Electronic skins with multimodal sensing and perception

Soft science Pub Date : 2023-07-11 DOI:10.20517/ss.2023.15
J. Tu, Ming Wang, Wenlong Li, Jiangtao Su, Yanzhen Li, Zhisheng Lv, Haicheng Li, Xue Feng, Xiaodong Chen
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引用次数: 1

Abstract

Multiple types of sensory information are detected and integrated to improve perceptual accuracy and sensitivity in biological cognition. However, current studies on electronic skin (e-skin) systems have mainly focused on the optimization of the modality-specific data acquisition and processing. Endowing e-skins with the abilities of multimodal sensing and even perception that can achieve high-level perception behaviors has been insufficiently explored. Moreover, the perception progress of multisensory e-skin systems is faced with challenges at both device and software levels. Here, we provide a perspective on the multisensory fusion of e-skins. The recent progress in e-skins realizing multimodal sensing is reviewed, followed by bottom-up and top-down multimodal perception. With the deepening understanding of neuroscience and the rapid advance of novel algorithms and devices, multimodal perception function becomes possible and will promote the development of highly intelligent e-skin systems.
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具有多模式传感和感知功能的电子皮肤
在生物认知中,多种类型的感觉信息被检测和整合以提高感知的准确性和灵敏度。然而,目前对电子皮肤系统的研究主要集中在对特定模态数据采集和处理的优化上。赋予电子皮肤多模态感知甚至感知能力,实现高级感知行为的探索还不够。此外,多感官电子皮肤系统的感知进展在设备和软件层面都面临着挑战。在这里,我们提供了电子皮肤的多感官融合的观点。综述了电子皮肤实现多模态感知的最新进展,其次是自下而上和自上而下的多模态感知。随着对神经科学认识的加深和新算法、新设备的快速发展,多模态感知功能成为可能,并将推动高智能电子皮肤系统的发展。
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