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Tomorrow:
7-day Outlook for :
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⬤ Imported fossil
⬤ Rooftop
⬤ Solar
⬤ Wind
⬤ Hydro
⬤ Imported green
Weather
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7-Day Outlook of Renewable Electricity and Power Price in the National Electricity Market
Greenness is the percentage of electricity that comes from renewables. 100% means all electricity generation for the region (state) is coming from renewable sources; 0% means none.
You could use this data to reduce your carbon footprint, learn more about electricity/renewables and - in some cases - reduce energy bills.
If you use electricity when Greenness is high, your carbon footprint is lower. This simple-sounding claim is surprisingly complex; read below for details. Nevertheless, here are some ideas that can reduce your footprint:
Unfortunately, everyday households can't yet take advantage of this data to lower bills. There are some retailers that offer pass-through pricing for electricity but since the 2022 energy crisis they are significantly more expensive than standard options.
Some large commercial/industrial customers are exposed to wholesale price fluctuations. It's plausible those customers could save by scheduling loads during predicted low prices
Every 2 hours, GreenForecast.au servers grab data from AEMO?the Australian Energy Market Operator, who run the "National" Electricity Market, a weather forecast and two other minor sources. This data is fed into a custom Machine Learning (ML) model which has been trained on 10 years (roughly a million data points) of data. The current model is an "ensemble" of around a thousand specialised sub-models which predict price and greenness on a 7 day horizon for 5 NEM regions (states).
For technical details, see below.
Greenness is "a little better than a weather forecast"; price is a little worse. Unsurprisingly, accuracy for tomorrow is better (about 2x) than 7 days away. On a held-out validation set of data, the model predicts Greenness with an average error of less than 5% and price with average error of 2¢/kWh, depending on region.