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A semisupervised machine learning search for never-seen gravitational-wave sources 半监督机器学习搜索从未见过的引力波源
Pub Date : 2020-10-22 DOI: 10.1093/mnras/staa3550
Tom Marianer, D. Poznanski, J. Prochaska
By now, tens of gravitational-wave (GW) events have been detected by the LIGO and Virgo detectors. These GWs have all been emitted by compact binary coalescence, for which we have excellent predictive models. However, there might be other sources for which we do not have reliable models. Some are expected to exist but to be very rare (e.g., supernovae), while others may be totally unanticipated. So far, no unmodeled sources have been discovered, but the lack of models makes the search for such sources much more difficult and less sensitive. We present here a search for unmodeled GW signals using semi-supervised machine learning. We apply deep learning and outlier detection algorithms to labeled spectrograms of GW strain data, and then search for spectrograms with anomalous patterns in public LIGO data. We searched $sim 13%$ of the coincident data from the first two observing runs. No candidates of GW signals were detected in the data analyzed. We evaluate the sensitivity of the search using simulated signals, we show that this search can detect spectrograms containing unusual or unexpected GW patterns, and we report the waveforms and amplitudes for which a $50%$ detection rate is achieved.
到目前为止,LIGO和Virgo探测器已经探测到数十次引力波事件。这些gw都是由紧致双星并结发出的,对此我们有很好的预测模型。然而,可能还有其他来源,我们没有可靠的模型。有些被认为是存在的,但非常罕见(例如,超新星),而另一些可能完全没有预料到。到目前为止,还没有发现未建模的源,但缺乏模型使得寻找这些源变得更加困难和不那么敏感。我们在这里提出了使用半监督机器学习搜索未建模的GW信号。我们将深度学习和离群检测算法应用于GW应变数据的标记谱图,然后在公开的LIGO数据中搜索具有异常模式的谱图。我们从前两次观测运行中搜索了13 %的一致数据。在分析的数据中没有检测到GW信号的候选信号。我们使用模拟信号评估了搜索的灵敏度,我们表明这种搜索可以检测到包含异常或意外GW模式的频谱图,并且我们报告了波形和幅度,其中达到了50%的检测率。
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引用次数: 9
Developing a Real-Time Processing System for HERA HERA实时处理系统的开发
Pub Date : 2020-10-22 DOI: 10.46620/20-0041
P. Plante, P. Williams, J. Dillon
The Hydrogen Epoch of Reionization Array (HERA) is a radio telescope in the Karoo desert of South Africa endeavoring to observe Cosmic Dawn and the Epoch of Reionization. When fully constructed, it will consist of 350 antennas and generate over 60 terabytes (TB) of data each night. In order to keep pace with the relatively large rate of data, we have developed the real-time processing (RTP) system for HERA. The RTP is responsible for inspecting data for acceptable levels of quality and flagging unusable data, as well as providing an initial calibration solution. The RTP system consists of the pipeline management system, called the hera_opm package, and the data management system, called the librarian. Though the systems have been developed in the context of analyzing HERA data, they feature public and open source software, and have been designed to be adapted and used in other contexts as necessary.
氢再电离时代阵列(HERA)是位于南非卡鲁沙漠的射电望远镜,致力于观测宇宙黎明和再电离时代。建成后,它将由350个天线组成,每晚产生超过60tb的数据。为了跟上相对大的数据速率,我们开发了HERA实时处理(RTP)系统。RTP负责检查数据的可接受质量水平和标记不可用的数据,以及提供初始校准解决方案。RTP系统由管道管理系统(称为hera_opm包)和数据管理系统(称为librarian)组成。虽然这些系统是在分析HERA数据的背景下开发的,但它们具有公共和开源软件的特点,并且可以根据需要在其他环境中进行调整和使用。
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引用次数: 0
Assembly Integration and Verification Activities for a 2U CubeSat EIRSAT-1 2U立方体卫星EIRSAT-1的装配集成与验证活动
Pub Date : 2020-10-20 DOI: 10.29311/2020.33
