Scoliosis often occurs in adolescents and seriously affects physical development and health. Traditionally, medical imaging is the most common means of evaluating the corrective effect of bracing during treatment. However, the imaging approach falls short in providing real-time feedback, and the optimal corrective force remains unclear, potentially slowing the patient's recovery progress. To tackle these challenges, an all-in-one integrated array of pressure sensors and sEMG electrodes based on hierarchical MXene/chitosan/polydimethylsiloxane (PDMS)/polyurethane sponge and MXene/polyimide (PI) is developed. Benefiting from the microstructured electrodes and the modulus enhancement of PDMS, the sensor demonstrates a high sensitivity of 444.3 kPa-1 and a broad linear detection range (up to 81.6 kPa). With the help of electrostatic attraction of chitosan and interface locking of PDMS, the pressure sensor achieves remarkable stability of over 100 000 cycles. Simultaneously, the sEMG electrodes offer exceptional stretchability and flexibility, functioning effectively at 60% strain, which ensures precise signal capture for various human motions. After integrating the developed all-in-one arrays into a commercial scoliosis brace, the system can accurately categorize human motion and predict Cobb angles aided by deep learning. This study provides real-time insights into brace effectiveness and patient progress, offering new ideas for improving the efficiency of scoliosis treatment. This article introduces an all-in-one array of pressure sensors and sEMG electrodes for scoliosis monitoring, offering high sensitivity, a broad detection range, and exceptional stability. Combined with machine learning, it can recognize human motion and predict scoliosis. This study is expected to provide real-time insight into the effectiveness of brace therapy and patient progress. image
机构:
South China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R China
Xian, Shuai
Wu, Zhenfeng
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R China
Wu, Zhenfeng
Li, Yixin
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R China
Li, Yixin
Wu, Zhigang
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, State Key Lab Intelligent Mfg Equipment & Technol, Wuhan 430074, Peoples R ChinaSouth China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R China
Wu, Zhigang
Zhong, Yong
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Shien Ming Wu Sch Intelligent Engn, Guangzhou 510641, Peoples R China
机构:
School of Materials Science and Engineering, University of Science and Technology BeijingSchool of Materials Science and Engineering, University of Science and Technology Beijing
Zhen Wu
KaiFeng Liao
论文数: 0引用数: 0
h-index: 0
机构:
School of Materials Science and Engineering, University of Science and Technology BeijingSchool of Materials Science and Engineering, University of Science and Technology Beijing
KaiFeng Liao
LePing Xiao
论文数: 0引用数: 0
h-index: 0
机构:
School of Materials Science and Engineering, University of Science and Technology BeijingSchool of Materials Science and Engineering, University of Science and Technology Beijing
LePing Xiao
ShiJie Zhong
论文数: 0引用数: 0
h-index: 0
机构:
School of Materials Science and Engineering, University of Science and Technology BeijingSchool of Materials Science and Engineering, University of Science and Technology Beijing
ShiJie Zhong
Min Gong
论文数: 0引用数: 0
h-index: 0
机构:
School of Chemistry and Biological Engineering, University of Science and TechnologySchool of Materials Science and Engineering, University of Science and Technology Beijing
Min Gong
GuoJie Wang
论文数: 0引用数: 0
h-index: 0
机构:
School of Materials Science and Engineering, University of Science and Technology BeijingSchool of Materials Science and Engineering, University of Science and Technology Beijing