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pagand / model_optimze_vessel

Queen of Oak Bay - visualization/classification/prediction
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Model variable classification #10

Open yim-fan opened 1 year ago

yim-fan commented 1 year ago

dependent vs. independent variable, manipulating vs disturbance variable

yim-fan commented 1 year ago

All available variables right now are already classified.

pagand commented 1 year ago

You can conduct causal analysis and domain knowledge here to find the depended and independent variables.

For instance, engine speed can not be controlled independently from engine torque, as they are not separated entities. These co-linearity can cause fatal issues in the mode. So, we need to consider one of them, but which? Considering torque will result in more precise model and is precedent to speed (causal analysis), yet the captain maneuver the vessel by checking its speed not the torque (domain knowledge ). Please review literature papers to get some idea of what other well-known models introduce.