IEEE Electron Device Letters · 2023 · 21 citations · 26 references
Flexible 3DRobotic SystemsEngineeringMechanical EngineeringField RoboticsBiomedical EngineeringUltrahigh SensitivitySensor TechnologyFlexible SensorBio-inspired RoboticsRobot LearningNovel Flexible 3DMechanical DesignRobotic SensingDeep LearningNeural Network MethodFlexible SensorsFlexible ElectronicsNano Electro Mechanical SystemMachine-sensing InterfaceSensor DesignRoboticsSoft Mechatronics
Flexible three-dimensional (3D) force sensors have been extensively investigated in the field of robotics due to their ability to provide feedback information from multiple directions. However, the development of flexible 3D force sensors with high sensitivity and decoupling capabilities remains a significant challenge, hindering the ability of robots to perceive their external environment. In this letter, we present a novel flexible 3D force iontronic sensor (FTIS) that utilizes ionic materials with micro-pyramidal structures and a backpropagation (BP) neural network method based on deep learning. The FTIS exhibits outstanding sensitivity, with over 8000 <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\text{N}^{-{1}}$ </tex-math></inline-formula> in the normal direction and over 4000 <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"> <tex-math notation="LaTeX">$\text{N}^{-{1}}$ </tex-math></inline-formula> in the shear direction, and has a rapid response time of 27-ms. Additionally, it demonstrated stable working durability, with over 8000 cycles without signal delay. To validate the utility of the sensor, we integrated it as a machine-sensing interface on a mechanical claw to measure changes in forces in the triaxial direction. Our design concept has the potential to advance the development of multidimensional force sensors in the future.
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Flexible Three‐Axial Force Sensor for Soft and Highly Sensitive Artificial Touch
Lucie Viry, Alessandro Levi, Massimo Totaro et al. · Advanced Materials · 2014 · 465 citations · Full text
Multimodal Sensing with a Three-Dimensional Piezoresistive Structure
Sang Min Won, Heling Wang, Bong Hoon Kim et al. · ACS Nano · 2019 · 208 citations
Cutaneous Receptors, High Sensitivity Measurements, Engineering +15