46 citations · 87 across the 8 of their papers we have counts for
8 papers
CIMulator: A Comprehensive Simulation Platform for Computing-In-Memory Circuit Macros with Low Bit-Width and Real Memory Materials
Hoang-Hiep Le, Md. Aftab Baig, Wei-Chen Hong +12
This paper presents a simulation platform, namely CIMulator, for quantifying the efficacy of various synaptic devices in neuromorphic accelerators for different neural network arch…
Neuromorphic Computing with Ferroelectric FinFETs in the Presence of Temperature, Process Variation, Device Aging and Flicker Noise
Sourav De, Bo-Han Qiu, Wei-Xuan Bu +4
This paper reports a comprehensive study on the impacts of temperature-change, process variation, flicker noise and device aging on the inference accuracy of pre-trained all-ferroe…
Alleviation of Temperature Variation Induced Accuracy Degradation in Ferroelectric FinFET Based Neural Network
Sourav De, Hoang-Hiep Le, Md. Aftab Baig +3
This paper reports the impacts of temperature variation on the inference accuracy of pre-trained all-ferroelectric FinFET deep neural networks, along with plausible design techniqu…
Extreme Memorization via Scale of Initialization
Harsh Mehta, Ashok Cutkosky, Behnam Neyshabur
We construct an experimental setup in which changing the scale of initialization strongly impacts the implicit regularization induced by SGD, interpolating from good generalization…
Analytical Modelling of Ferroelectricity Instigated Enhanced Electrostatic Control in Short-Channel FinFETs
Jhang-Yan Ciou, Sourav De, Chien-Wei-Wang +3
This study simulated negative-capacitance double gate FinFETs with channel lengths ranging from 25nm to 100nm using TCAD. The results show that negative capacitance significantly r…
Formation of Uniform Crystal and Reduction of Electrical Variation in HfZrO Ferroelectric Memory by Thermal Engineering
Sourav De, Bo-Han Qiu, Md. Aftab Baig +2
In this paper we proclaim excellent variation control in HfZrO based ferroelectric films obtained by germination of large ferroelectric domain via extended dura…
Compact Device Models for FinFET and Beyond
Darsen D. Lu, Mohan V. Dunga, Ali M. Niknejad +6
Compact device models play a significant role in connecting device technology and circuit design. BSIM-CMG and BSIM-IMG are industry standard compact models suited for the FinFET a…
A computationally efficient compact model for ferroelectric FETs for the simulation of online training of neural networks
Darsen D. Lu, Sourav De, Mohammed Aftab Baig +2
Tri-gate ferroelectric FETs with Hf0.5Zr0.5O2 gate insulator for memory and neuromorphic applications are fabricated and characterized for multi-level operation. The conductance an…