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“I GET ALL THE NEWS I NEED ON THE WEATHER REPORT” Willem A. Landman & Francois Engelbrecht

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Page 1: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

“I GET ALL THE NEWS I NEED ON THE WEATHER

REPORT”Willem A. Landman

&Francois Engelbrecht

Page 2: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

WMO FORECAST TIME RANGES Nowcasting: A description of current weather parameters and 0

to 2 hours’ description of forecast weather parameters Very short-range weather forecasting: Up to 12 hours’

description of weather parameters Short-range weather forecasting: Beyond 12 hours’ and up to

72 hours’ description of weather parameters Medium-range weather forecasting: Beyond 72 hours’ and up

to 240 hours’ description of weather parameters Extended-range weather forecasting: Beyond 10 days’ and up

to 30 days’ description of weather parameters. Usually averaged and expressed as a departure from climate values for that period

Long-range forecasting: From 30 days up to two years Month forecast: Description of averaged weather parameters

expressed as a departure (deviation, variation, anomaly) from climate values for that month at any lead-time

Seasonal forecast: Description of averaged weather parameters expressed as a departure from climate values for that season at any lead-time

Climate forecasting: Beyond two years Climate variability prediction: Description of the expected climate

parameters associated with the variation of interannual, decadal and multi-decadal climate anomalies

Climate prediction: Description of expected future climate including the effects of both natural and human influences

Page 3: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

A NUMERICAL MODEL:OPERATIONAL ORGANIZATION (1)

A typical run:

modeltime t time t + 1

Initial condition

forecast

boundarycondition

Page 4: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

Physical laws(thermodynamic,Fluide mechanics

etc...)

TIME EVOLUTIONEQUATIONS

(P, T, U, V)

We get equationsusing parameters like

- pressure (P)- Temperature (T)

- Humidity (U)- Wind (V)

Starting with

A NUMERICAL MODEL:OPERATIONAL ORGANIZATION (2)

Page 5: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

Then, using the time evolution equations

One can compute the new state after a time ” D t”

(time step)

For a specific time P, T, V, U

(initial state)

New state att = t0 + D t

Initial statet0

TIME EVOLUTIONEQUATIONS

(P, T, U, V)

A NUMERICAL MODEL:OPERATIONAL ORGANIZATION (3)

Page 6: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

A succession of very short range forecast are made(Dt is in the range of a few minutes to 30 minutes)

The previous forecast gives the initial state for the next

Dt corresponds to the ”time step” of the model

t = t0 + D t

t = t0 +2 D t

etc...

Final statet = t0 + range of

the forecast

Initial statet0

A NUMERICAL MODEL:OPERATIONAL ORGANIZATION (4)

Page 7: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

An example for the topography of the model

Real topography profile

Topography profile in the model using a

doubling of horizontal and

vertical resolutionTopography profile in the model

Page 8: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

CONVERGENCE OF NWP SKILL

ECMWF

Page 9: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

SHORT-RANGE WEATHER FORECAST MODELS

Page 10: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

A RECENT RAINFALL FORECAST

Page 11: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

TYPICAL PERFORMANCES OF WEATHER FORECAST MODELS AND THEIR IMPROVEMENT OVER TIME

Forecast error over the European domain(500 hPa geopotential heights)

1998199019801975persistenceclimatology

0 1 2 3 4 5 6 7 8 9 10lead-time (days)

0

20

40

60

80

100

120

140

erro

r in

gpm

climatology: average taken over a long time; the forecast is that the average value will happen.persistence: ‘today’s weather is what will happen tomorrow’.

Progress! Forecast errors made by a 1998 model after 5 days, are similar to errors made after 2 days by a 1975 model.

Page 12: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

LIMITS OF LONGER RANGE FORECASTS

Great progress has been made to predict the day-to-day state of the atmosphere (e.g., frontal movement, winds, pressure)

However, day-to-day fluctuations in weather are not predictable beyond two weeks

Beyond that time, errors in the data defining the state of the atmosphere at the start of a forecast period grow and overwhelm valid forecast information

This so called “chaotic” behaviour is an inherent property of the atmosphere

Page 13: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

HOW IS IT THEN POSSIBLE TO PREDICT SEASONAL CLIMATE ANOMALIES?

Predictions of rainfall, frontal passages, etc. for a particular day at a certain location several months ahead has no usable skill. However, there is some skill in predicting anomalies in the seasonal average of the weather. The predictability of seasonal climate anomalies results primarily from the influence of slowly evolving boundary conditions, and most notably SSTs (i.e., El Niño and La Niña), on the atmospheric circulation.

Sea-surface temperature (SST) anomalies of September 1997 (El Niño of 1997/98)

Sea-surface temperature (SST) anomalies of November 1988 (La Niña of 1988/89)

Anomaly: departure from the mean or average

Page 14: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

DYNAMICAL FORECASTS: MONTHLY FORECASTS

Daily forecast skill

+

Monthly running mean skill

Page 15: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

DYNAMICAL FORECASTS: SEASONAL FORECASTS

Daily forecast skill

+

Seasonal running mean skill

Page 16: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

DYNAMICAL FORECASTS: SEASONAL FORECASTS

Daily forecast skill

+

Ensemble forecast, seasonal running mean skill and skilful SST forecasts

Page 17: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

DYNAMICAL FORECASTS: SEASONAL FORECASTS

Daily forecast skill

+

Ensemble forecast, seasonal running mean skill and skilful SST forecasts

+

Post-processing

Page 18: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

A TYPICAL EXAMPLE OF A SEASONAL FORECAST

Page 19: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

CLIMATE CHANGE PROJECTIONS

Page 20: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

Change in yearly rainfall totals (%) over southern Africa• A generally warmer

and drier climate

• A shorter and more intense summer rainfall season

• Cloud bands displaced westwards in spring and autumn

• Drier winter rainfall region

Page 21: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

FINAL THOUGHTS

Forecasts for various time-ranges are subject to different forcings

Forecast models are skilful Forecast model development has

resulted in improved forecasts, also of extreme events

The South African modelling community, in partnership with international modellers, is constantly improving on operational forecast systems

Page 22: Willem A. Landman & Francois Engelbrecht.  Nowcasting: A description of current weather parameters and 0 to 2 hours’ description of forecast weather

Where to find our forecasts:

http://rava.qsens.net/themes/climate_template