Smart Detector Cell: A Scalable All-Spin Circuit for Low Power Non-Boolean Pattern Recognition
Abstract
We present a new circuit for non-Boolean recognition of binary images. Employing all-spin logic (ASL) devices, we design logic comparators and non-Boolean decision blocks for compact and efficient computation. By manipulation of fan-in number in different stages of the circuit, the structure can be extended for larger training sets or larger images. Operating based on the mainly similarity idea, the system is capable of constructing a mean image and compare it with a separate input image within a short decision time. Taking advantage of the non-volatility of ASL devices, the proposed circuit is capable of hybrid memory/logic operation. Compared with existing CMOS pattern recognition circuits, this work achieves a smaller footprint, lower power consumption, faster decision time and a lower operational voltage. To the best of our knowledge, this is the first fully spin-based complete pattern recognition circuit demonstrated using spintronic devices.
- Publication:
-
IEEE Transactions on Nanotechnology
- Pub Date:
- May 2016
- DOI:
- 10.1109/TNANO.2016.2530779
- arXiv:
- arXiv:1505.03065
- Bibcode:
- 2016ITNan..15..356A
- Keywords:
-
- Computer Science - Emerging Technologies;
- Condensed Matter - Mesoscale and Nanoscale Physics
- E-Print:
- This article is accepted to appear in IEEE Transactions on Nanotechnology