Sleep EEG_Akash Kalita project proposal.pptx

Sleep eeg

1. Project Proposal Analysing Electroenchephalogram ( EEG) patterns during sleep to see how sleep is affected in different conditions/disorders ~Akash Kalita UG 3 rd Year, 17611

2. Aim To implement EEG in understanding the state of brain during sleep in different individuals To compare (and contrast) the brain/sleep waves pertaining to different conditions which will, in turn, help a physician/psychiatrist to better treat the patient/individual

3. EEG patterns during sleep

4. Methods Begin by literature survey Physionet survey to gather all available EEG data Compare the waveforms and analyse data Gather volunteers to collect waveforms after different tasks Feed these data to ML and create a generalised model Send the results to a Physician/Clinician

5. Data and Resources Literature access Software for running physionet files https://physionet.org

6. Milestones/Timeline Week 1 Week 2 Week 3-6 Week 7-8 Week 9-12 Literature study Physionet survey Feed data to Machine Learning algorithm Data Generation Analysing the data Make models accessible to a physician Week 13

7. Future Directions & Limitations Availability of data Sleep patterns from volunteers: different conditions Sleep patterns in contrasting age groups, diseased condition

8. Innovating EEG Prefrontal cortex Picture courtesy: Acuity ETS Ltd., Reading, UK