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Hierarchical Synergistic Engineering for Machine Learning‑Assisted Gesture Recognition and Integrated Thermal Management
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作者 Weili Zhao Vuong Dinh Trung +6 位作者 Fang Li Yinjia Zhang Haoyi Li Jun Natsuki Jing Tan Weimin Yang Toshiaki Natsuki 《Advanced Fiber Materials》 2025年第5期1495-1513,共19页
Flexible strain sensors are revolutionizing human–machine interactions and next-generation health care by enabling realtime monitoring of human motion and precision medical treatment.However,developing lightweight fl... Flexible strain sensors are revolutionizing human–machine interactions and next-generation health care by enabling realtime monitoring of human motion and precision medical treatment.However,developing lightweight flexible strain sensors that combine high sensitivity with a broad monitoring range remains a significant challenge.To address this challenge,an advanced structural engineering strategy based on the sodium chloride(NaCl)template sacrificial method is employed to simultaneously increase sensitivity and mechanical robustness.By leveraging a NaCl template sacrificial method,a hierarchical synergistic conductive network is constructed within the thermoplastic polyurethane(TPU)matrix formed via in situ growth.This design enables ultra-high sensitivity across a broad strain range,offering promising potential for wearable sensing applications.The resulting sensor exhibits exceptional performance characteristics,including a low detection limit(0.176%),high sensitivity(gage factor,GF=331.7),wide sensing range(up to 230.1%),rapid response/recovery times(133 ms/133 ms),and remarkable durability exceeding 4000 cycles.Furthermore,the sensor demonstrated excellent electrothermal conversion performance with a positive temperature coefficient of 0.00207°C^(−1)and an achievable saturation temperature of 54.2°C(1.0 A).Finally,the sensor was successfully integrated into a smart wearable system,enabling precise recognition and classification of multiple gestures through machine learning algorithms while also exhibiting significant potential for inflammation hyperthermia therapy. 展开更多
关键词 foam-shaped strain sensor Multifunctionalities Flexible electronics Gesture recognition HYPERTHERMIA
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