃2700的高光谱分辨率的星系三维光谱。在我们的星系样品中测量到的金属丰度梯度范围为- 0.03到0.02指数kpc−1。大多数星系呈现负的或平坦的径向梯度,表明外围的金属丰度较低或整个星系的金属丰度均匀。我们证实了恒星质量与z ~ 1处金属丰度梯度之间的紧密关系,其本然散射较小,为0.02指数kpc−1。我们的研究结果表明,随着恒星质量的增加,金属丰度梯度变得越来越负,这可能是因为质量越大的星系往往越“盘状”。这种关系与具有强恒星反馈的宇宙学流体动力学放大模拟的预测相一致。这项工作展示了利用JWST NIRSpec微快门组件在狭缝步进模式下的多路复用能力,以高空间和光谱分辨率在大样本中绘制高红移星系的化学和运动学剖面的努力。
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引用次数: 0
The Discovery and Characterization of Minimoon 2024 PT5 迷你月球2024 PT5的发现与特性
Pub Date : 2025-01-09 DOI: 10.3847/2041-8213/ada1d0
Bryce T. Bolin, Larry Denneau, Laura-May Abron, Robert Jedicke, Kristin Chiboucas, Carl Ingebretsen and Brian C. Lemaux
Minimoons are asteroids that become temporarily captured by the Earth–Moon system. We present the discovery of 2024 PT5, a minimoon discovered by the Asteroid Terrestrial-impact Last Alert System Sutherland telescope on 2024 August 7. The minimoon with heliocentric semimajor axis, a ~ 1.01 au, and perihelion, q ~ 0.99 au, became captured by the Earth–Moon system on 2024 September 29 and left on 2024 November 25 UTC. Visible g, r, i, and Z spectrophotometry was obtained using Gemini North/Gemini Multi-Object Spectrograph on 2024 September 27. The color indices are g − r = 0.58 ± 0.04, r − i = 0.29 ± 0.04, and i − Z = −0.27 ± 0.06, and the spectrum best matches lunar rock samples followed by S-complex asteroids. Assuming an albedo of 0.21 and using our measured absolute magnitude of 28.64 ± 0.04, 2024 PT5 has a diameter of 5.4 ± 1.2 m. We also detect variations in the lightcurve of 2024 PT5 with a 0.28 ± 0.07 mag amplitude and a double-peaked period of ~2600 ± 500 s. We improve the orbital solution of 2024 PT5 with our astrometry and estimate the effect of radiation pressure on its deriving an area-to-mass ratio of 7.02 ± 2.05 × 10−5 m2 kg−1, implying a density of ~3.9 ± 2.1 g cm−3, compatible with having a rocky composition. If we assume 2024 PT5 is from the near-Earth object (NEO) population, its most likely sources are resonances in the inner Main Belt when we compare its orbit with the NEO population model though this does not exclude a lunar origin.
迷你卫星是暂时被地月系统捕获的小行星。我们介绍2024 PT5的发现,这是小行星对地撞击最后警报系统萨瑟兰望远镜于2024年8月7日发现的一颗迷你卫星。这颗以日心为中心的半长轴为a ~ 1.01 au,近日点为q ~ 0.99 au的小月亮于2024年9月29日被地月系统捕获,并于2024年11月25日离开。2024年9月27日,利用双子星北/双子星多目标光谱仪获得了可见的g、r、i和Z分光光度。色指数分别为g−r = 0.58±0.04、r−i = 0.29±0.04和i−Z = - 0.27±0.06,与月球岩石样品最匹配,S-complex小行星次之。假设反照率为0.21,使用我们测量的绝对星等28.64±0.04,2024 PT5的直径为5.4±1.2 m。我们还发现了2024 PT5的光曲线变化,其振幅为0.28±0.07等,双峰周期为~2600±500 s。我们用天体测量法改进了2024 PT5的轨道解,并估计了辐射压力对其面积质量比的影响,得到了7.02±2.05 × 10−5 m2 kg−1,这意味着它的密度为~3.9±2.1 g cm−3,与岩石组成相一致。如果我们假设2024 PT5来自近地天体(NEO)种群,那么当我们将其轨道与近地天体种群模型进行比较时,它最有可能的来源是内主带的共振,尽管这并不排除月球起源。
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引用次数: 0
Deep Learning the Forecast of Galactic Cosmic-Ray Spectra 银河系宇宙射线光谱的深度学习预测
Pub Date : 2025-01-09 DOI: 10.3847/2041-8213/ada427
Yi-Lun Du, Xiaojian Song and Xi Luo
We introduce a novel deep learning framework based on long short-term memory networks to predict galactic cosmic-ray spectra on a one-day-ahead basis by leveraging historical solar activity data, overcoming limitations inherent in traditional transport models. By flexibly incorporating multiple solar parameters, such as the heliospheric magnetic field, solar wind speed, and sunspot numbers, the model achieves accurate short-term and long-term predictions of cosmic-ray flux. The addition of historical cosmic-ray flux data significantly enhances prediction accuracy, allowing the model to capture complex dependencies between past and future flux variations. Additionally, the model reliably predicts full cosmic-ray spectra for different particle species, enhancing its utility for comprehensive space weather forecasting. Our approach offers a scalable, data-driven alternative to traditional physics-based methods, ensuring robust daily and long-term forecasts. This work opens avenues for advanced models that can integrate broader observational data, with significant implications for space weather monitoring and mission planning.
我们引入了一种新的基于长短期记忆网络的深度学习框架,利用历史太阳活动数据预测一天前的星系宇宙射线光谱,克服了传统传输模型固有的局限性。该模型通过灵活地结合多个太阳参数,如日球磁场、太阳风速度和太阳黑子数,实现了对宇宙射线通量的精确短期和长期预测。历史宇宙射线通量数据的添加显著提高了预测精度,使模型能够捕捉过去和未来通量变化之间的复杂依赖关系。此外,该模型可靠地预测了不同粒子种类的全宇宙射线谱,提高了其在综合空间天气预报中的实用性。我们的方法为传统的基于物理的方法提供了一种可扩展的、数据驱动的替代方案,确保了强大的日常和长期预测。这项工作为先进的模型开辟了道路,可以整合更广泛的观测数据,对空间天气监测和任务规划具有重要意义。
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引用次数: 0
期刊
The Astrophysical Journal Letters
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