Litcius/Paper detail

Low hysteresis, water retention, anti-freeze multifunctional hydrogel strain sensor for human–machine interfacing and real-time sign language translation

Lijuan Zhou, Bin Zhao, Jingye Liang, F. X. Lu, Weiping Yang, Jishuai Xu, Jingxuan Zheng, Yong Liu, Run Wang, Zunfeng Liu

2024Materials Horizons65 citationsDOI

Abstract

photo polymerization and salting-out of hydrophilic ions for the strain sensor. The resulting hydrogel strain sensor possessed low electrical hysteresis (1.6%), low mechanical hysteresis (<7%), high cycle stability (>10 000 cycles), high durability, water retention and anti-freezing ability. Moreover, this strain sensor can be used as a wearable sensor for real-time control of robotic hands and hand gesture recognition. Finally, a sign language translation system has been demonstrated with the aid of machine learning, achieving recognition rates of over 98% for 15 different sign languages. This work offers a promising prospect for human-machine interfaces, smart wearable devices, and the Internet of Things.

Topics & Concepts

InterfacingHysteresisTranslation (biology)Sign (mathematics)Materials scienceStrain (injury)Sign languageMachine translationComputer scienceHuman–machine systemComputer hardwareArtificial intelligenceChemistryPhysicsMathematical analysisQuantum mechanicsMessenger RNAGenePhilosophyBiochemistryInternal medicineLinguisticsMathematicsMedicineAdvanced Sensor and Energy Harvesting MaterialsTactile and Sensory InteractionsMuscle activation and electromyography studies