Field-Programmable Crossbar Array (FPCA) for Reconfigurable Computing

12/09/2016
by   Mohammed A. Zidan, et al.
0

For decades, advances in electronics were directly driven by the scaling of CMOS transistors according to Moore's law. However, both the CMOS scaling and the classical computer architecture are approaching fundamental and practical limits, and new computing architectures based on emerging devices, such as resistive random-access memory (RRAM) devices, are expected to sustain the exponential growth of computing capability. Here we propose a novel memory-centric, reconfigurable, general purpose computing platform that is capable of handling the explosive amount of data in a fast and energy-efficient manner. The proposed computing architecture is based on a uniform, physical, resistive, memory-centric fabric that can be optimally reconfigured and utilized to perform different computing and data storage tasks in a massively parallel approach. The system can be tailored to achieve maximal energy efficiency based on the data flow by dynamically allocating the basic computing fabric for storage, arithmetic, and analog computing including neuromorphic computing tasks.

READ FULL TEXT

page 1

page 2

page 6

page 7

page 10

research
01/13/2023

Analog, In-memory Compute Architectures for Artificial Intelligence

This paper presents an analysis of the fundamental limits on energy effi...
research
11/09/2018

A Microprocessor implemented in 65nm CMOS with Configurable and Bit-scalable Accelerator for Programmable In-memory Computing

This paper presents a programmable in-memory-computing processor, demons...
research
02/20/2017

RESPARC: A Reconfigurable and Energy-Efficient Architecture with Memristive Crossbars for Deep Spiking Neural Networks

Neuromorphic computing using post-CMOS technologies is gaining immense p...
research
05/31/2023

Memory-Centric Computing

Memory-centric computing aims to enable computation capability in and ne...
research
04/09/2020

A Survey on Coarse-Grained Reconfigurable Architectures from a Performance Perspective

With the end of both Dennard's scaling and Moore's law, computer users a...
research
12/22/2020

Intelligent Architectures for Intelligent Computing Systems

Computing is bottlenecked by data. Large amounts of application data ove...
research
09/19/2023

Fast and reconfigurable sort-in-memory system enabled by memristors

Sorting is fundamental and ubiquitous in modern computing systems. Hardw...

Please sign up or login with your details

Forgot password? Click here to reset