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The Legacy Survey of Space and Time, operated by the Vera C. Rubin Observatory, is a 10-year astronomical survey due to start operations in 2022 that will image half the sky every three nights. LSST will produce ~20TB of raw data per night…

The advent of deep, wide, accurate, digital photometric surveys exemplified by the Sloan Digital Sky Survey (SDSS) has had a profound impact on studies of the Milky Way. In the past decade, we have transitioned from a scarcity to an…

星系天体物理 · 物理学 2015-05-27 Mario Juric , Zeljko Ivezic

Nowadays, science has been coming into a new paradigm, called data-intensive science. While current studies of the new phenomenon focused on building up infrastructure for this new paradigm, yet a few studies concern users of scientific…

天体物理仪器与方法 · 物理学 2011-02-08 Jian Zhang , Chaomei Chen , Michael S. Vogeley

Data volumes from multiple sky surveys have grown from gigabytes into terabytes during the past decade, and will grow from terabytes into tens (or hundreds) of petabytes in the next decade. This exponential growth of new data both enables…

天体物理仪器与方法 · 物理学 2009-11-04 Kirk D. Borne

The emergence of breakthrough artificial intelligence (AI) techniques has led to a renewed focus on how small data settings, i.e., settings with limited information, can benefit from such developments. This includes societal issues such as…

The generation-defining Vera C. Rubin Observatory will make state-of-the-art measurements of both the static and transient universe through its Legacy Survey for Space and Time (LSST). With such capabilities, it is immensely challenging to…

Astronomy is increasingly encountering two fundamental truths: (1) The field is faced with the task of extracting useful information from extremely large, complex, and high dimensional datasets; (2) The techniques of astroinformatics and…

天体物理仪器与方法 · 物理学 2011-10-28 Nicholas M. Ball

This special volume of Statistical Sciences presents some innovative, if not provocative, ideas in the area of reliability, or perhaps more appropriately named, integrated system assessment. In this age of exponential growth in science,…

统计方法学 · 统计学 2009-09-29 Sallie Keller-McNulty , Alyson Wilson , Christine Anderson-Cook

The Large Synoptic Survey Telescope (LSST) is conceived as an 8.4-m telescope with CCD or CMOS focal plane covering most of a field 0.6 m in diameter, the latter exceeding the size of the largest photographic plates ever used in astronomy.…

天体物理学 · 物理学 2015-06-10 Alistair R. Walker

The Large Synoptic Survey Telescope (LSST) has been designed in order to satisfy several different scientific objectives that can be addressed by a ten-year synoptic sky survey. However, LSST will also provide a large amount of data that…

地球与行星天体物理 · 物理学 2015-06-22 Michael B. Lund , Joshua Pepper , Keivan G. Stassun

All sciences, including astronomy, are now entering the era of information abundance. The exponentially increasing volume and complexity of modern data sets promises to transform the scientific practice, but also poses a number of common…

天体物理学 · 物理学 2016-11-17 S. G. Djorgovski

The Legacy Survey of Space and Time (LSST) at Vera C. Rubin Observatory is planned to begin in the Fall of 2025. The LSST survey cadence has been designed via a community-driven process regulated by the Survey Cadence Optimization Committee…

天体物理仪器与方法 · 物理学 2024-11-08 Igor Andreoni , Raffaella Margutti , John Banovetz , Sarah Greenstreet , Claire-Alice Hebert , Tim Lister , Antonella Palmese , Silvia Piranomonte , S. J. Smartt , Graham P. Smith , Robert Stein , Tomas Ahumada , Shreya Anand , Katie Auchettl , Michele T. Bannister , Eric C. Bellm , Joshua S. Bloom , Bryce T. Bolin , Clecio R. Bom , Daniel Brethauer , Melissa J. Brucker , David A. H. Buckley , Poonam Chandra , Ryan Chornock , Eric Christensen , Jeff Cooke , Alessandra Corsi , Michael W. Coughlin , Bolivia Cuevas-Otahola , D'Ammando Filippo , Biwei Dai , S. Dhawan , Alexei V. Filippenko , Ryan J. Foley , Anna Franckowiak , Andreja Gomboc , Benjamin P. Gompertz , Leanne P. Guy , Nandini Hazra , Christopher Hernandez , Griffin Hosseinzadeh , Maryam Hussaini , Dina Ibrahimzade , Luca Izzo , R. Lynne Jones , Yijung Kang , Mansi M. Kasliwal , Matthew Knight , Keerthi Kunnumkai , Gavin P Lamb , Natalie LeBaron , Cassandra Lejoly , Andrew J. Levan , Sean MacBride , Franco Mallia , Alex I. Malz , Adam A. Miller , J. C. Mora , Gautham Narayan , Nayana A. J. , Matt Nicholl , Tiffany Nichols , S. R. Oates , Akshay Panayada , Fabio Ragosta , Tiago Ribeiro , Dan Ryczanowski , Nikhil Sarin , Megan E. Schwamb , Huei Sears , Darryl Z. Seligman , Ritwik Sharma , Manisha Shrestha , Simran , Michael C. Stroh , Giacomo Terreran , Aishwarya Linesh Thakur , Aum Trivedi , J. Anthony Tyson , Yousuke Utsumi , Aprajita Verma , V. Ashley Villar , Kathryn Volk , Meet J. Vyas , Amanda R. Wasserman , J. Craig Wheeler , Peter Yoachim , Angela Zegarelli , Federica Bianco

Over the next decade we will witness the development of a new infrastructure in support of data-intensive scientific research, which includes Astronomy. This new networked environment will offer both challenges and opportunities to our…

天体物理仪器与方法 · 物理学 2010-06-04 Alberto Accomazzi

Development of the Rubin Observatory Legacy Survey of Space and Time (LSST) includes a series of Data Challenges (DC) arranged by various LSST Scientific Collaborations (SC) that are taking place during the projects preoperational phase.…

Large Language Models (LLMs) have shown promise in assisting scientific discovery. However, such applications are currently limited by LLMs' deficiencies in understanding intricate scientific concepts, deriving symbolic equations, and…

计算与语言 · 计算机科学 2024-11-19 Dan Zhang , Ziniu Hu , Sining Zhoubian , Zhengxiao Du , Kaiyu Yang , Zihan Wang , Yisong Yue , Yuxiao Dong , Jie Tang

Making an inventory of the Solar System is one of the four fundamental science requirements for the Large Synoptic Survey Telescope (LSST). The current baseline footprint for LSST's main Wide-Fast-Deep (WFD) Survey observes the sky below…

Recent progress in large language model (LLM) reasoning has focused on domains like mathematics and coding, where abundant high-quality data and objective evaluation metrics are readily available. In contrast, progress in LLM reasoning…

人工智能 · 计算机科学 2026-01-12 Tengxiao Liu , Deepak Nathani , Zekun Li , Kevin Yang , William Yang Wang

Despite centuries of close association, statistics and astronomy are surprisingly distant today. Most observational astronomical research relies on an inadequate toolbox of methodological tools. Yet the needs are substantial: astronomy…

天体物理学 · 物理学 2014-10-13 E. D. Feigelson , G. J. Babu

Euclid and the Large Synoptic Survey Telescope (LSST) are poised to dramatically change the astronomy landscape early in the next decade. The combination of high cadence, deep, wide-field optical photometry from LSST with high resolution,…