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pagand / model_optimze_vessel

Queen of Oak Bay - visualization/classification/prediction
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Working version of high accuracy FC prediction model #17

Open pagand opened 1 year ago

pagand commented 1 year ago

Build a working version of the fuel consumption prediction model with high accuracy.

yim-fan commented 1 year ago

Build a LSTM model as the base model.

This model contains the following as input: water depth, engine flow rate temperature, pitch, power, rate of turn, speed, thrust, torque, mode, season, weekday, current, direction, weather info, wind info, resistance ratio, previous longitude, lattitude, heading, SOG, STW

and the following as output: fuel consumption, current heading, longitude, latitude, SOG, STW

Something to mention is that, as the base model, this model does not include the clustered feature, so we can compare how does the clustered feature impact the model performance in the future

yim-fan commented 1 year ago

Goal: training a model with high accuracy.

yim-fan commented 1 year ago

Working on the new model with revised inputs and outputs

pagand commented 1 year ago

@yim-fan put the github link for the LSTM model.

yim-fan commented 1 year ago

Some correction: I am now using time series transformer model, and the link can be found here: https://github.com/pagand/model_optimze_vessel/blob/bc58d55b0b7dfd5bb4beb9232de2290f9b5be86e/Modeling/fc_transformer.ipynb