Changes between Version 7 and Version 8 of other/summer/2019/fitness-assist
- Timestamp:
- Aug 2, 2019, 5:40:17 PM (5 years ago)
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other/summer/2019/fitness-assist
v7 v8 1 1 = Real-time Fitness Assistance via !WiFi = 2 2 3 == Pro ject Description ==3 == Problem == 4 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.5 Workers cannot dedicate appropriate time during the day to travel to dedicated exercise places. This results in people either not exercising, or attempting to exercise in an office/home environment. Unfortunately, it is difficult to analyze the form of their exercises without incurring the significant cost of a personal trainer or the discomfort of smart sensors on their person. Not performing exercises correctly could lead to improper muscle strain or other personal injury. 6 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. 7 == Solution == 8 9 Our solution is a device-free personalized fitness assistant that analyzes the channel state information of existing !WiFi infrastructure. Our system detects four exercises (push-ups, squats, sit-ups/crunches, and curls) and analyzes several factors to assess workout quality and provide a workout review to improve an individual's exercises. 8 10 9 11 == Tools == … … 22 24 <td align='center'><b>Sachin Mathew</b><br>Electrical and Computer Engineering<br><br>Class of 2022<br><i>Rutgers University</i></td> 23 25 <td align='center'><b>Amit Patel</b><br>Electrical and Computer Engineering<br><br>Class of 2022<br><i>Rutgers University</i></td> 26 <td align='center'><b>Rishika Sakhuja</b><br>Electrical and Computer Engineering<br><br>Class of 2023<br><i>Rutgers University</i></td> 27 <td align='center'><b>Kushaan Misra</b><br>High School Student<br><br>Class of 2020<br><i>Singapore American School</i></td> 24 28 </tr> 25 29 </table>