Title :
Flash-based programmable nonlinear capacitor for switched-capacitor implementations of neural networks
Author :
Kramer, A. ; Sabatini, M. ; Canegallo, R. ; Chinosi, M. ; Rolandi, P.L. ; Zabberoni, P.
Author_Institution :
Neural Network Design Group, SGS-Thomson Microelectron., Agrate Brianza, Italy
Abstract :
The use of flash devices for both analog storage and analog computation can result in highly efficient switched-capacitor implementations of neural networks. The standard flash device suffers from severe limitations in this application due to relatively large parasitic overlap capacitances. This paper introduces the computational concept, circuit and architecture we are exploring as well as a novel flash-based programmable nonlinear capacitor with much improved charge domain characteristics for our application. These devices are demonstrated in a novel circuit consisting of only two devices and capable of computing a 5-bit absolute-value-of-difference at an energy consumption of less than 1 pJ.<>
Keywords :
EPROM; MOS capacitors; analogue computer circuits; analogue processing circuits; analogue storage; neural chips; neural net architecture; switched capacitor networks; CAPFLASH; SC implementation; analog computation; analog storage; charge domain characteristics; flash-based capacitor; neural networks; programmable nonlinear capacitor; switched-capacitor implementations; Analog computers; Capacitors; Circuits; Computer architecture; Computer networks; Concurrent computing; Energy consumption; Large-scale systems; Neural networks; Parasitic capacitance;
Conference_Titel :
Electron Devices Meeting, 1994. IEDM '94. Technical Digest., International
Conference_Location :
San Francisco, CA, USA
Print_ISBN :
0-7803-2111-1
DOI :
10.1109/IEDM.1994.383371