This repository was archived by the owner on Feb 26, 2021. It is now read-only.
This repository was archived by the owner on Feb 26, 2021. It is now read-only.
[Feature] Predict Earthquake's magnitude and send out alert to Frida Mobile App #11
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Description
Requirement: When earthquake is about to hit above certain threshold, we would like to send user alert notification through Frida Model App within 30 sec. so that they can prepare and escape to seek shelter.
Approach:
- Earthquake detection and location has been studied and researched for many years by seismologists. In our solution, we referenced the latest algorithm ConNetQuake which is highly scalable convolutional neural network for earthquake detection and location from a single waveform. Further enhanced by using Keras deep learning model to train existing data.
Training Data: 2.5 years of monthly streams from GSOK029.mseed and earthquake catalogs the OGS (years 2014 to 2016). - We use Jupyter Notebook in Watson Studio along with GPU enabled environment (under close beta) to train this model.
- The end point of trained model is used into Frida Mobile App.