EEPROM as an analog storage device, with particular applications in neutral networks

摘要

The use of EEPROM as a compact, high-precision, nonvolatile, and reconfigurable analog storage element is investigated, with particular consideration given to the modifiable weight storage and analog multiplication problems in the hardware implementation of a neural network. Industry-standard digital EEPROM cells can be programmed to any analog value of threshold voltage, but programming characteristics of different devices on the same chip vary. The programming window of a single device also narrows with cycling. These phenomena necessitate the use of a feedback-based programming scheme. Stressing at high temperature suggests that charge retention is good even at 175 degrees C. The linear variation of threshold voltage with temperature implies that temperature compensation of EEPROM is no more complicated than its conventional MOSFET counterpart. The drain current in the saturation region is found to be a quadratic function of drain voltage when the floating-gate-to-drain overlap capacitance is adequately large. A differential circuit that uses this property to generate the multiplication function required of neural net synapses is proposed.