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Winston H. Wu, Maxim A. Batalin, Lawrence K. Au, Alex A. T. Bui, and William J. Kaiser.

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Presentation on theme: "Winston H. Wu, Maxim A. Batalin, Lawrence K. Au, Alex A. T. Bui, and William J. Kaiser."— Presentation transcript:

1 Winston H. Wu, Maxim A. Batalin, Lawrence K. Au, Alex A. T. Bui, and William J. Kaiser

2  Purpose-Low power consuming physiological sensors implementation  Energy use decreased by enabling & disabling the sensors to real time measurement demand  Use low cost sensors to schedule high cost sensors like ECG sensors

3  Commercially Available PDA with Wifi capabilities  Bluetooth modules  3 Sensors o ECG sensor o Pulse Oximeter o 3 Axis Accelerometer-2 sets

4  Inference Engine  GUI  Local Data Logger  Device Server  Device Driver

5 Software Arcitecture

6 Motion detection  Pulse oximeter used to detect start of the exercise  2 Accelerometers used to detect end of the exercise  1 on right ankle and 1 on left hip  Inference engine on the wearable system computes when to activate ECG sensor  Data collected is streamed to a central server via Wifi Network

7 Communication Via Bluetooth  Each data point accompanied by tracking sequence number to check for errors  PDA is the master node over bluetooth network

8  Feature Extraction  Pulse rate and SpO2 value-rate of decline of oxygen saturation  Accelerometer Since cyclical movements are involved Features from spectral domain are used In general case features from time domain may be used 512 data points window-100 points entered every second 2 spectral feature values extracted from each axis -f peak and f energy

9 Context Aware Sensing Algorithm of an ECG signal

10  P(C/F)  Where C is the patient states of interest  F is the feature vector  Pulse classification as Low, Medium, High  When high Accelerometer activated  Accelerometer classifies as Rest, Walk, Jog, Run  If Jog or Run ECG sensor not activated  Else it is activated

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