Changes between Version 2 and Version 3 of other/summer/2019/fitness-assist
- Timestamp:
- Jun 13, 2019, 3:05:41 PM (5 years ago)
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other/summer/2019/fitness-assist
v2 v3 1 1 = Real-time Fitness Assistance via !WiFi = 2 3 **Project Description** 4 5 Workers cannot dedicate appropriate time during the day to travel to dedicated exercise places. Instead, they perform their exercise in an office/home environment. Unfortunately, it is difficult to analyze their form while doing their exercises without incurring the significant cost of a personal trainer or the discomfort of smart sensors on their person. Our solution is a device-free personalized fitness assistant that analyzes the channel state information of existing !WiFi infrastructure. 6 7 When completed, our system will differentiate individuals when they are performing an exercise and assess the workout in real time. To detect individuals, we plan on using a deep neural network (DNN) with two layers: one to differentiate between exercises, and one deeper layer to differentiate individuals. To assess the workout, we will analyze the workout quality and provide a workout review for individuals to improve their exercises. 8