柔性触觉传感系统:从理论研究到实际应用的挑战

IF 36.3 1区 材料科学 Q1 Engineering
Zhiyu Yao, Wenjie Wu, Fengxian Gao, Min Gong, Liang Zhang, Dongrui Wang, Baochun Guo, Liqun Zhang, Xiang Lin
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引用次数: 0

摘要

自1982年Harmon提出触觉传感器的第一个设计以来,触觉传感器经历了四个关键阶段的发展:工业应用(20世纪80年代,基本压力检测),通过MEMS小型化(90年代),柔性电子(2010年代,可拉伸材料)和智能系统(2020年至今,人工智能驱动的多模态传感)。随着材料、加工技术和刺激的多模态融合的创新,触觉传感器的应用不断扩展到各种领域,包括但不限于医疗、航空航天、体育和智能机器人。目前,研究人员正致力于开发具有新兴机制和结构的触觉传感器,追求高灵敏度、高分辨率和多模态特征,进一步构建模仿和接近人体器官功能的触觉系统。然而,理论研究与实际应用的结合仍然面临着很大的挑战。从学术工作到技术产品的这种知识转移的现状缺乏全面的了解。实验室材料的规模化生产面临着成本高、规模小、质量不稳定等致命挑战。环境因素,如温度、湿度、电磁干扰等也会影响信号的可靠性。此外,触觉传感器必须在很宽的压力范围内工作(0.1 kPa到几个甚至几十MPa),以满足不同的应用需求。同时,现有的算法、数据模型和传感系统在数据处理方面普遍存在精度不足和鲁棒性不佳的问题,设计的系统响应速度与需求之间存在现实差距。本文从智能触觉传感系统的设计要求出发,综述了智能触觉传感系统的常见传感机制、启发结构、关键性能和优化策略,并从系统集成和算法实现的角度简要介绍了近年来的研究进展,展望了智能触觉传感器的未来发展方向。为柔性触觉传感器的未来工业应用提供前瞻性和批判性的讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Flexible Tactile Sensing Systems: Challenges in Theoretical Research Transferring to Practical Applications

Since the first design of tactile sensors was proposed by Harmon in 1982, tactile sensors have evolved through four key phases: industrial applications (1980s, basic pressure detection), miniaturization via MEMS (1990s), flexible electronics (2010s, stretchable materials), and intelligent systems (2020s-present, AI-driven multimodal sensing). With the innovation of material, processing techniques, and multimodal fusion of stimuli, the application of tactile sensors has been continuously expanding to a diversity of areas, including but not limited to medical care, aerospace, sports and intelligent robots. Currently, researchers are dedicated to develop tactile sensors with emerging mechanisms and structures, pursuing high-sensitivity, high-resolution, and multimodal characteristics and further constructing tactile systems which imitate and approach the performance of human organs. However, challenges in the combination between the theoretical research and the practical applications are still significant. There is a lack of comprehensive understanding in the state of the art of such knowledge transferring from academic work to technical products. Scaled-up production of laboratory materials faces fatal challenges like high costs, small scale, and inconsistent quality. Ambient factors, such as temperature, humidity, and electromagnetic interference, also impair signal reliability. Moreover, tactile sensors must operate across a wide pressure range (0.1 kPa to several or even dozens of MPa) to meet diverse application needs. Meanwhile, the existing algorithms, data models and sensing systems commonly reveal insufficient precision as well as undesired robustness in data processing, and there is a realistic gap between the designed and the demanded system response speed. In this review, oriented by the design requirements of intelligent tactile sensing systems, we summarize the common sensing mechanisms, inspired structures, key performance, and optimizing strategies, followed by a brief overview of the recent advances in the perspectives of system integration and algorithm implementation, and the possible roadmap of future development of tactile sensors, providing a forward-looking as well as critical discussions in the future industrial applications of flexible tactile sensors.

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来源期刊
Nano-Micro Letters
Nano-Micro Letters NANOSCIENCE & NANOTECHNOLOGY-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
32.60
自引率
4.90%
发文量
981
审稿时长
1.1 months
期刊介绍: Nano-Micro Letters is a peer-reviewed, international, interdisciplinary, and open-access journal published under the SpringerOpen brand. Nano-Micro Letters focuses on the science, experiments, engineering, technologies, and applications of nano- or microscale structures and systems in various fields such as physics, chemistry, biology, material science, and pharmacy.It also explores the expanding interfaces between these fields. Nano-Micro Letters particularly emphasizes the bottom-up approach in the length scale from nano to micro. This approach is crucial for achieving industrial applications in nanotechnology, as it involves the assembly, modification, and control of nanostructures on a microscale.
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