DocumentCode
2307013
Title
A programmable neural-fuzzy processor for handwritten digit classification
Author
Li, Guoxing ; Shi, Bingxue
Author_Institution
Inst. of Microelectron., Tsinghua Univ., Beijing, China
Volume
4
fYear
2000
fDate
2000
Firstpage
57
Abstract
A novel current-mode processor based on single layer perceptron and fuzzy logic for handwritten digit classification is put forward in this paper. This processor can be reconfigured as perceptron based classifier or fuzzy logic based classifier, it benefits from the fact that there is a similar architecture between single perceptron and SUM-MAX based fuzzy logic when they are used as a classifier. Both of them share the 11×10 PE (processing element) array, WTA (winner-take-all) network, switched current integrators and also I/O ports. It can give 11 binary final classifying results, of which one is regarded as rejecting signal, after the feature vector with length variability is fed into the PE array. This processor has been implemented with double metal single poly 1.2 μm CMOS technology
Keywords
CMOS digital integrated circuits; character recognition equipment; current-mode circuits; fuzzy neural nets; handwritten character recognition; image classification; neural chips; perceptrons; pipeline processing; reconfigurable architectures; 1.2 mum; 11×10 PE array; 11×10 processing element array; I/O ports; SUM-MAX based fuzzy logic; WTA network; current-mode processor; double metal single poly 1.2 μm CMOS technology; feature vector; fuzzy logic based classifier; handwritten digit classification; perceptron based classifier; programmable neural-fuzzy processor; single layer perceptron; switched current integrators; winner-take-all network; Artificial neural networks; CMOS process; CMOS technology; Fuzzy logic; Handwriting recognition; Information processing; Microelectronics; Pattern classification; Pattern recognition; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2000. IJCNN 2000, Proceedings of the IEEE-INNS-ENNS International Joint Conference on
Conference_Location
Como
ISSN
1098-7576
Print_ISBN
0-7695-0619-4
Type
conf
DOI
10.1109/IJCNN.2000.860749
Filename
860749
Link To Document