Tutorial: RAM-based Circuits and Architectures for Multimedia and Signal Processing SOCs

M. Margala
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Abstract

In recent years, a growing class of SOCs has emerged for mobile applications, such as portable desktops, digital pens, audio- and video-based multimedia products, wireless communications and imaging systems, personal digital assistants, personal communicators and smart cards. These SOCs demand high-speed, high-throughput computations, complex functionalities and often real-time processing capabilities. The performance of these SOCs is mostly limited by lifetime of batteries. Thus, new design approaches and methodologies that produce more power-efficient and higher throughput designs are greatly desired. In recent years, the use of SIMD (single instruction multiple data) or MIMD (multiple instruction multiple data) architectures is spreading into the general DSP domain due to recent innovations that boost performance and flexibility of the architectures by several orders of magnitude. The Processor-in-Memory (PIM) environment provides a unique prospective because the impact of low-power techniques on performance is more sensitive in PIM than in standard RAM. The performance balancing in PIM architectures plays a critical role. Even though PIM concept is not new, recent breakthroughs pushed the application domain from traditional multimedia use to general signal processing use. This tutorial provides a unique overview and prospective of these recent developments to a much broader audience. The tutorial covers recent developments presented in literature and the most recent advances proposed by the author and his research group.
多媒体和信号处理soc的基于ram的电路和体系结构
近年来,越来越多的soc出现在移动应用中,如便携式台式机、数字笔、基于音频和视频的多媒体产品、无线通信和成像系统、个人数字助理、个人通信器和智能卡。这些soc需要高速、高吞吐量的计算、复杂的功能和通常的实时处理能力。这些soc的性能主要受到电池寿命的限制。因此,迫切需要新的设计方法和方法来产生更高的功率效率和更高的吞吐量设计。近年来,SIMD(单指令多数据)或MIMD(多指令多数据)架构的使用正在扩展到通用DSP领域,因为最近的创新将架构的性能和灵活性提高了几个数量级。内存中的处理器(PIM)环境提供了一个独特的前景,因为在PIM中,低功耗技术对性能的影响比在标准RAM中更为敏感。PIM体系结构中的性能平衡起着至关重要的作用。尽管PIM概念并不新鲜,但最近的突破将应用领域从传统的多媒体应用推向了通用信号处理应用。本教程为更广泛的读者提供了对这些最新发展的独特概述和展望。本教程涵盖了文献中提出的最新发展以及作者及其研究小组提出的最新进展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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