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Renewables (WP12)
Which applications/models are planned to get into operation in Phase 2
information for each application A,B,...
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satellite nowcasting "DL-SATNOW" (GeoSphere algorithm, contactperson P. Gfäller): using LSA SAF DSSF_TOT near-realtime product+static fields and feeds it into IrradPhyDNet v1 (deep learning model) and produces nowcasts for the next 3 or 6 hours (adjustable) with 15-min timesteps, planned to be operational in 11/2024 as daytime/7 product
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NWP2windpower (GeoSphere algorithm, contactperson I. Schicker): uses hectometric HARMONIE/AROME data and/or ECMWF-IFS (or ensemble if needed) and converts meteo forecast to power production forecast using parametric powercurves and a small set of metadata (location, hub height, rotor diameter, rated power). Planned to be operational 11/2024 as on-demand post-processing product
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application A: doing this and that.., planned to be operational in MM/YYYY
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...
Status: ready to go, under development
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satellite nowcasting "DL-SATNOW":
- development finished and ready to be incorporated
- yaml/python environment, currently porting to singularity (ongoing)
- currently regular run, no trigger needed for pilot regions, will be needed for end of phase II for pan-European application
- fixed for Denmark/Austria but being ported to pan-European
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NWP2windpower:
- development finished, might need one round of "does it really run smoothly in the python environment with all models"
- yaml/python environment, being ported to singularity
- should run post-triggered NWP for storms for pilot regions (Belgian offshore, Austria) but could run regularly using either ECMWF-IFS or global DT (if we really want that)
- fixed domains based on available free wind farm metadata (location, hub heights, rotor diameter, rated power, etc.)
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application A:
- development finished? ready to be incorporated? still under development?
- ecflow exists already? other scripting environment? other workflow environment?
- trigger needed from NWP vs. regular runs? .. give any useful information
- NRT testing plans? when? fixed domains? flexible domains? ...
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application B: ...
Triggering
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satellite nowcasting "DL-SATNOW":
- needed from 2025 onwards, triggered on day of predicted convective cases and should then run every 15 minutes until end of detected case for non-pilot region cases. Could be coordinated with triggering of hectometric run of the day of event. Threshold-based, index-based
- CAPE, precipitation, showalter(? 'the end my friend'-index),domain center (latlon bounds will be calculated according to domain center)
- pilot region (Denmark, Austria) cases planned to run daytime/7, pan-European implementation under development
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NWP2windpower:
- triggered with NWP runs for storm events (or later defined wind energy events), threshold-based currently
- wind speed, right now 10m but ideally 100m, gustiness
- pilot region, in later stage where we have wind farm metadata
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application A:
- approach: threshhold-based (optihthred...) or other? manual?
- data/parameters needed for triggering
- pilot regions?
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application B: ...
Targeted platform (HPC needed?, EWC?)
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satellite nowcasting "DL-SATNOW":
- inference mode: needs CPU so probably EWC (or even git could work but not tested), training: needs GPU (LUMI/Leonardo)
- inference: testing on git CI/CD September onwards, training: not yet tested on GPU
- inference: linux env with ~8 or 16 GB RAM works, runtime incl. plot generation currently 1 - 2 minutes max.; training: GPU platform (at least 2 would be good), runtime ~ 4 days for domain covering size of Austria
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NWP2windpower:
- needs CPU, very leightweight model
- LUMI/Leonardo would be overkill.
- ~ 8GB RAM would suffice, runtime depends a bit what else is going on on the resp. machine
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application A:
- needs HPC? target is LUMI/Leonardo?
- already tested there?
- expected resources needed? expected runtime? etc.
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application B: ..
Input needs (NWP, other data/auxiliary data), where to access
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satellite nowcasting "DL-SATNOW":
- LSA SAF DSSF_TOT near realtime, netcdf
- topographic data, ideally netcdf but tif should also work
- LSA SAF near realtime archive
- no inline/direct access needed for now
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NWP2windpower:
- yes, grib 2 is fine but nasty
- netcdf or grib
- FDB or HPC inline --> needs discussion on how to best connect with NWP output for time-saving
- inline could speed up
- probably z0 forecast and additional heights above ground, ideally 10-minute frequency or 5-minute to account for traders needs
- not for this code but for next model iteration to more advanced ML-model historic data is needed
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application A:
- NWP data needed? (format Grib edition 2 is fine?),
- other data (types)?
- to be accessed from FDB/...,
- some inline/direct access e.g. on HPC needed? (-> potential speed up e.g. for AQ models)
- any special needs? parameters not yet considered in NWP output, ...
- historic data needed?
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application B: ...
Expected output, we need to sort out the format management
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satellite nowcasting "DL-SATNOW": netcdf, plots as png if wanted, archiving not necessarily needed for data older than 2 days. One forecast Austria ~3MB for +6hours (=36 time steps)
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NWP2windpower: csv files, plots as png if wanted, archiving not necessarily needed for data older than 2 days. Size depends on number of turbines/wind farms needed to be calculated and forecast time steps, number of models
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application A: the application outputs GRIB 2, netcdf,..., plots, whatever..., data amount?, archiving needed?
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application B: ...
NRT monitoring
- satellite nowcasting "DL-SATNOW": real time monitoring via failure email
- NWP2windpower: assessment after on-demand launch
- application A: what/how/who on real time monitoring, assessment during and after on-demand launch
- application B: ...
What is the timeline? Milestones events?
- satellite nowcasting "DL-SATNOW": 11/2024 first version promised to EMCWF, milestone pre-operational implementation 31/1/2025
- NWP2windpower: 11/2024 first version promised to EMCWF, milestone pre-operational implementation 31/1/2025
- application A: Milestone event according the technical proposal is DD/MM/YYYY, if not milestone .. what's the timeline?
- application B: ...
PoC for sector-specific working groups
(needed to help to develop and build up the end-to-end workflow in operations)
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satellite nowcasting "DL-SATNOW":
- Pascal Gfäller (developer)
- Irene Schicker (user/restarting)
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NWP2windpower:
- Irene Schicker (developer)
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application A:
- Name A (developer)
- Name B (developer)
- Name C (user X)
- ..
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application B:
PoC for 3rd line support
(to be contacted by 2nd line in case of problems with the operational workflow for this application)
- satellite nowcasting "DL-SATNOW":
- Pascal Gfäller
- Irene Schicker
- NWP2windpower:
- Irene Schicker
- Petrina Papazek
- application A:
- Name A
- Name B
- ...
- application B: ...