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Retina‐Inspired X‐Ray Optoelectronic Synapse Using Amorphous Ga <sub>2</sub> O <sub>3</sub> Thin Film

Huili Liang, Xiaoyan Tang, Hang Shao, Rui Zhu, Shizhi Deng, Xiaozhi Zhan, Tao Zhu, Jiwei Wang, Jihua Zhang, Guangyu Zhang, Zengxia Mei

2024Advanced Science22 citationsDOIOpen Access PDF

Abstract

Abstract Machine vision techniques are widely applied for object identification in daily life and industrial production, where images are captured and processed by sensors, memories, and processing units sequentially. Neuromorphic optoelectronic synapses, as a preferable option to promote the efficiency of image recognition, are hotly pursued in non‐ionizing radiation range, but rarely in ionizing radiation including X‐rays. Here, the study proposes an X‐ray optoelectronic synapse using amorphous Ga 2 O 3 (a‐Ga 2 O 3 ) thin film. Boosted by the interfacial V O 2+ defects and its slow neutralization rate, the enhanced electron tunneling process at metal/a‐Ga 2 O 3 interface produces remarkable X‐ray‐induced post‐synaptic current, contributing to a sensitivity of 20.5, 64.3, 164.1 µC mGy −1 cm −2 for the 1st, 5th, and 10th excitation periods, respectively. Further, a 64 × 64 imaging sensor is constructed on a commercial amorphous Si (a‐Si) thin film transistor (TFT) array. The image contrast can be apparently improved under a series of X‐ray pulses due to an outstanding long‐term plasticity of the single pixel, which is beneficial to the subsequent image recognition and classification based on artificial neural network. The merits of large‐scale production ability and good compatibility with modern microelectronic techniques belonging to amorphous oxide semiconductors may promote the development of neuro‐inspired X‐ray imagers and corresponding machine vision systems.

Topics & Concepts

Materials scienceAmorphous solidOptoelectronicsNeuromorphic engineeringMicroelectronicsThin-film transistorThin filmTransistorComputer scienceArtificial intelligenceNanotechnologyArtificial neural networkElectrical engineeringChemistryVoltageLayer (electronics)Organic chemistryEngineeringGa2O3 and related materialsAdvanced Memory and Neural ComputingCCD and CMOS Imaging Sensors