Climate System Monitoring

Similar documents
Introduction of climate monitoring and analysis products for one-month forecast

Climate System Monitoring

Introduction of products for Climate System Monitoring

Characteristics of Storm Tracks in JMA s Seasonal Forecast Model

Fig Operational climatological regions and locations of stations

Introduction of Seasonal Forecast Guidance. TCC Training Seminar on Seasonal Prediction Products November 2013

The feature of atmospheric circulation in the extremely warm winter 2006/2007

ENSO Outlook by JMA. Hiroyuki Sugimoto. El Niño Monitoring and Prediction Group Climate Prediction Division Japan Meteorological Agency

ENSO, AO, and climate in Japan. 15 November 2016 Yoshinori Oikawa, Tokyo Climate Center, Japan Meteorological Agency

Atmospheric circulation analysis for seasonal forecasting

Interpretation of Outputs from Numerical Prediction System

KUALA LUMPUR MONSOON ACTIVITY CENT

No. 20 Spring El Niño Outlook (April October 2010) 1. Contents. (a) (a) (b) (b) Tokyo Climate Center 1 No. 20 Spring 2010

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 23 April 2012

7 December 2016 Tokyo Climate Center, Japan Meteorological Agency

Primary Factors Contributing to Japan's Extremely Hot Summer of 2010

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 5 August 2013

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 15 July 2013

No. 22 Autumn El Niño Outlook (October 2010 April 2011) 1. Contents. (a) (a) (b) (b) El Niño Outlook (October 2010 April 2011)

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 24 September 2012

UPDATE OF REGIONAL WEATHER AND SMOKE HAZE (December 2017)

2015/16 Winter Monsoon in East Asia

Global Ocean Monitoring: Recent Evolution, Current Status, and Predictions

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 11 November 2013

P2.11 DOES THE ANTARCTIC OSCILLATION MODULATE TROPICAL CYCLONE ACTIVITY IN THE NORTHWESTERN PACIFIC

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP 25 February 2013

Verification of the Seasonal Forecast for the 2005/06 Winter

Seasonal Climate Outlook for South Asia (June to September) Issued in May 2014

Vertical heating rate profiles associated with MJO in JRA-25

ENSO: Recent Evolution, Current Status and Predictions. Update prepared by: Climate Prediction Center / NCEP 9 November 2015

Seasonal Forecast (One-month Forecast)

JMA s Seasonal Prediction of South Asian Climate for Summer 2018

Winter Forecast for GPC Tokyo. Shotaro TANAKA Tokyo Climate Center (TCC) Japan Meteorological Agency (JMA)

El Niño, South American Monsoon, and Atlantic Niño links as detected by a. TOPEX/Jason Observations

Lecture 8: Natural Climate Variability

Thai Meteorological Department, Ministry of Digital Economy and Society

Introduction to Climate ~ Part I ~

UPDATE OF REGIONAL WEATHER AND SMOKE HAZE (February 2018)

TROPICAL-EXTRATROPICAL INTERACTIONS

General Circulation. Nili Harnik DEES, Lamont-Doherty Earth Observatory

The Abnormal Indian Summer Monsoon of 2002: JRA25 Reanalysis

Delayed Response of the Extratropical Northern Atmosphere to ENSO: A Revisit *

Chapter 1 Climate in 2016

ENSO: Recent Evolution, Current Status and Predictions. Update prepared by: Climate Prediction Center / NCEP 30 October 2017

Charles Jones ICESS University of California, Santa Barbara CA Outline

June 1989 T. Nitta and S. Yamada 375. Recent Warming of Tropical Sea Surface Temperature and Its. Relationship to the Northern Hemisphere Circulation

Example of the one month forecast

UPDATE OF REGIONAL WEATHER AND SMOKE HAZE (September 2017)

The spatio-temporal characteristics of total rainfall during September in South Korea according to the variation of ENSO

Impact of Eurasian spring snow decrement on East Asian summer precipitation

Summary of 2005/2006 La Niña Event

The Australian Summer Monsoon

Impacts of Recent El Niño Modoki on Extreme Climate Conditions In East Asia and the United States during Boreal Summer

TCC Training Seminar on 17 th Nov 2015 JMA s Ensemble Prediction Systems (EPSs) and their Products for Climate Forecast.

