A Wireless Integrated System with Hybrid Embedded Sensing for the Continuous Monitoring of Bird Flight

被引:0
|
作者
Mu, Shilong [1 ]
Chow, Ho Ngai [2 ]
Zhou, Mi [1 ]
Zhao, Runze [1 ]
Lei, Kai Chong [1 ]
Geng, Zihan [1 ]
Han, Yuxing [3 ]
Ding, Wenbo [1 ,3 ]
机构
[1] Tsinghua Univ, Tsinghua Berkeley Shenzhen Inst, Shenzhen Int Grad Sch, Shenzhen, Peoples R China
[2] Tsinghua Univ, Shenzhen Int Grad Sch, Shenzhen, Peoples R China
[3] Tsinghua Univ, Shenzhen Int Grad Sch, RISC V Int Open Source Lab, Shenzhen, Peoples R China
来源
ADJUNCT PROCEEDINGS OF THE 2023 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING & THE 2023 ACM INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTING, UBICOMP/ISWC 2023 ADJUNCT | 2023年
基金
中国国家自然科学基金;
关键词
Flexible Strain Sensor; Multimodal Deep Learning; Flight Posture Recognition; Intelligent System;
D O I
10.1145/3594739.3612906
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The intricate flight patterns exhibited by birds have sparked considerable interest in many fields. However, traditional external visual observation has significant limitations, including susceptibility to line-of-sight occlusion, uneven lighting effects, and lack of continuous detection. In this paper, we design a hybrid embedded system that can perform bird flight postures recognition by integrating inertial measurement unit (IMU) with flexible strain sensor. The proposed system leverages a strain sensor based on laser-induced graphene (LIG), strategically positioned on the bird's wing joints, in conjunction with a high-precision IMU deployed on the bird's torso. Through a learning architecture, we achieve an impressive accuracy of 99.48% in identifying eight commonly observed bird flight postures. The integration of the proposed system offers exciting possibilities and serves as a powerful tool for advancing our understanding of the mechanisms underlying creature flight.
引用
收藏
页码:676 / 681
页数:6
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