Current Mining Rate Budget or Target values in comparison with the Actual values and how the Drilling ML Model will fit it to reach the desired goals

To improve the current mining rate I chose to train the model with data from the best performing days.

I choose to looked at data from three vessels and see how the binary classification result look.

below is the raw data from the on of the vessel. Here I am doing a comparison of the budget vs the target.

Vessel 1 

Vessel 2

Vessel 3

The objective of this exercise is to look at what the budget vs actual values are and see if we can get the model to perform similar or better and hopefully stablelize the performance of the mining rate. 

meeting one of our initial goals which are :

Overall objectives:  

• Maximising throughput 

• Process stability 

• Increased mining rate stability 

• Decreasing equipment wear

• Improving energy efficiency

• Increase delivery on targets