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Toward Force-Based Signature Verification: A Pen-Type Sensor and Preliminary Validation

机译:迈向基于力的签名验证:笔式传感器和初步验证

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摘要

A compact pen-type force sensor is developed to study the feasibility of force-based signature verification. A force-sensing method based on leverage effect is proposed to detect 3-D forces between the pen's tip and the paper. A compact and low-cost force-sensing assembly is designed, which is integrated by five off-the-shelf 1-D force sensors. A matrix-based measurement model is established to compute the force signal in the task coordinate system (CS), which is transformed from the force signal in the sensor CS and the angle signal from a 2-D angle sensor. The structural parameters of the force sensor are determined both to achieve the required force accuracy and to meet the constraints of pen size for comfortable grasping. System performance experiments are carried out to measure the absolute and repetitive accuracy of the pen. The results show that the pen is capable for detection of 3-D force signals during real-time handwriting. Repetitive accuracy is measured to be about 0.05 N. Finally, a small-scale signature verification experiment is carried out. The verification results based on the dynamic time warping (DTW) method show that the equal error rate (EER) is about 6.3%, which illustrates the potential of the pen for force-based signature verification.
机译:开发了一种紧凑的笔型力传感器,以研究基于力的签名验证的可行性。提出了一种基于杠杆效应的力感测方法,以检测笔尖与纸张之间的3-D力。设计了一种紧凑且低成本的力传感组件,该组件由五个现成的一维力传感器集成在一起。建立基于矩阵的测量模型以计算任务坐标系(CS)中的力信号,该任务信号是从传感器CS中的力信号和来自二维角度传感器的角度信号转换而来的。确定力传感器的结构参数,既可以达到所需的力精度,又可以满足舒适握笔所需的笔大小限制。进行系统性能实验以测量笔的绝对和重复精度。结果表明,该笔能够在实时手写期间检测3D力信号。重复精度约为0.05N。最后,进行了小规模的签名验证实验。基于动态时间扭曲(DTW)方法的验证结果表明,等错误率(EER)约为6.3%,这说明了笔在基于力的签名验证中的潜力。

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