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BioSensor-Grouplevel-Emotion-Recognition

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Introduction

Use bioSensors for group-level emotion recognition

for detecting people in the same room

Accelerometer ,Gyrometer brain wave(EEG)->Attention,Mediation

heart rate(LF/HF)

BME280 sensor based on raspberry pi4,to get environment data(temperature,humidity,pressure)

for emotion Arousal
oculus quest2

[polar H10]use python‘s bleak library to detect polar h10，get its Mac address,and record ECG or Accelerometer.

[PI_SENSOR]BME280 sensor based on raspberry pi4,to get environment data(temperature,humidity,pressure).

[ECG_EEG_PROCESS]EEG and ECG data process program. ECG->lfhf,pnn50... EEG->Attention,Meditation...
process to 60s data,one second one row

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Based on VR virtual world to arose people's emotion
meanwhile,sensors will collect collaborators' bio-data and save to csv

Pre-process data,delete no-use parameter and create new parameter
for example:
ECG->LFHF,pnn59... EEG->attetion,meditation...

1.talk on a certain topic
2.collaborate with each other in VR

1.use gaze in VR to recognize interest and attention of dialogue with avater/players
2.consider generlizing model for individual differences

SVM KNN CNN-SVM LSTM Transformer ...

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