[SOLVED] CSE572-Project10

Description

In this project, we will develop a continuous meal detection method from glucose monitor data of a subject. You will be given CGM sensor outputs for a given person for nearly 6 months. The CGM output is every 5 mins. You will also be given ground truth for every meal instance. You will have to develop a continuous meal detection algorithm.

Task list

• Parse CGM data and synchronize meal ground truth with CGM data
• Write four algorithms for online detection of meal event
  1. Auto regression based modeling of CGM
     1. Algorithm development, SARIMA
     2. Algorithm Instantiation

• Algorithm implementation

1. Training and Testing accuracy

1. Model based meal detection
   1. Algorithm development, HYMN based (ask IMPACT Lab for code)
   2. Algorithm Instantiation

• Algorithm implementation

1. Training and Testing accuracy

1. Kalman Filter based meal detection
   1. Algorithm development (Ask IMPACT Lab for algorithm)
   2. Algorithm Instantiation

• Algorithm implementation

1. Training and Testing accuracy

1. RNN based meal detection
   1. Algorithm development (Use Tensor Flow)
   2. Algorithm Instantiation

• Algorithm implementation

1. Training and Testing accuracy
2. Apply your algorithms to a new patient
3. Provide Execution time analysis