Skip to content
This repository has been archived by the owner on Sep 7, 2023. It is now read-only.

Dropout PV system ID & PV metadata #48

Open
JackKelly opened this issue Jul 10, 2021 · 0 comments
Open

Dropout PV system ID & PV metadata #48

JackKelly opened this issue Jul 10, 2021 · 0 comments

Comments

@JackKelly
Copy link
Member

During training:

With some probability (30%?), zero-out the output from the PV system ID encoding. And, separately, zero-out different elements of the PV metadata.

Then, during inference, just feed the network zeros for any missing metadata, or zero-out the ID encoding if we haven't seen this PV system during training.

With luck, this should clearly fatten-out the probability distribution of the predicted PV yield.

Sign up for free to subscribe to this conversation on GitHub. Already have an account? Sign in.
Projects
Development

No branches or pull requests

1 participant