Lecture 8. Monsoons and the seasonal variation of tropical circulation and rainfall

UPDATE OF REGIONAL WEATHER AND SMOKE HAZE (May 2017)

SE Atlantic SST variability and southern African climate

Global Atmospheric Circulation

Reversal of Arctic Oscillation pattern and its relation to extreme hot summer in Japan in 2010

1. Introduction. 2. Verification of the 2010 forecasts. Research Brief 2011/ February 2011

The Planetary Circulation System

Tropical Meteorology. Roger K. Smith INDO IR

TCC News 1 No. 32 Spring 2013

The ENSO s Effect on Eastern China Rainfall in the Following Early Summer

Climate Outlook for March August 2018

Products of the JMA Ensemble Prediction System for One-month Forecast

ENSO Cycle: Recent Evolution, Current Status and Predictions. Update prepared by Climate Prediction Center / NCEP July 26, 2004

Introduction to tropical meteorology and deep convection

The Influence of Intraseasonal Variations on Medium- to Extended-Range Weather Forecasts over South America

lecture 10 El Niño and the Southern Oscillation (ENSO) Part I sea surface height anomalies as measured by satellite altimetry

Global Climate Patterns and Their Impacts on North American Weather

East-west SST contrast over the tropical oceans and the post El Niño western North Pacific summer monsoon

Possible Roles of Atlantic Circulations on the Weakening Indian Monsoon Rainfall ENSO Relationship

Tokyo Climate Center Website (TCC website) and its products -For monitoring the world climate and ocean-

Winds and Global Circulation

EVALUATION OF BROAD SCALE VERTICAL CIRCULATION AND THERMAL INDICES IN RELATION TO THE ONSET OF INDIAN SUMMER MONSOON

Anticorrelated intensity change of the quasi-biweekly and day oscillations over the South China Sea

Climate Outlook for October 2017 March 2018

What is the Madden-Julian Oscillation (MJO)?

Unseasonable weather conditions in Japan in August 2014

TCC News 1 No. 52 Spring 2018

Ocean-Atmosphere Interactions and El Niño Lisa Goddard

Lecture 5: Atmospheric General Circulation and Climate

Analysis of Fall Transition Season (Sept-Early Dec) Why has the weather been so violent?

Vertical Moist Thermodynamic Structure of the MJO in AIRS Observations: An Update and A Comparison to ECMWF Interim Reanalysis

Climate modeling: 1) Why? 2) How? 3) What?

P2.18 Recent trend of Hadley and Walker circulation shown in water vapor transport potential

The Formation of Precipitation Anomaly Patterns during the Developing and Decaying Phases of ENSO

Special blog on winter 2016/2017 retrospective can be found here -

ENSO and April SAT in MSA. This link is critical for our regression analysis where ENSO and

El Niño: How it works, how we observe it. William Kessler and the TAO group NOAA / Pacific Marine Environmental Laboratory

NOTES AND CORRESPONDENCE. El Niño Southern Oscillation and North Atlantic Oscillation Control of Climate in Puerto Rico

SUPPLEMENTARY INFORMATION

Moist static energy budget diagnostics for. monsoon research. H. Annamalai

Wind: Global Systems Chapter 10

Examination of Tropical Cyclogenesis using the High Temporal and Spatial Resolution JRA-25 Dataset

Impacts of modes of climate variability, monsoons, ENSO, annular modes

TCC News 1 No. 30 Autumn 2012

Characteristics of Global Precipitable Water Revealed by COSMIC Measurements

Global Structure of the El Nino/Southern Oscillation Part II. Time Evolution

Transcription:

Climate System Monitoring Climate Prediction Division of JMA iroshi asegawa (h_hasegawa@met.kishou.go.jp) 1

Contents What is the climate system? Purpose of climate system monitoring View points for monitoring and analysis Data sets for climate system monitoring Observational phenomena Seasonal march (annual cycle) of normal condition Anomalies from normal condition Products ENSO (inter-annual variation) MJO (intra-seasonal variation) 2

What is the climate system? Climate: The synthesis of the weather The statistical collection of weather conditions during a specified interval of time. Several decades normal condition Climate system consists of some subsystems, which are atmosphere, ocean, land, biosphere and so on. In our climate monitoring section, atmospheric general circulation and boundary condition (SST, sea-ice, snow cover, etc.) are monitored. Time scale: seasonal, monthly, 5-days averaged field (mainly) to monitor large scale phenomena. Components of climate system IPCC (2007) 3

Purpose of climate system monitoring World wide providing the diagnosis information on the climate system as background of extreme climate events (To understand current condition of the climate system) Utilizing the information for long range weather forecast (To understand what atmospheric condition or boundary condition in current status influence in the future climate) 4

View points of monitoring and analysis Difference from normal condition (climatological mean) Seasonal march (annual cycle) Variations (MJO, ENSO, etc.) Influence of the tropics on the extra-tropics Ocean-atmosphere interaction http://www.cdc.noaa.gov/ 5