Sarah Walsh, D. Murphy, M. Doyle, Joseph W. Thompson, Rachel Dunwoody, M. Emam, J. Erkal, Joe Flanagan, G. Fontanesi, Andrew Gloster, Joe Mangan, Conor O’Toole, F. Okosun, Rakhi Rajagopalan Nair, Jack Reilly, L. Salmon, D. Sherwin, P. Cahill, D. Faoite, Umair Javaid, L. Hanlon, David J. McKeown, William J. O'Connor, K. Stanton, A. Ulyanov, R. Wall, S. McBreen
The Educational Irish Research Satellite, EIRSAT-1, is a project developed by students at University College Dublin that aims to design, build, and launch Ireland's first satellite. EIRSAT-1 is a 2U CubeSat incorporating three novel payloads; GMOD, a gamma-ray detector, EMOD, a thermal coating management experiment, and WBC, a novel attitude control algorithm. The EIRSAT-1 project is carried out with the support of the Education Office of the European Space Agency, under the educational Fly your Satellite! programme. The Assembly, Integration and Verification plan for EIRSAT-1 is central to the philosophy and the development of the spacecraft. The model philosophy employed for the project is known as the 'prototype' approach in which two models of the spacecraft are assembled; an Engineering Qualification Model (EQM) and a Flight Model (FM). The payloads, GMOD and EMOD, and the Antenna Deployment Module (ADM) platform element warrant a Development Model in addition to an EQM and a FM, as they have been designed and developed in-house. After successful completion of the Critical Design Review and Ambient Test Readiness Review phases of the project, the EQM of EIRSAT-1 will be assembled and integrated. After assembly and integration of the EQM, the project will begin the ambient test campaign, in which the EQM undergoes ambient functional and mission testing. This work details the preparation and execution of the assembly, integration, and verification activities of EIRSAT-1 EQM.
爱尔兰教育研究卫星EIRSAT-1是由都柏林大学学院的学生开发的一个项目,旨在设计、建造和发射爱尔兰的第一颗卫星。EIRSAT-1是一颗2U立方体卫星,包含三个新颖的有效载荷;伽马射线探测器GMOD,热涂层管理实验EMOD,姿态控制新算法WBC。EIRSAT-1项目是在欧洲空间局教育办公室的支持下开展的,在教育项目“放飞你的卫星!”计划。EIRSAT-1的装配、集成和验证计划是该航天器的理念和发展的核心。该项目采用的模型理念被称为“原型”方法,其中组装了两个航天器模型;一个工程鉴定模型(EQM)和一个飞行模型(FM)。有效载荷,GMOD和EMOD,以及天线部署模块(ADM)平台元素除了EQM和FM之外,还保证了一个开发模型,因为它们是内部设计和开发的。在成功完成项目的关键设计评审和环境测试准备评审阶段后,EIRSAT-1的EQM将被组装和集成。在EQM组装和集成之后,该项目将开始环境测试活动,其中EQM将进行环境功能和任务测试。这项工作详细说明了EIRSAT-1 EQM的组装、集成和验证活动的准备和执行。
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引用次数: 12
Ice Giant Atmospheric Science 冰巨大气科学
Pub Date : 2020-10-16 DOI: 10.3847/25C2CFEB.97316A54
E. Dahl, S. Brueshaber, R. Cosentino, C. Palotai, N. Rowe-Gurney, R. Sankar, K. Sayanagi, S. Aslam, K. Baines, E. Barth, N. Chanover, L. Fletcher, S. Guerlet, H. Hammel, M. Hofstadter, A. Hyder, E. Leonard, T. Livengood, T. Momary, G. Orton, I. Pater, K. Retherford, J. Sinclair, K. Soderlund, L. Spilker, L. Sromovsky, M. Wong
This white paper, written in support of NASA's 2023-2032 Planetary Decadal Survey, outlines 10 major questions that focus on the origin, evolution, and current processes that shape the atmospheres of Uranus and Neptune. Prioritizing these questions over the next decade will greatly improve our understanding of this unique class of planets, which have remained largely unexplored since the Voyager flybys. Studying the atmospheres of the Ice Giants will greatly inform our understanding of the origin and evolution of the solar system as a whole, in addition to the growing number of exoplanetary systems that contain Neptune-mass planets.
