-
Notifications
You must be signed in to change notification settings - Fork 3
Project Definition
Andrew Davison edited this page Sep 12, 2021
·
1 revision
- Host a web-based coastal forecast machine learning model with a goal of using the website as the user interface. Wind wave data to be pulled from selected NOAA stations to be updated at a predetermined interval. NOAA station 41013, Frying Pan Shoals, will be used as a base case during offline set-up of the script for the machine learning model.
- Zoom
- Dr. Zhangping Wei - Project Manager
- Andrew Davison - Lead Developer
- The system will scrape NOAA station data on a predetermined interval (every 6 hours).
- The system will clean the raw data and prepare for use in the model.
- The system will plot forecast data and ground truth NOAA measurement for display in the application.
- Prediction plot will update on the backend.
- The user can select from a list of available NOAA stations to see predicted data for that specific station.
- Functionality for users to request a current prediction plot that does not affect the predetermined interval.
- The application will retrieve the current prediction display for the user selected location, location default will be station 41013.
- NOAA station raw data.
- Optimized and functional machine learning model.
- Prediction plot storage.
- Web-based platform
- Google Cloud Platform
- AWS
- Flask
- User - individual who will access application