Sentinel

So I Spent like 2 Hours Getting a basic Simulation to work, then I Binged like 2-3 YT vids about Anamoly detection models and made a Pretty small one to train.

After like 3-4 Hours of training, the Model didnt Make any progress its still a Baseline random Model. Now Since this was a very small model which had to somehow find anamolies in a Time Series Data that too in Multiple variables I just figured its way too small.

So Heres my Plan:
Complete the Entire Simulation code.
Binge more Videos
Build and train a Better Model.
Also in the Future Make a Gui to see the Simulation Interactively.

I Don’t have much to show rn except some cool lil pic I Took of the rain.

Virtual ENV Data Extraction Stage Complete

So I Spent 2 Hours Collecting Data Regarding the Indian Climate from the IMD website and Used AI to Compile it Into a Useable Form.

So Basically In a Nutshell here’s what Im Planning :
1) I collect the Data regarding the Rain, and Human Water Usage W.R.T to India (Could have been any country but I thought India Would Be easier to verify cuz I live in India). –> This is Done.
2) I use this Data To Make a Virtual Env which Simulate the Water Entering the Drainage Pipes. Basically the Data Collected is Used to Realistically Generate a Day and How Much chances that Rain can occur and how much rain and How much water Used by Humans etc. in that day
3) Since the activity of the Env Is based on The same Background Info, the Anomaly Detection Model learns How the Water Level in the Drain Pipe Works in the env. Then I introduce a Blockage in Pipes, Then Use this to Test the Model.

Also, If you have read this far, thank you 😉

Y’all Ready for This??
So here is what Sentinel is about :

So basically as you know we have drainage pipes which with time develop blockages due to various reasons. These blockages right now have NO way of being detected until they cause waterlogging and cause infrastructural damage and are costly to repair. But these blockages are actually NOT UNDETECTABLE.
So here is the thing -> when the blockages start forming, the water level in the drains acts abnormally. These abnormalities can be detected by using an Anomaly Detection Model .So my entire project is based on this idea.

Here is a 3D animation I spent way too much time on.