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PbS/CsPbBr3 Heterojunction for Broadband Neuromorphic Vision Sensing.
Kangmin Leng1, Zhiqiang Guo1, Junming Chen1
1Department of Physics, School of Physics and Materials Science, Nanchang University, Nanchang 330031, China.
ACS Applied Materials & Interfaces
|February 1, 2024
Summary
This study introduces a novel neuromorphic visual sensor using lead sulfide (PbS) and cesium lead bromide (CsPbBr3) heterostructures. This device offers tunable, broadband photoresponsivity for advanced artificial intelligence vision sensing.
Area of Science:
- Materials Science
- Optoelectronics
- Artificial Intelligence
Background:
- Neuromorphic light sensors offer energy efficiency and low latency compared to traditional vision chips.
- Metal halide perovskites show promise for visual sensors due to their light-matter interaction and tunable photoresponsivity via ion migration.
- Achieving wide-spectrum response and tunable responsivity simultaneously in perovskites remains a challenge for enhanced image recognition.
Purpose of the Study:
- To develop a broadband neuromorphic visual sensor with tunable photoresponsivity from visible (Vis) to near-infrared (NIR) spectrum.
- To investigate the effect of ion migration in perovskites within a heterostructure for advanced sensor capabilities.
- To enable machine learning-based image processing, including pattern recognition and edge enhancement, for artificial intelligent vision sensing.
Main Methods:
- Fabrication of a PbS/CsPbBr3 heterostructure using single crystals of PbS and CsPbBr3.
- Application of an electric field to induce ion migration and dynamic energy band bending at the heterojunction interface.
- Testing the sensor's photoresponse across the Vis-to-NIR spectrum and its compatibility with convolutional neural network processing.
Main Results:
- Demonstration of a broadband neuromorphic visual sensor (Vis-to-NIR) by coupling PbS and CsPbBr3.
- Observation of reversible, multilevel, and linearly tunable photoresponsivity due to electric-field-induced ion migration in CsPbBr3.
- Successful implementation of convolutional neural network processing for pattern recognition and edge enhancement using the sensor's reconfigurable broadband response.
Conclusions:
- The PbS/CsPbBr3 heterostructure enables a highly tunable and broadband photoresponse for neuromorphic visual sensing.
- The dynamic energy band bending mechanism facilitates advanced image processing capabilities.
- This heterostructure holds significant potential for developing next-generation artificial intelligent vision systems.
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