graph_weather

graph_weather copied to clipboard

Forecasting API call

4

I'm currently running a residential solar system and using online forecasting predictions to set battery charge levels as to not over charge during off peak times. My current provider has...

DarkSlice1

NWP up sampling predictions paper

2

https://arxiv.org/abs/2203.12297 ## Detailed Description The paper shows making a Gan that can up sample global forecasts for precipitation to high resolution local forecasts, which is similar to something we want...

jacobbieker

Map NWP outputs to Satellite Imagery

1

## Detailed Description Courtesy @JackKelly but satellite imagery seems very useful for predicting PV output, and to go out more than a few hours, such as day ahead, etc. the...

jacobbieker

Other Datasets

1

https://www.maelstrom-eurohpc.eu/products-ml-apps.php#dataset-for-energy-production-forecast contains seemingly quite a lot of data with ensembles already available that might be useful to try out.

jacobbieker

## Detailed Description The paper uses land/sea mask, and orography masks with 0.1 degreex0.1 degree resolution for extra input. Currently, these inputs have to be added to the same nodes...

jacobbieker

Train on GFS Data

2

## Detailed Description GFS data is publicly accessible and so we can make that dataset open, as well as its one of the ones used in the original paper, although...

jacobbieker

## Detailed Description If the model is fast enough at inference, it could be quite easy and cheap to generate a lot of forecasts at once. The original implementation took...

jacobbieker

## Detailed Description Instead of just the next state, we could condition the model on the lead time (1 hour, 3 hours, 6 hours, 12 hours, etc.) like in MetNet-2....

jacobbieker

## Detailed Description For adaptive meshes in #3 we need ground truth at various resolutions. One possible way would be to train on the world with the GFS 0.25 degree...

jacobbieker

## Detailed Description Being able to get more detailed output around areas of interest is quite important, such as around the UK or some other country of interest. ## Context...

jacobbieker