AN ACCELEROMETER BASED DIGITAL PEN WITH TRAJECTORY RECOGNITION ALGORITHM FOR HANDWRITTEN DIGIT AND GESTURE RECOGNITIO N
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 2015, Vol 4, Issue 5
Abstract
The paper aims is to design an accelerometer based digital pen with trajectory recognition algorithm for handwritten digit and gesture recognition by using Zigbee technology. This system uses a MEMS device for having all directions. The digital pen consist s of a triaxial accelerometer, a microcontroller, and an Zigbee wireless transmission module for sensing and collecting accelerations of handwriting and gesture trajectories. The proposed trajectory recognition algorithm composes of the procedures of accel eration acquisition, signal preprocessing, feature generation, feature selection, and feature extraction. The algorithm is capable of translating time - series acceleration signals into important feature vectors. Users can use the pen to write digits or make hand gestures, and the accelerations of hand motions measured by the accelerometer are wirelessly transmitted to a computer for online trajectory recognition. The algorithm first extracts the time - and frequency - domain features from the acceleration signa ls and, then, further identifies the most important features by a hybrid method: kernel - based class separability for selecting significant features and linear discriminant analysis for reducing the dimension of features. The reduced features are sent to a trained probabilistic neural network for recognition. Our experimental results have successfully validated the effectiveness of the trajectory recognition algorithm for handwritten digit and gesture recognition using the proposed digital pen
Authors and Affiliations
Varsha Suresh Jagtap , Prof. Mrs. K. Sujatha
Keywords
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