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Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan Tony Barnston, IRI, New York, US

Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

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Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan. Tony Barnston, IRI, New York, US. Possible sources of seasonal climate predictability: 1. Tropical sea surface temperature (SST) anomalies such as El Nino and La Nina, or tropical Atlantic or - PowerPoint PPT Presentation

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Page 1: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Assessing Predictability of Seasonal Precipitation for May-June-July

in Kazakhstan

Tony Barnston, IRI, New York, US

Page 2: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Possible sources of seasonal climate predictability:

1. Tropical sea surface temperature (SST) anomalies such as El Nino and La Nina, or tropical Atlantic or Indian Ocean SST anomalies

2. Land surface anomalies (up to 1-2 months influence)

3. Persistent extratropical atmospheric circulation anomalies, such as the Arctic Oscillation

Page 3: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

El Nino

ENSO-based Teleconnections: May-Jun-Jul El Nino

Probability of above normal precipitation

(uses CRU precipitation)

Page 4: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

La Nina

ENSO-based Teleconnections: May-Jun-Jul La Nina

Probability of above normal precipitation

(uses CRU precipitation)

Page 5: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan
Page 6: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan
Page 7: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Seasonal precipitation forecastsfor May-June-July

for northern Kazakhstan

Page 8: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Using field of 500 hPa height as predictorof Kazakhstan rainfall in May-Jun-Jul

Lagged in time:

March-April 500 hPa is used to predict

May-Jun-Jul rainfall

Page 9: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

x Distribution of Skill using Mar-Apr 500 hPa ht

Correlation of precip atpoint X with predictor 500 hPa ht

Using earlier (Mar-Apr) 500 hPa height as predictor for MJJ rain

Cross-validation: 5 years held out, middle one predicted

skill

Page 10: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Using observed tropical SST field as predictorof Kazakhstan rainfall in May-Jun-Jul

Lagged in time:

March-April SST is used to predict

May-Jun-Jul rainfall

Page 11: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Using earlier March SST as predictor

March SST Time Series MJJ Kaz precip

March SST Time Series MJJ Kaz precip

Mode 1 Mode 1

Mode 2 Mode 2

Page 12: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

x Distribution of skill using March tropical SST

Cross-validation: 5 years held out, middle one predicted

skillMay-Jun-Jul

Page 13: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Current dynamical model climate predictionsfor May-June-July 2014

Page 14: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

North American national multi-model ensemble forecastFor May-Jun-Jul 2014 rainfall

x

Page 15: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

North American National Multi-model Ensemble Anomaly CorrelationPrecipitation May-June-July

x

skill

Page 16: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

European national multi-model ensemble forecastFor May-Jun-Jul 2014 rainfall

x

Page 17: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

North American national multi-model ensemble forecastFor May-Jun-Jul 2014 temperature

x

Page 18: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

North American Multi-model Ensemble Anomaly CorrelationTemperature May-June-July

x

skill

Page 19: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

European national multi-model ensemble forecastFor May-Jun-Jul 2014 temperature

x

Page 20: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Precipitation Skill IRI Forecasts 1998-2013 May-June-July 0.5-month lead

Heidke hit skill score

x

Page 21: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Using autocorrelations of precipitation

In the 3 states in northern part of Kazakhstan,autocorrelations for precipitation are generallyweak. However, autocorrelations of

July Augustare at least 0.3, and >0.4 at some stations.

Lag correlations of temperature precipitationare very weak during the growing season.

Page 22: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Global warming trend gives opportunity for some skill in seasonal temperature predictions:

With base period in the past, positive temperature anomalies are often a correct forecast.

Page 23: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Time series of monthly anomaly of maximum temperature at station 28698 (Omsk, Russia)

warming?

Page 24: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

Warming trend is evident near Northern Kazakhstan

Time series of annual anomaly of maximum temperature at station 28698 (Omsk, Russia)

Page 25: Assessing Predictability of Seasonal Precipitation for May-June-July in Kazakhstan

ConclusionsTropical SST anomalies during months earlier thanMay-June-July have almost no relationship with rainfallor temperature in northern Kazakhstan in May-June-July.

Upper air geopotential height (500 hPa) in preceding months is related only weakly to Kazakhstan precipitation and temperature in May-June-July. A connection with the Arctic Oscillation is weak.

Autocorrelation statistics for precipitation in northernKazakhstan show some July-to-August anomaly persistence.

Dynamical model predictions for Kazakstan show very slight skill for May-June-July precipitation. Fortemperature, skill is present due to warming trends. Anupward temperature trend exists in observations fornorthern Kazakhstan for the May-June-July season.