8th ipwg and 5th iwssm joint workshop - general assembly,...

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El Niño IOD+ IOD+El Niño ARC PC and OND HadISST1 ARC PC and OND ECV_SM (CCI Soil Moisture) 8 th IPWG and 5 th IWSSM Joint Workshop - General Assembly, Bologna - Italy, 3 – 7 October 2016 An Observational Study of the Variability of East African Rainfall linked to Sea Surface Temperatures and Soil Moisture. C. Wenhaji Ndomeni 1 , E. Cattani 1 , A. Merino 2 , and V. Levizzani 1 1 National Council of Research of Italy, Institute of Atmospheric Sciences and Climate (CNR-ISAC), Bologna, Italy 2 Dept. of Applied Physics, University of León, León, Spain Acknowledgment : This study has received funding by the European Union’s Seventh Programme for research, technological development and demonstration under grant agreement no. 603608 (eartH2Observe). At the high frequency time scale (EOF1), EA rainfall is affected by Pacific and Indian Ocean SSTs, as shown by the correlation between rainfall and the SST. A positive correlation is also observed between rainfall and OND SM. At the lower frequency time scale (EOF2 dipole mode), EA rainfall variability seems to be linked to the North Atlantic Ocean SSTs. However, this link is not apparent when SST data are detrended (not shown), suggesting a potential connection of the dipole mode to global warming (Schreck and Semazzi, 2004). Precipitation anomalies (mm/day) Soil Moisture anomalies (m 3 m -3 ) Basin-wide positive SST anomalies in the Indian Ocean - Weak westward wind anomalies during El Niño. Cold (warm) eastern (western) IO, warmer western IO enhances atmospheric convection – Strong easterlies along the equator during IOD+ Same configuration of the SST and wind, enhanced by the simultaneous presence of the two phenomena In this work, Empirical Orthogonal Function (EOF) analysis of East Africa (EA, 5S-20N, 28E- 52E) daily accumulated satellite rainfall (African Rainfall Climatology version 2, ARC v2 at 0.25 spatial resolution) is applied to extract the dominant spatial and temporal patterns of variability during the short rain season (October-November-December, OND). Additionally, the connections among EA’s precipitation, sea surface temperature (HadISST1-SST), soil moisture (ECV-SM), and wind (NCEP-NCAR) are investigated (through correlation and composite analysis) to disentangle the different factors influencing rainfall variability over the region. In general, there is a strong positive correlation between EA short rains and the positive phase of the Indian Ocean Dipole (IOD+) with enhanced rainfall response in the years of joint IOD+ and El Niño events, specifically during the years of Eastern Pacific El Niño episodes. The physical mechanism explaining the IOD+ link to EA rainfall consists of a Gill-type response to warm Western IO SST anomalies that induces a westerly low-level flow anomaly over equatorial Africa and leads to moisture convergence over EA (Bahaga et al. 2014). Rainfall’s response is opposite during the negative phase of the events (IOD- and La Niña). SM seems to be responding locally to rainfall variability with some time delay but seems also to be playing a kind of memory effect on rainfall the following year (positive feedback). Niño3.4 index: SST average over the Pacific Ocean (5S-5N; 120W-170W). IOD index: difference between SST anomalies in the western (10S-10N; 50E-70E) and eastern (10S-Eq; 90E-110E) equatorial Indian Ocean. EA rainfall index and SM: spatial average over EA of rainfall and SM. Events Definition Years El Niño Nino3.4 and IOD ~ 1 STD 1987, 1991, 2002, 2004, 2009 IOD+ IOD >> Nino3.4 1994, 2006 IOD- IOD << Nino3.4 1996 La Niña Nino3.4 << IOD 1988, 1999, 2007 IOD+El Niño Nino3.4 & IOD 2 1997 IOD-La Niña Nino3.4 & IOD < 0 & (Nino3.4 –IOD) - 1 STD 1998 wind vectors anomalies are in m s -1 Soil Moisture seems to showing a similar response to that of EA short rain. 2. Empirical Orthogonal Function Analysis High frequency variability associated with El Niño, Indian Ocean Dipole (IOD), and SM EA precipitation decadal variability mostly linked to SST variability in the North Atlantic Ocean Dipole mode Positive loadings throughout the EA except for Sudan 3. Correlation Analysis 5. Composite Analysis 4. Choice of Years of Events 1. Summary Joint IOD+ and El Niño events show a reinforced response similar to pure IOD+, with some contribution from the pure El Niño. Pure IOD events have a strong influence on the variability of short rains. EA receives above (below) normal rainfall during IOD+ (IOD-) events. For pure El Niño events, there is a tendency towards reduced rainfall over EA, even if some areas with positive rainfall anomalies are present. El Niño IOD+ IOD+El Niño La Niña IOD- IOD-La Niña El Niño IOD+ IOD+El Niño La Niña IOD- IOD-La Niña SST anomalies (K) Iod’s definition follows Saji et Yamagata 2003 La Niña IOD- IOD-La Niña Understand the physical mechanisms associated with EA rainfall variability in terms of dynamics (Sea Surface Salinity during IOD, Grunseich et al.,2011) and local forcings such as soil moisture and evapotranspiration. Investigate the impact of the two flavors of IOD (Canonical and Modoki, Endo et Tozuka 2016) and ENSO types (eastern and central/Modoki Pacific, Zhang et al.,2015) on the EA rainfall. Quantify the effects of the different forcings on the EA rainfall using the state-of-the-art analysis technique named Coupled Manifold (Navarra and Tribbia 2005). 6. Outlook Opposite SST and Wind anomalies response during the negative phases of the events.

