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Give the model all of yesterday's PV & GSP & NWP history #134

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Tracked by #133
JackKelly opened this issue Jun 15, 2022 · 1 comment
Open
Tracked by #133

Give the model all of yesterday's PV & GSP & NWP history #134

JackKelly opened this issue Jun 15, 2022 · 1 comment
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enhancement New feature or request

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@JackKelly
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JackKelly commented Jun 15, 2022

Let's say we create a forecast at 4am.

There won't be any PV data for the last hour (3am - 4am). So how will our model calibrate itself at inference time?

One solution could be that we always give the model the entire PV power generation for "yesterday" (from dawn to dusk).

We probably don't need "yesterday" to be at 5-minutely resolution. Hourly might be fine. So we'd give the model yesterday's NWPs and yesterday's PV and GSP power, all at hourly resolution.

But, maybe we only need to worry about yesterday's GSP power for now (because we're focused on GSP predictions) and we can think about how to provide yesterday's PV power at another time.

Could also try removing the RNN (#135) as life might be simpler if we didn't have an RNN!

@JackKelly JackKelly changed the title Use about 12 hours of PV power and GSP history Always provide all of yesterday's PV history Jun 15, 2022
@JackKelly JackKelly self-assigned this Jun 15, 2022
@JackKelly JackKelly added the enhancement New feature or request label Jun 15, 2022
@JackKelly JackKelly moved this to Todo in Nowcasting Jun 15, 2022
@JackKelly JackKelly changed the title Always provide all of yesterday's PV history Give the model all of yesterday's PV & GSP & NWP history Jun 15, 2022
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Yeah, to start with, maybe just give the model more GSP history.

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