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![Page 1: Improved weather forecasts for energy operations within the German research project EWeLiNE Kristina Lundgren, Renate Hagedorn, Detlev Majewski Deutscher.](https://reader036.fdocuments.us/reader036/viewer/2022062516/56649d6f5503460f94a516cf/html5/thumbnails/1.jpg)
Improved weather forecasts for
energy operations within the
German research project EWeLiNEKristina Lundgren, Renate Hagedorn, Detlev
Majewski Deutscher Wetterdienst, DWD
Uwe Schlick / pixelio.de
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The German electricity supply
Increased share of renewables
Increased share of weather dependent energy sources
o Highly fluctuating energy production
o Electricity is no more generated where and when it is needed
Electricity generation in 2013
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3
Role of TSOs
Transport of energy using fixed infrastructure Manage the security and reliability of the power = Ensure balance between production and consumption at any time Trading on the power exchange market
Growing proportion of weather-dependent power production requires
new strategies for managing the power grid
German High-Voltage Transmission System
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New challenges for the TSOs
Forecast errors: Δ(day-ahead) ≈ 3.3 GW Δ(intra-day) ≈ 1.0 GW
close to the amount of control energy (±4.5 GW)
Cold front and convection
Improved power predictions are required ..
These depend crucially on quality of underlying weather forecast
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The research project
Overarching goal: improved wind and PV power forecasts Users requirements are directly integrated into the R&D activities ( Daniel Lee, UAS-P400.02)
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Technical improvementsResearch topics at DWD:
o Improved initial conditions by applying new data types (data assimilation)
o More accurate forecasts by optimizing the model physics
o More reliable predictions through optimized ensemble forecasts and new probabilistic products
o Model Output Statistics
Integration of new products in decision making processes!
at DWD
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GME
x = 20 km
Forecast: 7 days
COSMO-EU
x = 7 km
Forecast: 78 hours
COSMO-DE
x = 2.8 km
Forecast: 27 hours
Soon: 45 hours (3 UTC)
Modelling system
COSMO-DE-EPS
x = 2.8 km20 ensemble members
Forecast: 27 hoursSoon:
40 members45 hours (3 UTC)
+ ICON (13 km / 6.5 km (Europe) later
Deterministic
Ensemble
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Improved NWP - technical aspects
Current Setup:Horizontal resolution: 2.8 kmVertical levels: 50Forecast: 27 hours
Future Setup:Extended domainIncreased resolution:•Horizontal resolution: 2.2 km•Vertical levels: 65
Forecast with start at 3 UTC: +45 hours
COSMO-DE
00:00 12:00 00:00 12:00
MESZClose of day-ahead market
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Improved NWP - technical aspects
Since April 9, 2014 global radiation output every 15 min
new
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LETKF=Local Ensemble Transform Kalman Filter
Talk by Annika Schomburg:SCI-PS179.02 Tuesday 17:00 – 17:20
Assimilation of power data
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Critical weather situations and forecast shortcommings
Windo Front passages (intensity and
spatiotemporal positioning)o Bias in stable conditions (winter)o Diurnal cycle (summer)
Photovoltaicso Post frontal cloudso Convective eventso Low stratus clouds/fogo Snow cover on PV-plants
19. Autust 2012, 12:00 UTC
Courtesy Eumetsat
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Improving wind speed forecasts
Andrea Steiner, DWD
Major challenge: capture and relief stable conditions
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Improving wind speed forecasts Major challenge: capture and relief stable conditions Sensitivity studies: Single Column Model & COSMO-DE Achievements:
o adjusted turbulence parameters lead to lower turbulent diffusion coefficient for momentum (stronger atm. stability)
o Improvements by artificially increased vertical mixing after sunrise
Andrea Steiner, DWDSee Poster by von Schumann et al: SCI-POT 1138, Tuesday, 15:00-16:30See Talk by von Schumann et al.: SCI-PS220.03 Wednesday 14:20 – 14:40
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Challenges:
o Clear sky conditions: underestimation too high aerosol optical thickness
o Cloudy conditions: overestimation clouds appear too transparent
Improving radiation forecasts
Carmen Köhler, DWD
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Challenges:
o Clear sky conditions: underestimation too high aerosol optical thickness
Improvements by modifiedAOD in the model
Improving radiation forecasts
Carmen Köhler, DWD
COSMO Tanré (op.)COSMO TegenPyranometer
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Improved ensemble forecasts
o Ensemble forecasts dynamically capture the forecast uncertainty
Z. Ben Bouallègue, DWD
Lindenberg, February, 23, 2012
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Improved ensemble forecasts
Ensemble forecasts dynamically capture the forecast uncertainty
For radiation: the added value of the ensemble is expected to be highest during o spring-summer periods o increases with forecast lead
time
Z. Ben Bouallegue, Mausam, submitted
See Poster by Lundgren et al.: SCI-POT 1028, Tuesday, 15:00-16:30
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Improved ensemble forecasts
Methods:o Verification against
measurements
o Revisiting and optimizing the ensemble generation (COSMO-DE-EPS)
o Correcting for deficiencies through statistical post-processing
COSMO-DE-EPS future approach
See Poster by Lundgren et al.: SCI-POT 1028, Tuesday, 15:00-16:30
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Summary
Due to the German Energiewende, improved weather forecasts for weather dependent energy sources are required
Adjusted turbulence parameters and artificially increased vertical mixing after sunrise lead to first improvements in wind speed forecasts at 100m
Modified AOD lead to improved radiation forecasts for clear sky conditions
The added value of ensemble forecasts is, for radiation forecasts, expected to be highest during spring-summer periods and to increase with forecast range
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Thanks for listening!
http://projekt-eweline.de/en
e-mail: [email protected]
Elsewhere at WWSOC:
Monday 15:00 – 16:30:
Daniel Lee (AUS-POM3014)
Tuesday 15:00-16:30:
Kristina Lundgren (SCI-POT1028)
Jonas von Schumann (SCI-POT1138)
Tuesday 17:00 – 17:20:
Annika Schomburg (SCI-PS179.02)
Wednesday 14:20 – 14:40 :
Jonas von Schumann (SCI-PS220.03)