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Page 1: 8th IPWG and 5th IWSSM Joint Workshop - General Assembly, …ipwg/meetings/bologna-2016/Bologna2016... · 2016-10-10 · 8th IPWG and 5th IWSSM Joint Workshop - General Assembly,

El Niño IOD+ IOD+El Niño

ARC PC and OND HadISST1 ARC PC and OND ECV_SM (CCI Soil Moisture)

8th IPWG and 5th IWSSM Joint Workshop - General Assembly, Bologna - Italy, 3 – 7 October 2016

An Observational Study of the Variability of East African Rainfall linked to Sea Surface Temperatures and Soil Moisture.

C. Wenhaji Ndomeni1, E. Cattani1, A. Merino2 , and V. Levizzani1 1National Council of Research of Italy, Institute of Atmospheric Sciences and Climate (CNR-ISAC), Bologna, Italy

2Dept. of Applied Physics, University of León, León, Spain

Acknowledgment : This study has received funding by the European Union’s Seventh Programme for research, technological development and demonstration under grant agreement no. 603608 (eartH2Observe).

At the high frequency time scale (EOF1), EA rainfall is affected by Pacific and Indian Ocean SSTs, as shown by the correlation between rainfall and the SST. A positive correlation is also observed between rainfall and OND SM. At the lower frequency time scale (EOF2 dipole mode), EA rainfall variability seems to be linked to the North Atlantic Ocean SSTs. However, this link is not apparent when SST data are detrended (not shown), suggesting a potential connection of the dipole mode to global warming (Schreck and Semazzi, 2004).

Precipitation anomalies (mm/day)

Soil Moisture anomalies (m3 m-3)

Basin-wide positive SST anomalies in the Indian Ocean - Weak westward wind anomalies during El Niño.

Cold (warm) eastern (western) IO, warmer western IO enhances atmospheric convection – Strong easterlies along the equator during IOD+

Same configuration of the SST and wind, enhanced by the simultaneous presence of the two phenomena

In this work, Empirical Orthogonal Function (EOF) analysis of East Africa (EA, 5S-20N, 28E-52E) daily accumulated satellite rainfall (African Rainfall Climatology version 2, ARC v2 at 0.25 spatial resolution) is applied to extract the dominant spatial and temporal patterns of variability during the short rain season (October-November-December, OND). Additionally, the connections among EA’s precipitation, sea surface temperature (HadISST1-SST), soil moisture (ECV-SM), and wind (NCEP-NCAR) are investigated (through correlation and composite analysis) to disentangle the different factors influencing rainfall variability over the region. In general, there is a strong positive correlation between EA short rains and the positive phase of the Indian Ocean Dipole (IOD+) with enhanced rainfall response in the years of joint IOD+ and El Niño events, specifically during the years of Eastern Pacific El Niño episodes. The physical mechanism explaining the IOD+ link to EA rainfall consists of a Gill-type response to warm Western IO SST anomalies that induces a westerly low-level flow anomaly over equatorial Africa and leads to moisture convergence over EA (Bahaga et al. 2014). Rainfall’s response is opposite during the negative phase of the events (IOD- and La Niña). SM seems to be responding locally to rainfall variability with some time delay but seems also to be playing a kind of memory effect on rainfall the following year (positive feedback).

Niño3.4 index: SST average over the Pacific Ocean (5S-5N; 120W-170W). IOD index: difference between SST anomalies in the western (10S-10N; 50E-70E) and eastern (10S-Eq; 90E-110E) equatorial Indian Ocean. EA rainfall index and SM: spatial average over EA of rainfall and SM.

Events Definition Years

El Niño Nino3.4 and IOD ~ 1 STD

1987, 1991, 2002, 2004,

2009

IOD+ IOD >> Nino3.4 1994, 2006

IOD- IOD << Nino3.4 1996

La Niña Nino3.4 << IOD 1988, 1999, 2007

IOD+El Niño Nino3.4 & IOD ≥ 2 1997

IOD-La Niña

Nino3.4 & IOD < 0 & (Nino3.4 –IOD) ≤ -1 STD

1998

wind vectors anomalies are in m s-1

Soil Moisture seems to showing a similar response to that of EA short rain.

2. Empirical Orthogonal Function Analysis

High frequency variability associated with El Niño, Indian Ocean Dipole (IOD), and SM

EA precipitation decadal variability mostly linked to SST variability in

the North Atlantic Ocean

Dipole mode

Positive loadings throughout the EA

except for Sudan

3. Correlation Analysis

5. Composite Analysis

4. Choice of Years of Events 1. Summary

Joint IOD+ and El Niño events show a reinforced response similar to pure IOD+, with some contribution from the pure El Niño.

Pure IOD events have a strong influence on the variability of short rains. EA receives above (below) normal rainfall during IOD+ (IOD-) events.

For pure El Niño events, there is a tendency towards reduced rainfall over EA, even if some areas with positive rainfall anomalies are present.

El Niño IOD+ IOD+El Niño

La Niña IOD- IOD-La Niña

El Niño IOD+ IOD+El Niño

La Niña IOD- IOD-La Niña

SST anomalies (K)

Iod’s definition follows Saji et Yamagata 2003

La Niña IOD- IOD-La Niña

Understand the physical mechanisms associated with EA rainfall variability in terms of dynamics (Sea Surface Salinity during IOD, Grunseich et al.,2011) and local forcings such as soil moisture and evapotranspiration.

Investigate the impact of the two flavors of IOD (Canonical and Modoki, Endo et Tozuka 2016) and ENSO types

(eastern and central/Modoki Pacific, Zhang et al.,2015) on the EA rainfall. Quantify the effects of the different forcings on the EA rainfall using the state-of-the-art analysis technique named

Coupled Manifold (Navarra and Tribbia 2005).

6. Outlook

Opposite SST and Wind anomalies response during the negative phases of the events.