Charge-mode parallel architecture for vector-matrix multiplication

被引:41
作者
Genov, R [1 ]
Cauwenberghs, G [1 ]
机构
[1] Johns Hopkins Univ, Dept Elect & Comp Engn, Baltimore, MD 21218 USA
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING | 2001年 / 48卷 / 10期
基金
美国国家科学基金会;
关键词
analog array processors; analog-to-digital conversion (ADC); charge-injection device (CID); dynamic random-access memory (DRAM); support vector machines (SVM); vector-matrix multiplication (VMM); vector quantization (VQ);
D O I
10.1109/82.974781
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An internally analog, externally digital architecture for parallel vector-matrix multiplication is presented. A three-transistor unit cell combines a single-bit dynamic random-access memory and a charge injection device binary multiplier and analog accumulator. Digital multiplication of variable resolution is obtained with bit-serial inputs and bit-parallel storage of matrix elements, by combining quantized outputs from multiple rows of cells over time. A prototype 512 x 128 vector-matrix multiplier on a single 3 mm x 3 mm chip fabricated in standard 0.5-mum CMOS technology achieves 8-bit effective resolution and dissipates 0.5 pJ per multiply-accumulate.
引用
收藏
页码:930 / 936
页数:7
相关论文
共 18 条
[1]   CURRENT-MODE SUBTHRESHOLD MOS CIRCUITS FOR ANALOG VLSI NEURAL SYSTEMS [J].
ANDREOU, AG ;
BOAHEN, KA ;
POULIQUEN, PO ;
PAVASOVIC, A ;
JENKINS, RE ;
STROHBEHN, K .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (02) :205-213
[2]  
[Anonymous], 1999, The Nature Statist. Learn. Theory
[3]   ANALYSIS AND VERIFICATION OF AN ANALOG VLSI INCREMENTAL OUTER-PRODUCT LEARNING-SYSTEM [J].
CAUWENBERGHS, G ;
NEUGEBAUER, CF ;
YARIV, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1992, 3 (03) :488-497
[4]   A CCD PROGRAMMABLE SIGNAL PROCESSOR [J].
CHIANG, AM .
IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1990, 25 (06) :1510-1517
[5]  
DAGNELIE G, 1996, IEEE SPECTRUM MAY, P20
[6]   A pixel-parallel image processor using logic pitch-matched to dynamic memory [J].
Gealow, JC ;
Sodini, CG .
IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1999, 34 (06) :831-839
[7]  
GENOV R, 2002, IN PRESS ADV NEURAL, V14
[8]  
Gersho A., 1992, VECTOR QUANTIZATION
[9]  
HAN G, 1996, P IEEE INT S CIRC SY, V3, P495
[10]  
HOLLER M, 1989, P INT JOINT C NEUR N, P191