这份白皮书是为支持NASA的2023-2032年行星年代际调查而写的,概述了10个主要问题,重点关注天王星和海王星大气的起源、演化和当前过程。在接下来的十年里优先考虑这些问题将大大提高我们对这类独特行星的理解,自从旅行者号飞掠以来,这类行星在很大程度上仍未被探索过。研究冰巨星的大气层将极大地帮助我们了解整个太阳系的起源和演化,以及越来越多的包含海王星质量行星的系外行星系统。
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引用次数: 2
Ethical Exploration and the Role of Planetary Protection in Disrupting Colonial Practices 伦理探索和行星保护在破坏殖民行为中的作用
Pub Date : 2020-10-15 DOI: 10.3847/25C2CFEB.CDC2F798
F. Tavares, D. Buckner, Dana Burton, J. McKaig, P. Prem, E. Ravanis, Natalie Trevino, A. Venkatesan, S. Vance, M. Vidaurri, L. Walkowicz, M. Wilhelm
We recommend that the planetary science and space exploration community engage in a robust reevaluation concerning the ethics of how future crewed and uncrewed missions to the Moon and Mars will interact with those planetary environments. This should occur through a process of community input, with emphasis on how such missions can resist colonial structures. Such discussions must be rooted in the historical context of the violent colonialism in the Americas and across the globe that has accompanied exploration of Earth. The structures created by settler colonialism are very much alive today, impact the scientific community, and are currently replicated in the space exploration communities' plans for human exploration and in-situ resource utilization. These discussions must lead to enforceable planetary protection policies that create a framework for ethical exploration of other worlds. Current policy does not adequately address questions related to in-situ resource utilization and environmental preservation and is without enforcement mechanisms. Further, interactions with potential extraterrestrial life have scientific and moral stakes. Decisions on these topics will be made in the coming decade as the Artemis program enables frequent missions to the Moon and crewed missions to Mars. Those first choices will have irreversible consequences for the future of human space exploration and must be extremely well considered, with input from those beyond the scientific community, including expertise from the humanities and members of the general public. Without planetary protection policy that actively resists colonial practices, they will be replicated in our interactions and exploration of other planetary bodies. The time is now to engage in these difficult conversations and disrupt colonial practices within our field so that they are not carried to other worlds.
我们建议行星科学和空间探索界就未来载人和无人登月和火星任务将如何与这些行星环境相互作用的伦理问题进行强有力的重新评估。这应通过社区投入的过程来实现,重点是这些特派团如何能够抵制殖民结构。这种讨论必须植根于伴随对地球的探索而来的美洲和全球各地的暴力殖民主义的历史背景。定居者殖民主义创造的结构今天仍然非常活跃,影响着科学界,目前正在空间探索社区的人类探索和就地资源利用计划中复制。这些讨论必须导致可执行的行星保护政策,为其他世界的道德探索创造一个框架。目前的政策没有充分处理与就地资源利用和环境保护有关的问题,也没有执行机制。此外,与潜在的外星生命的互动具有科学和道德上的利害关系。关于这些主题的决定将在未来十年内做出,因为阿尔忒弥斯计划将使频繁的月球任务和载人火星任务成为可能。这些首要选择将对人类空间探索的未来产生不可逆转的影响,必须极其仔细地考虑,并得到科学界以外人士的投入,包括人文学科和普通公众的专业知识。如果没有积极抵制殖民行为的行星保护政策,它们将在我们的相互作用和对其他行星体的探索中复制。现在是时候进行这些艰难的对话,破坏我们领域内的殖民做法,使它们不会被带到其他世界。
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引用次数: 6
Revisiting profile instability of PSR J1022+1001 PSR J1022+1001剖面不稳定性研究
Pub Date : 2020-10-08 DOI: 10.1093/mnras/staa3174
P. Padmanabh, E. Barr, D. Champion, R. Karuppusamy, M. Kramer, A. Jessner, P. Lazarus
Millisecond pulsars in timing arrays can act as probes for gravitational wave detection and improving the solar system ephemerides among several other applications. However, the stability of the integrated pulse profiles can limit the precision of the ephemeris parameters and in turn the applications derived from it. It is thus crucial for the pulsars in the array to have stable integrated pulse profiles. Here we present evidence for long-term profile instability in PSR J1022+1001 which is currently included in the European and Parkes pulsar timing arrays. We apply a new evaluation method to an expanded data set ranging from the Effelsberg Pulsar Observing System back-end used in the 1990s to that of data from the current PSRIX backend at the Effelsberg Radio Telescope. We show that this intrinsic variability in the pulse shape persists over time scales of years. We investigate if systematic instrumental effects like polarisation calibration or signal propagation effects in the interstellar medium causes the observed profile instability. We find that the total variation cannot be fully accounted for by instrumental and propagation effects. This suggests additional intrinsic effects as the origin for the variation. We finally discuss several factors that could lead to the observed behaviour and comment on the consequent implications.
