Spatial coding metastructure for single-sensor impact region recognition

被引:0
|
作者
Jiang, Tianxi [1 ]
Zhou, Tianyue [1 ]
Wang, Xihao [1 ]
Li, Tianqi [2 ]
Jin, Hu [1 ]
Zhang, Shiwu [1 ]
Peng, Zhi-Ke [2 ,3 ]
He, Qingbo [2 ]
机构
[1] Univ Sci & Technol China, Inst Humanoid Robots, Dept Precis Machinery & Precis Instrumentat, Hefei 230026, Peoples R China
[2] Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China
[3] Ningxia Univ, Sch Mech Engn, Yinchuan 750021, Peoples R China
基金
中国国家自然科学基金;
关键词
spatial coding; metastructure; impact region recognition; single sensor;
D O I
10.1088/1361-665X/ad7ca3
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The rapid development of aircraft has created a strong demand for structural health monitoring, but current methods that rely on multiple sensor fusion suffer from complex hardware systems. Computational sensing with metastructures provides a promising approach to reduce sensing cost, but the lack of calibrated information makes it challenging to identify impact regions. In this study, we propose a concept of spatial coding metastructure for impact region recognition with a single sensor. Owing to the multi-order local resonance effect, the metastructures are capable of producing multiple vibration modulations over a wide frequency band. We demonstrate that the frequency-dependent vibration modulation effects of the metastructures on different test regions are distinguishable, a characteristic referred to as spatial coding. This characteristic enables impact regions to be accurately recognized with only a single sensor by using machine learning methods. Our work not only presents promising application prospects for condition monitoring of aircraft and other mechanical systems, but also inspires the development of safer and more efficient systems in various industries.
引用
收藏
页数:11
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