Description
Big Data in Radio Astronomy: Scientific Data Processing for Advanced Radio Telescopes provides the latest research developments in big data methods and techniques for radio astronomy. Providing examples from such projects as the Square Kilometer Array (SKA), the world's largest radio telescope that generates over an Exabyte of data every day, the book offers solutions for coping with the challenges and opportunities presented by the exponential growth of astronomical data. Presenting state-of-the-art results and research, this book is a timely reference for both practitioners and researchers working in radio astronomy, as well as students looking for a basic understanding of big data in astronomy.- Bridges the gap between radio astronomy and computer science- Includes coverage of the observation lifecycle as well as data collection, processing and analysis- Presents state-of-the-art research and techniques in big data related to radio astronomy- Utilizes real-world examples, such as Square Kilometer Array (SKA) and Five-hundred-meter Aperture Spherical radio Telescope (FAST)
Table of Contents
Part A: FundamentalsChapter 1: Introduction of Radio AstronomyChapter 2: Fundamentals of Big Data in Radio AstronomyPart B: Big Data ProcessingChapter 3: Pre-processing Pipeline on FPGAChapter 4: Real-time stream processing in radio astronomyChapter 5: Digitization, Channelization and PacketingChapter 6: Processing Data of Correlation on GPUChapter 7: Data Calibration for single dish radio telescopeChapter 8: Imaging Algorithm Optimization for Scale-out ProcessingPart C: Computing Technologies Chapter 9: Execution Framework TechnologyChapter 10: Application Design For Execution FrameworkChapter 11: Heterogeneous Computing Platform for Backend Computing TasksChapter 12: High Performance Computing for Astronomical Big DataChapter 13: Spark and Dask Performance Analysis Based on ARL Image LibraryChapter 14: Applications of Artificial Intelligence in Astrnomical Big DataPart D: Future DevelopmentsChapter 15: Mapping the Universe with 21cm Observations
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