计时阵列中的毫秒脉冲星可以作为引力波探测和改进太阳系星历表的探测器,以及其他一些应用。然而,综合脉冲剖面的稳定性限制了星历表参数的精度,进而限制了星历表参数的应用。因此,阵列中的脉冲星具有稳定的综合脉冲轮廓是至关重要的。在这里,我们提出了PSR J1022+1001长期剖面不稳定的证据,该数据目前包括在欧洲和帕克斯脉冲星定时阵列中。我们将一种新的评估方法应用于扩展的数据集,范围从20世纪90年代使用的Effelsberg脉冲星观测系统后端到Effelsberg射电望远镜当前PSRIX后端数据。我们表明,脉冲形状的这种内在可变性在多年的时间尺度上持续存在。我们研究系统的仪器效应,如偏振校准或星际介质中的信号传播效应是否会导致观测到的剖面不稳定。我们发现总变化不能完全由仪器和传播效应来解释。这表明额外的内在影响是变异的起源。我们最后讨论了可能导致观察到的行为的几个因素,并评论了由此产生的影响。
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引用次数: 5
The Case for Non-Cryogenic Comet Nucleus Sample Return 非低温彗星核样本返回的案例
Pub Date : 2020-09-30 DOI: 10.3847/25C2CFEB.441B2770
K. Nakamura-messenger, A. Hayes, S. Sandford, C. Raymond, S. Squyres, L. Nittler, S. Birch, Denis Bodewits, N. Chabot, M. Wadhwa, M. Choukroun, S. Clemett, M. Bose, N. Russo, J. Dworkin, J. Elsila, K. Fisher, P. Gerakines, D. Glavin, J. Mitchell, M. Mumma, A. Nguyen, L. Pace, J. Soderblom, J. Sunshine
Comets hold answers to mysteries of the Solar System by recording presolar history, the initial states of planet formation and prebiotic organics and volatiles to the early Earth. Analysis of returned samples from a comet nucleus will provide unparalleled knowledge about the Solar System starting materials and how they came together to form planets and give rise to life: 1. How did comets form? 2. Is comet material primordial, or has it undergone a complex alteration history? 3. Does aqueous alteration occur in comets? 4. What is the composition of cometary organics? 5. Did comets supply a substantial fraction of Earth's volatiles? 6. Did cometary organics contribute to the homochirality in life on Earth? 7. How do complex organic molecules form and evolve in interstellar, nebular, and planetary environments? 8. What can comets tell us about the mixing of materials in the protosolar nebula?
彗星通过记录太阳系前的历史、行星形成的初始状态、生命起源前的有机物和早期地球的挥发物,为太阳系之谜提供了答案。分析从彗星核返回的样本将提供关于太阳系起始物质以及它们如何聚集在一起形成行星和产生生命的无与伦比的知识。彗星是如何形成的?2. 彗星的物质是原始的,还是经历了复杂的变化历史?3.水蚀变在彗星中发生吗?4. 彗星有机物的组成是什么?5. 彗星是否提供了地球挥发物的很大一部分?6. 彗星有机物对地球生命的同手性有贡献吗?7. 复杂的有机分子是如何在星际、星云和行星环境中形成和演化的?8. 关于原太阳星云中物质的混合,彗星能告诉我们什么?
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引用次数: 1
Low-energy X-ray performance of SOI pixel sensors for astronomy, “XRPIX” SOI天文像素传感器“XRPIX”的低能x射线性能
Pub Date : 2020-09-29 DOI: 10.1016/j.nima.2020.164745
Ryota Kodama, T. Tsuru, Takaaki Tanaka, H. Uchida, K. Kayama, Y. Amano, A. Takeda, K. Mori, Y. Nishioka, M. Yukumoto, T. Hida, Y. Arai, I. Kurachi, T. Kohmura, K. Hagino, Mitsuki Hayashida, Masatoshi Kitajima, S. Kawahito, K. Yasutomi, H. Kamehama
{"title":"Low-energy X-ray performance of SOI pixel sensors for astronomy, “XRPIX”","authors":"Ryota Kodama, T. Tsuru, Takaaki Tanaka, H. Uchida, K. Kayama, Y. Amano, A. Takeda, K. Mori, Y. Nishioka, M. Yukumoto, T. Hida, Y. Arai, I. Kurachi, T. Kohmura, K. Hagino, Mitsuki Hayashida, Masatoshi Kitajima, S. Kawahito, K. Yasutomi, H. Kamehama","doi":"10.1016/j.nima.2020.164745","DOIUrl":"https://doi.org/10.1016/j.nima.2020.164745","url":null,"abstract":"","PeriodicalId":8459,"journal":{"name":"arXiv: Instrumentation and Methods for Astrophysics","volume":"18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82167191","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: 5
Lunar Opportunities for SETI 寻找地外文明的月球机会
Pub Date : 2020-09-26 DOI: 10.3847/25C2CFEB.19D4B457
Eric J. Michaud, A. Siemion, J. Drew, S. P. Worden
A radio telescope placed in lunar orbit, or on the surface of the Moon's farside, could be of great value to the Search for Extraterrestrial Intelligence (SETI). The advantage of such a telescope is that it would be shielded by the body of the Moon from terrestrial sources of radio frequency interference (RFI). While RFI can be identified and ignored by other fields of radio astronomy, the possible spectral similarity between human and alien-generated radio emission makes the abundance of artificial radio emission on and around the Earth a significant complicating factor for SETI. A Moon-based telescope would avoid this challenge. In this paper, we review existing literature on Moon-based radio astronomy, discuss the benefits of lunar SETI, contrast possible surface- and orbit-based telescope designs, and argue that such initiatives are scientifically feasible, both technically and financially, within the next decade.
