Vertically Integrated In‐Sensor Processing System Based on Three‐Dimensional Reservoir for Artificial Tactile System
Source abstract
Abstract
Next‐generation artificial tactile systems demand seamless integration with neuromorphic architectures to support on‐edge computation and high‐fidelity sensory signal processing. Despite significant advancements, current research remains predominantly focused on optimizing individual sensor elements, and systems utilizing single neuromorphic components encounter inherent limitations in enhancing overall functionality. Here, we present a vertically integrated in‐sensor processing platform, which combines a three‐dimensional antiferroelectric field‐effect transistor (AFEFET) device with an aluminum nitride (AlN) piezoelectric sensor. This innovative architecture leverages a Zr‐rich, leaky antiferroelectric HZO film—a novel material for physical reservoir computing (PRC) devices capable of responding to external stimuli within the microsecond‐to‐millisecond range. We further demonstrate the 3D AFEFET's adaptability by tuning its discharge current via structural modifications, enabling sophisticated multilayered processing. As an integrated in‐sensor processing unit, the 3D AFEFET and AlN sensor array surpass a comparable 2D configuration in both pattern recognition and information density. Our findings showcase a pioneering prototype for future artificial tactile systems, demonstrating the transformative potential of 3D AFEFET PRC devices for advanced neuromorphic applications.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Neural Networks and Reservoir Computing · Advanced Memory and Neural Computing · Neural dynamics and brain function
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
The School of Electrical Engineering Korea Advanced Institute of Science and Technology (KAIST) Daejeon 34141 Korea
The School of Electrical Engineering Yonsei University Seoul 03722 Korea
Electronic and Telecommunications Research Institute (ETRI) Daejeon 34129 Korea
Division of Materials Science and Engineering Hanyang University Seoul 04763 Korea
Articron Inc. Seoul 02447 Korea
Funding
National Research Foundation of Korea
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