Hardware implementation method and combination of emotion perception function of intelligent wearable device
A wearable device and emotion perception technology, applied in the field of smart wearables, can solve the problems of low parallelism, system stability, power and size limitations of chips, and the inability of computing speed to meet real-time requirements, so as to improve work efficiency.
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[0021] Please refer to figure 1 and figure 2 , the present invention mainly relates to a hardware implementation method of the emotion perception function of a smart wearable device, comprising the following steps:
[0022] (1) The PPG (photoplethysmography, photoelectric volume description) sensor and accelerometer transmit the collected PPG signal and acceleration signal to the FPGA (Field-Programmable Gate Array) chip;
[0023] (2) The FPGA chip performs feature extraction on the PPG signal and the acceleration signal to extract four physical quantities of heart rate, respiration rate, moving speed and moving frequency;
[0024] (3) Input the above four physical quantities of heart rate, breathing rate, moving speed and moving frequency into the probability-based RHPNN (Robust Heteroscedastic Probabilistic Neural Network) neural network to realize the classification of emotions.
[0025] Please refer to figure 2 , the RHPNN neural network has a 4-layer feed-forward str...
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