Ferroelectric Field-Effect Transistors in Analog Applications: Demonstrated in Time-Domain Neuromorphic Computing Cells

In response to diminishing improvements from transistor scaling, the semiconductor field has shifted its focus to architectural innovation and emerging device technologies. Ferroelectric field-effect transistors (FeFETs) are non-volatile memory elements which offer new opportunities for energy-efficient computing, particularly in compute-in-memory (CIM) architectures. This thesis presents a novel FeFET-based computing cell integrated into a time-domain (TD) computing architecture. The proposed design is evaluated using a device model derived from experimental data and compared with competing non-volatile memory implementations. Results demonstrate improvements in area efficiency and performance, highlighting the potential of the FeFET cell for next-generation TD-CIM systems.

Publication Details

Journal
RIT Scholar Works (Rochester Institute of Technology)
Published
2025-04-01
Primary Topic
Particle accelerators and beam dynamics
Type
article
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article

Ferroelectric Field-Effect Transistors in Analog Applications: Demonstrated in Time-Domain Neuromorphic Computing Cells

RIT Scholar Works (Rochester Institute of Technology)
Particle accelerators and beam dynamics
article

Ferroelectric Field-Effect Transistors in Analog Applications: Demonstrated in Time-Domain Neuromorphic Computing Cells

article en

Abstract

In response to diminishing improvements from transistor scaling, the semiconductor field has shifted its focus to architectural innovation and emerging device technologies. Ferroelectric field-effect transistors (FeFETs) are non-volatile memory elements which offer new opportunities for energy-efficient computing, particularly in compute-in-memory (CIM) architectures. This thesis presents a novel FeFET-based computing cell integrated into a time-domain (TD) computing architecture. The proposed design is evaluated using a device model derived from experimental data and compared with competing non-volatile memory implementations. Results demonstrate improvements in area efficiency and performance, highlighting the potential of the FeFET cell for next-generation TD-CIM systems.

RIT Scholar Works (Rochester Institute of Technology)
Affordable and clean energy
Openalex Percentile: Top 35%
Particle accelerators and beam dynamics
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Ferroelectric Field-Effect Transistors in Analog Applications: Demonstrated in Time-Domain Neuromorphic Computing Cells · RIT Scholar Works (Rochester Institute of Technology) (2025) | TGRS Research Map | TGRS