TY - JOUR
T1 - Impact of Random Phase Distribution in Ferroelectric Transistors-Based 3-D NAND Architecture on In-Memory Computing
AU - Choe, Gihun
AU - Shim, Wonbo
AU - Wang, Panni
AU - Hur, Jae
AU - Khan, Asif Islam
AU - Yu, Shimeng
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2021/5
Y1 - 2021/5
N2 - Three-dimensional NAND architecture (3-D NAND) based on ferroelectric field-effect transistors (FeFETs) is explored for in-memory computing. In ferroelectric Hafnia-based polycrystalline thin film, which is deposited on the gate of the FeFETs, the monoclinic (M), and orthorhombic (O) phases coexist. These two phases of positional distribution introduce a read-out current variation in the 3-D NAND of FeFETs. Herein, we employ TCAD simulations to quantify such variation and optimize bias conditions for improving the accuracy of in-memory computing. Furthermore, the array-level impact of the phase variation on vector-matrix multiplication has been investigated using a 3-D netlist with SPICE simulations, indicating sufficient read-out accuracy possible for analog-to-digital conversion.
AB - Three-dimensional NAND architecture (3-D NAND) based on ferroelectric field-effect transistors (FeFETs) is explored for in-memory computing. In ferroelectric Hafnia-based polycrystalline thin film, which is deposited on the gate of the FeFETs, the monoclinic (M), and orthorhombic (O) phases coexist. These two phases of positional distribution introduce a read-out current variation in the 3-D NAND of FeFETs. Herein, we employ TCAD simulations to quantify such variation and optimize bias conditions for improving the accuracy of in-memory computing. Furthermore, the array-level impact of the phase variation on vector-matrix multiplication has been investigated using a 3-D netlist with SPICE simulations, indicating sufficient read-out accuracy possible for analog-to-digital conversion.
KW - Ferroelectrics (FEs)
KW - in-memory computing
KW - nonvolatile memory
KW - polycrystalline phases
KW - process variations
KW - vector-matrix multiplication (VMM)
UR - http://www.scopus.com/inward/record.url?scp=85103770802&partnerID=8YFLogxK
U2 - 10.1109/TED.2021.3068086
DO - 10.1109/TED.2021.3068086
M3 - Article
AN - SCOPUS:85103770802
SN - 0018-9383
VL - 68
SP - 2543
EP - 2548
JO - IEEE Transactions on Electron Devices
JF - IEEE Transactions on Electron Devices
IS - 5
M1 - 9392114
ER -