放置在月球轨道或月球背面表面的射电望远镜可能对搜寻地外文明(SETI)有很大的价值。这种望远镜的优点是,它将被月球的身体屏蔽,不受地面射频干扰(RFI)的影响。虽然RFI可以被射电天文学的其他领域识别和忽略,但人类和外星人产生的射电发射之间可能存在的光谱相似性使得地球上和周围大量的人工射电发射成为SETI的一个重要复杂因素。基于月球的望远镜可以避免这一挑战。在本文中,我们回顾了现有的基于月球的射电天文学文献,讨论了月球SETI的好处,对比了可能的基于月球表面和轨道的望远镜设计,并认为这些计划在未来十年内在技术和经济上都是科学可行的。
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引用次数: 2
Critical Laboratory Studies to Advance Planetary Science and Support Missions 推进行星科学和支持任务的关键实验室研究
Pub Date : 2020-09-25 DOI: 10.3847/25C2CFEB.F51744BB
E. Fayolle, L. Barge, M. Cable, B. Drouin, J. Dworkin, J. Hanley, B. Henderson, B. Journaux, A. Noell, Farid Salama, E. Sciamma-O’Brien, S. Waller, J. Weber, C. Bennett, J. Blum, M. Gudipati, S. Milam, M. Melwani-Daswani, M. Nuevo, S. Protopapa, Rachel Smith
Laboratory studies for planetary science and astrobiology aimat advancing our understanding of the Solar System through the promotion of theoretical and experimental research into the underlying processes that shape it. Laboratory studies (experimental and theoretical) are crucial to interpret observations and mission data, and are key incubators for new mission concepts as well as instrument development and calibration. They also play a vital role in determining habitability of Solar System bodies, enhancing our understanding of the origin of life, and in the search for signs of life beyond Earth, all critical elements of astrobiology. Here we present an overview of the planetary science areas where laboratory studies are critically needed, in particular in the next decade. These areas include planetary & satellites atmospheres, surfaces, and interiors, primitive bodies such as asteroids, meteorites, comets, and trans-Neptunian objects, and signs of life. Generating targeted experimental and theoretical laboratory data that are relevant for a better understanding of the physical, chemical, and biological processes occurring in these environments is crucial. For each area we present i) a brief overview of the state-of-the-art laboratory work, ii) the challenges to analyze and interpret data sets from missions and ground-based observations and to support mission and concept development, and iii) recommendations for high priority laboratory studies.
行星科学和天体生物学的实验室研究旨在通过促进对形成太阳系的潜在过程的理论和实验研究,增进我们对太阳系的理解。实验室研究(实验和理论)对于解释观测和任务数据至关重要,并且是新任务概念以及仪器开发和校准的关键孵化器。它们还在确定太阳系天体的可居住性、增强我们对生命起源的理解以及寻找地球以外的生命迹象方面发挥着至关重要的作用,这些都是天体生物学的关键要素。在这里,我们提出了行星科学领域的概述,其中实验室研究是迫切需要的,特别是在未来十年。这些区域包括行星和卫星的大气层、表面和内部,原始天体,如小行星、陨石、彗星和海王星外天体,以及生命的迹象。生成有针对性的实验和理论实验室数据对于更好地理解这些环境中发生的物理、化学和生物过程是至关重要的。对于每个领域,我们将i)对最先进的实验室工作进行简要概述,ii)分析和解释来自任务和地面观测的数据集以及支持任务和概念发展的挑战,以及iii)对高优先级实验室研究的建议。
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引用次数: 0
期刊
arXiv: Instrumentation and Methods for Astrophysics
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