Accession Number:

AD1101848

Title:

Enabling Brain-Inspired Processors through Energy-Efficient Delayed Feedback Reservoir Computing Integrated Circuits

Descriptive Note:

Technical Report,01 Jun 2018,31 Dec 2019

Corporate Author:

Virginia Polytechnic Institute and State University Blacksburg United States

Personal Author(s):

Report Date:

2020-06-19

Pagination or Media Count:

83.0

Abstract:

Reservoir computing RC, an emerging machine learning paradigm, is considered a simplification of a conventional recurrent neural network. RC offers a unique learning mechanism at the readout stage that accelerates learning and computing operations. The objective of this project was to build a new class of computationally-efficient delayed feedback reservoir systems. The final outcome of this project was a Delayed Feedback Reservoir processor designed to exploit recent advancements in machine learning, integrated circuits, and nanotechnology.

Subject Categories:

  • Cybernetics

Distribution Statement:

APPROVED FOR PUBLIC RELEASE