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Low-power vertically stacked one time programmable multi-bit IGZO-based BEOL compatible ferroelectric TFT memory devices with lifelong retention for monolithic 3D-inference engine applications
Book chapter

Low-power vertically stacked one time programmable multi-bit IGZO-based BEOL compatible ferroelectric TFT memory devices with lifelong retention for monolithic 3D-inference engine applications

Sourav De, Sunanda Thunder, David Lehninger, Michael P.M. Jank, Maximilian Lederer, Yannick Raffel, Konrad Seidel and Thomas Kampfe
Embedded Artificial Intelligence: Devices, Embedded Systems, and Industrial Applications, pp.62-69
11/2022

Abstract

FeTFT Hafnium oxide IGZO Neural networks Non-volatile memory Variation Economics Econometrics and Finance (all) Business Management and Accounting (all) Computer Science (all)
This article demonstrates indium gallium zinc oxide-based onetime programmable ferroelectric memory devices with multilevel coding and lifelong retention capability. The entire integration process was conducted in the back-endof-line with a maximum process temperature of 350°C. The fabricated devices demonstrate data retention up to 104 seconds, which was used to estimate the retention property up to 108 seconds. We observed a marginal drop in channel current after 108 seconds, which makes them suitable for inference engine application. The compatibility with the back-end-ofline process enables monolithic 3D integration of the devices with standard technology. We have evaluated the performance of this indium gallium zinc oxide-based onetime programmable ferroelectric thin film transistor for inference engine applications. The system-level simulation was performed to gauge the performance of the devices as synapses in multilevel perceptronbased neural networks. The synaptic devices could achieve 97% for inferenceonly applications with MNIST data. The accuracy degradation was also limited to 1.5% over 10 years without retraining. The proposed inference engine also showed superior energy efficiency and cell area of 95.33 TOPS/W (binary) and 16F2, respectively.

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