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March 21, 20260 citations

Data management interactions with computer architecture and systems

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XZXiaodong 1973- ZhangRLRubao Lee

Key Points

  • To illuminate the relationship between data management and computer systems while highlighting hardware-software co-design.
  • Overview of computing evolution to a data-centric focus
  • Analysis of memory architecture and logical data formats
  • Discussion on GPU programming and ray tracing applications
  • Exploration of strategies for minimizing data movement and optimizing storage
  • Identified key synergies between data management and computing infrastructure
  • Demonstrated the significance of hardware-software co-design for high throughput and low latency
  • Highlighted practical applications and theoretical foundations for professionals and students

Abstract

This guide illuminates the intricate relationship between data management, computer architecture, and system software. It traces the evolution of computing to today's data-centric focus and underscores the importance of hardware-software co-design in achieving efficient data processing systems with high throughput and low latency. The thorough coverage includes topics such as logical data formats, memory architecture, GPU programming, and the innovative use of ray tracing in computational tasks. Special emphasis is placed on minimizing data movement within memory hierarchies and optimizing data storage and retrieval. Tailored for professionals and students in computer science, this book combines theoretical foundations with practical applications, making it an indispensable resource for anyone wanting to master the synergies between data management and computing infrastructure

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Cite This Study

Zhang et al. (2025) studied this question.

synapsesocial.com/papers/69be38216e48c4981c6785cdhttps://doi.org/10.1017/9781009122115?locatt=mode:legacy
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