Big Data in Astronomy: Scientific Data Processing for Advanced Radio Telescopes

ISBN-13: 9780128190845 / Angielski / Miękka / 2020 / 475 str.

Linghe Kong; Tian Huang; Yongxin Zhu

Spis treści

Part A: Fundamentals

Chapter 1: Introduction of Radio Astronomy

Chapter 2: Fundamentals of Big Data in Radio Astronomy

Part B: Big Data Processing

Chapter 3: Pre-processing 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: Data Calibration for single dish radio telescope

Chapter 8: Imaging Algorithm Optimization for Scale-out Processing

Part C: Computing Technologies

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 Astrnomical Big Data

Part D: Future Developments

Chapter 15: Mapping the Universe with 21cm Observations