Dielectric-Engineered High-Speed, Low-Power, Highly Reliable Charge Trap Flash-Based Synaptic Device for Neuromorphic Computing beyond Inference.
Sign Up to like & getrecommendations! Published in 2023 at "Nano letters"
DOI: 10.1021/acs.nanolett.2c03453
Abstract: The coming of the big-data era brought a need for power-efficient computing that cannot be realized in the Von Neumann architecture. Neuromorphic computing which is motivated by the human brain can greatly reduce power consumption… read more here.
Keywords: low power; neuromorphic computing; power; trap flash ... See more keywords
AND Flash Array Based on Charge Trap Flash for Implementation of Convolutional Neural Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Electron Device Letters"
DOI: 10.1109/led.2020.3025587
Abstract: Various memory devices have been proposed for implementing synapse devices in neuromorphic systems. In this letter, an AND flash array based on charge trap flash (CTF) memory was proposed. CTF-based synapse devices are particularly suitable… read more here.
Keywords: array; charge trap; flash array; trap flash ... See more keywords
A Temperature-Aware Reliability Enhancement Strategy for 3-D Charge-Trap Flash Memory
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"
DOI: 10.1109/tcad.2018.2808227
Abstract: Compared to the conventional planar flash memory, advanced 3-D flash memory adopts charge-trap technology that can significantly enhance cell density and storage capacity. Despite these advantages, 3-D charge-trap flash memory brings several new challenges. First,… read more here.
Keywords: flash memory; memory; charge trap; temperature ... See more keywords
3-D Stacked Synapse Array Based on Charge-Trap Flash Memory for Implementation of Deep Neural Networks
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Electron Devices"
DOI: 10.1109/ted.2018.2881972
Abstract: This paper proposes a synaptic device based on charge-trap flash memory that has good CMOS compatibility and superior reliability characteristics compared with other synaptic devices. Using hot-electron injection and hot-hole injection, we designed operation methods… read more here.
Keywords: flash memory; charge trap; stacked synapse; trap flash ... See more keywords