舰船电子工程2023,Vol.43Issue(12):24-32,9.DOI:10.3969/j.issn.1672-9730.2023.12.006
智能存算融合系统研究进展与发展趋势
Research Progress and Development Trends of Intelligence Storage-Computation Fusion Systems
摘要
Abstract
With the advent of the era of artificial intelligence and the Internet of Things,scenarios and computing tasks driven by massive data and large-scale models are emerging one after another,which has profoundly changed the development of informa-tion technology and equipment technology.However,in traditional Von Neumann architecture computing systems,the separatist structure of storage and computation has caused the"memory wall"problem,limiting the energy-efficiency performance improve-ment of computing systems when dealing with compute-intensive applications.Storage-Computation Fusion System is a new comput-ing paradigm that bridges traditional architecture with new neuromorphic computing architecture in the post-Moore's Law era.By uti-lizing the characteristics of storage devices and customized domain-specific accelerators,the system integrates data-intensive com-puting tasks in applications into storage devices,thus eliminating the overhead of data movement and achieving significant improve-ments in energy efficiency and performance of intelligent computing systems.This paper summarizes the research progress of stor-age-computation fusion systems with focusing on intelligent databases,which is a typical fundamental application.It discusses the development trends and prospects of storage-computation fusion systems.关键词
存算融合/存储系统/智能计算/数据库Key words
storage-computation fusion/storage system/intelligent computing/database分类
信息技术与安全科学引用本文复制引用
李赫洋..智能存算融合系统研究进展与发展趋势[J].舰船电子工程,2023,43(12):24-32,9.