Numerical Computations with GPUs
暫譯: 使用 GPU 的數值計算

  • 出版商: Springer
  • 出版日期: 2014-07-18
  • 售價: $6,400
  • 貴賓價: 9.5$6,080
  • 語言: 英文
  • 頁數: 405
  • 裝訂: Hardcover
  • ISBN: 3319065475
  • ISBN-13: 9783319065472
  • 海外代購書籍(需單獨結帳)

商品描述

This book brings together research on numerical methods adapted for Graphics Processing Units (GPUs). It explains recent efforts to adapt classic numerical methods, including solution of linear equations and FFT, for massively parallel GPU architectures. This volume consolidates recent research and adaptations, covering widely used methods that are at the core of many scientific and engineering computations. Each chapter is written by authors working on a specific group of methods; these leading experts provide mathematical background, parallel algorithms and implementation details leading to reusable, adaptable and scalable code fragments. This book also serves as a GPU implementation manual for many numerical algorithms, sharing tips on GPUs that can increase application efficiency. The valuable insights into parallelization strategies for GPUs are supplemented by ready-to-use code fragments. Numerical Computations with GPUs targets professionals and researchers working in high performance computing and GPU programming. Advanced-level students focused on computer science and mathematics will also find this book useful as secondary text book or reference.

商品描述(中文翻譯)

本書匯集了針對圖形處理單元(GPUs)調整的數值方法研究。它解釋了最近將經典數值方法(包括線性方程的解法和快速傅立葉變換(FFT))調整為大規模並行GPU架構的努力。本卷整合了近期的研究和調整,涵蓋了許多科學和工程計算核心的廣泛使用方法。每一章均由專注於特定方法組的作者撰寫;這些領先的專家提供數學背景、並行算法和實現細節,從而產生可重用、可調整和可擴展的代碼片段。本書還作為許多數值算法的GPU實現手冊,分享可以提高應用效率的GPU技巧。對於GPU的並行化策略的寶貴見解,還附有可直接使用的代碼片段。《使用GPU的數值計算》針對在高效能計算和GPU編程領域工作的專業人士和研究人員。專注於計算機科學和數學的高級學生也會發現本書作為輔助教材或參考資料非常有用。

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