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nsankar avatar nsankar commented on August 19, 2024 1

Thanks for the info. @ardunn @patrickherring-TRI

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patrickherring-TRI avatar patrickherring-TRI commented on August 19, 2024

In general, no. There are several different targets for an ML model, depending on the application. In our 2019 publication, the target was the cycle_index to 80% of initial capacity, but this was because the SOC window was the same for all cells.

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ardunn avatar ardunn commented on August 19, 2024

Hi @nsankar there are multiple ways to determine the dependent variable for the ML model. You do so by getting particular features from the structured file .

If you use the beep featurize command with all_targets you can see them; they include things like @patrickherring-TRI was saying, but they can also include properties from the diagnostic cycles.

You can also find these features programmatically with the TrajectoryFastCharge and DiagnosticProperties classes.

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