Automated Feeding System
Active
On/Off
/ 4
Feeding Schedule
In Progress
Day 20
Next Feeding
18:00
Mortality Rate Prediction
Starting number of Larvae
1,000
Predicted Mortality
499
Mortality Rate: 49.9%
Based on current water parameters and historical data
Mortality Rate Prediction - ML Model Predictions
Multiple Linear Regression
MLR0.0%
Predicted Mortality Rate
Predicted Mortality
0
Initial Larvae
0
Uses gradient descent to find the best-fit relationship between water parameters and mortality.
Random Forest
RF0.0%
Predicted Mortality Rate
Predicted Mortality
0
Initial Larvae
0
Ensemble of decision trees trained on bootstrapped samples for robust mortality predictions.
XGBoost
XGB0.0%
Predicted Mortality Rate
Predicted Mortality
0
Initial Larvae
0
Sequentially boosted decision trees that learn from previous errors for higher mortality prediction accuracy.