基于二维材料的多模态智能感知器件研究

Research on Multimodal Intelligent Perception Devices Based on Two-dimensional Materials

  • 摘要: 近年来,随着物联网和人工智能技术的快速发展,能够融合视觉、触觉、气味等多种感知能力的多模态智能感知器件在信息采集和处理等领域展现出广阔的应用前景。二维材料具有高比表面积、可调电子结构和多物理场效应特性,成为构建高性能、多模态感知器件的理想候选材料。此外,二维材料传感器件具备多维数据实时分析和机器学习性能,能够实现自学习和自优化功能。首先,综述基于二维材料的智能感知器件研究现状;其次,分析二维材料在电学、光学、力学及化学感知领域的应用特性,涵盖气体传感、生物传感、光电传感、应力传感及多模态智能传感等方面;最后,探讨基于二维材料的智能感知器件在实际应用中面临的挑战,如材料制备的均一性、器件的稳定性、多功能集成性、智能化与数据处理等,并展望未来研究趋势。

     

    Abstract: In recent years,with the rapid development of the internet of things and artificial intelligence technologies,multimodal intelligent perception devices capable of integrating multiple sensing capabilities such as vision,touch,and odor.The multimodal intelligent perception devices have shown broad application prospects in the fields of information acquisition and processing.Due to their high specific surface area,tunable electronic structure and multi-physical field sensing properties,two-dimensional materials are ideal candidates for building high-performance,multi-modal sensing devices.In addition,2D material sensor devices are also capable of real-time analysis of multi-dimensional data and machine learning,which can realize self-learning and self-optimization functions.Firstly,reviews the current research status of intelligent perception devices based on 2D materials.Then,analyses the application characteristics of 2D materials in the fields of electrical,optical,mechanical and chemical sensing,covering intelligent gas sensing,intelligent biosensing,intelligent optoelectronic sensing,intelligent stress sensing and multimodal intelligent sensing.Finally,the challenges faced by 2D material-based intelligent perception devices in practical applications are discussed,such as homogeneity of material preparation,stability of devices,multifunctional integration,intelligence and data processing,and future research trends are envisioned.

     

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