Analog Integrated Circuit Design for Spike Time Dependent Encoder and Reservoir in Reservoir Computing Processors
Abstract
The objective of this effort was to: (a) develop novel and fundamental methodologies for data representation using hardware-based spike timing dependent encoding for neuromorphic processors; (b) build a new design of computationally efficient delay-based reservoirs that meet the requirements of high dimensionality and finite memory. This project resulted in an agile analog integrated circuit design of a spike-time encoding circuit as a signal conditioner and electronic reservoir as a dynamic processor for the reservoir computing systems. This is a multidisciplinary effort bridged high-performance computing, nanotechnology, and integrated circuits and systems.
Document Details
- Document Type
- Technical Report
- Publication Date
- Jan 01, 2018
- Accession Number
- AD1045820
Entities
People
- Yi Yang
Organizations
- University of Kansas