From materials to applications: a review of research on artificial olfactory memory

IF 10.7 2区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Materials Horizons Pub Date : 2024-11-29 DOI:10.1039/D4MH01348D
Liangchao Guo, Haoran Han, Chunyu Du, Xin Ji, Min Dai, Sergi Dosta, Ye Zhou and Chao Zhang
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Abstract

Olfactory memory forms the basis for biological perception and environmental adaptation. Advancing artificial intelligence to replicate this biological perception as artificial olfactory memory is essential. The widespread use of various robotic systems, intelligent wearable devices, and artificial olfactory memories modeled after biological olfactory memory is anticipated. This review paper highlights current developments in the design and application of artificial olfactory memory, using examples from materials science, gas sensing, and storage systems. These innovations in gas sensing and neuromorphic technology represent the cutting edge of the field. They provide a robust scientific foundation for the study of intelligent bionic devices and the development of hardware architectures for artificial intelligence. Artificial olfaction will pave the way for future advancements in intelligent recognition by progressively enhancing the level of integration, understanding of mechanisms, and application techniques of machine learning algorithms.

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从材料到应用:人工嗅觉记忆研究综述。
嗅觉记忆是生物感知和环境适应的基础。推进人工智能以复制这种生物感知作为人工嗅觉记忆是必不可少的。预计各种机器人系统、智能可穿戴设备和以生物嗅觉记忆为模型的人工嗅觉记忆将得到广泛应用。本文以材料科学、气体传感和存储系统为例,综述了人工嗅觉记忆的设计和应用的最新进展。这些气体传感和神经形态技术的创新代表了该领域的前沿。它们为智能仿生设备的研究和人工智能硬件架构的发展提供了坚实的科学基础。人工嗅觉将通过逐步提高机器学习算法的集成水平、对机制的理解和应用技术,为智能识别的未来发展铺平道路。
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来源期刊
Materials Horizons
Materials Horizons CHEMISTRY, MULTIDISCIPLINARY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
18.90
自引率
2.30%
发文量
306
审稿时长
1.3 months
期刊介绍: Materials Horizons is a leading journal in materials science that focuses on publishing exceptionally high-quality and innovative research. The journal prioritizes original research that introduces new concepts or ways of thinking, rather than solely reporting technological advancements. However, groundbreaking articles featuring record-breaking material performance may also be published. To be considered for publication, the work must be of significant interest to our community-spanning readership. Starting from 2021, all articles published in Materials Horizons will be indexed in MEDLINE©. The journal publishes various types of articles, including Communications, Reviews, Opinion pieces, Focus articles, and Comments. It serves as a core journal for researchers from academia, government, and industry across all areas of materials research. Materials Horizons is a Transformative Journal and compliant with Plan S. It has an impact factor of 13.3 and is indexed in MEDLINE.
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