Big Data in Astronomy: Scientific Data Processing for Advanced Radio Telescopes 1st Edition – Ebook Instant Download/Delivery ISBN(s): 9780128190845,0128190841,9780128190852, 012819085X
Product details:
- ISBN-10 : 012819085X
- ISBN-13 : 9780128190852
- Author: Linghe Kong, Tian Huang , Yongxin Zhu , Shenghua Yu
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.
Table contents:
Chapter 1: Introduction to radio astronomy
Chapter 2: Fundamentals of big data in radio astronomy
Chapter 3: Preprocessing pipeline on FPGA
Chapter 4: Real-time stream processing in radio astronomy
Chapter 5: Digitization, channelization, and packeting
Chapter 6: Processing data of correlation on GPU
Chapter 7: Flux calibration for single-dish radio telescopes
Chapter 8: Imaging algorithm optimization for scale-out processing
Chapter 9: Execution framework technology
Chapter 10: Application design for execution framework
Chapter 11: Heterogeneous computing platform for backend computing tasks
Chapter 12: High-performance computing for astronomical big data
Chapter 13: Spark and dask performance analysis based on ARL image library
Chapter 14: Applications of artificial intelligence in astronomical big data
Chapter 15: Mapping the universe with 21cm observations
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