Data for climate system monitoring Atmospheric Circulation: Objective analysis data produced by JMA and CRIEPI (JRA- 25/JCDAS (Onogi, et. al., 2007)) Tropical Convection: Outgoing Longwave Radiation (OLR) from NOAA Sea Surface Temperature (SST): Analysis data produced in JMA (COBE-SST (Ishii, et. al., 2005)) Snow Cover and Sea Ice: Observations with SSM/I onboard the DMSP polar orbiting satellites from NOAA 6

Contents What is the climate system? Purpose of climate system monitoring View points for monitoring and analysis Data sets for climate system monitoring Observational phenomena Seasonal march (annual cycle) of normal condition Anomalies from normal condition Products ENSO (inter-annual variation) MJO (intra-seasonal variation) 7

Sea Surface Temperature (SST) Feb. Aug. Monthly mean SST (1971 2000 mean) Purple line indicates 28ºC isotherm. (ºC) In general, SST decreases from west to east over the Pacific, and from east to west over the Indian Ocean. Once ENSO event occurs, these distributions are changed basin-wide. 8

Tropical convection Outgoing Longwave Radiation (OLR) Jan. Jul. InterTropical Convergence Zone (ITCZ) Monthly mean OLR (1979 2004 mean) (W/m 2 ) South Pacific Convergence Zone (SPCZ) In the tropics, lower OLR indicates active convection (convective cumulus). In the high latitude zone, OLR indicates only cooler region. Major active convection area: equatorial Africa, around Maritime Continent, South America 9

OLR Precipitation Jan. Monthly mean OLR (1979 2004 mean) (W/m 2 ) Monthly mean Precipitation amount (1971 2000 mean) Jan. In the tropics, OLR generally corresponds to the precipitation amount. (mm/month) 10

200-hPa Velocity potential Velocity potential is related with large scale divergent wind. Lower Velocity potential corresponds to active convection (JMA definition). Divergent wind blow from lower Velocity potential area to higher Velocity potential area across contour. Jan. Jul. C D D D C C D D (W/m 2 ) Monthly mean 200-hPa Velocity potential (contours, 10 6 m 2 /s), OLR (shadings, W/m 2 ) and 200-hPa divergent wind (vectors, m/s) (1979 2004 mean) 11

Tropical convection & Walker circulation Walker circulation: Vertical-Zonal circulation along the equator Ascending motion is found over the western Pacific, and descending motion over the eastern Pacific. In El Niño event, active convection area shifts eastward and Walker circulation is weakened while it is strengthened in La Niña event. Active convection Westerly wind Easterly wind Upper troposphere Lower troposphere Warm Cold Western Pacific Eastern Pacific Schematic illustration of Walker circulation 12

Tropical convection & adley circulation adley circulation: Vertical-Meridional circulation Ascending near the equator and descending in the subtropics (around 30ºN(S)) adley cells shift north- and southward in association with seasonal march. hpa Descending contribute to formation of Subtropical igh and Trade Wind. North ( 10 10 kg/s) South Annual mean mass stream function (zonal mean) 13

Stream function (Jan.) Stream function gradient corresponds to wind speed. Wind blows parallel to Stream function seeing larger value on the right side. Jan./850 hpa L L Subtropical Jet Jan./200 hpa Walker Circulation Monthly mean 850- (top) & 200- (bottom) hpa Stream function (contours, 10 6 m 2 /s), OLR (shadings, W/m 2 ) and wind (vectors, m/s) (1979 2004 mean) 14

Stream function (Jul.) In boreal summer, Asian summer monsoon circulations are developed. Tibetan igh is formed associated with strongly heated Tibetan Plateau. Somali Jet & Monsoon Westerly Jul./850 hpa L L Tibetan igh Jul./200 hpa Monsoon Trough Monthly mean 850- (top) & 200- (bottom) hpa Stream function (contours, 10 6 m 2 /s), OLR (shadings, W/m 2 ) and wind (vectors, m/s) (1979 2004 mean) 15

Asian summer monsoon Asian summer monsoon is a large scale motion with moisture transport from Southern emisphere to South and East Asia. Jul./925 hpa L Convergence of water vapor Moisture leads to active convection and latent heat release. eating in turn drives the monsoon circulation. ( 10-8 kg/kg/s) Monthly mean 925-hPa Stream function (contours, 10 6 m 2 /s), divergence of Water vapor flux (shadings, 10-8 kg/kg/s) and Water vapor flux (vectors, m/s*kg/kg) (1979 2004 mean) Gray shadings show topography ( 1500 m). 16

Seasonal march of Asian summer monsoon Onset: mid-may over Indochina Peninsula Withdrawal: mid-october Mature phase: July August Monsoon has an active-break cycle (not observed in normal condition). Monsoon brings rainy season also in East Asia (ex. Bai-u in Japan). September October August April June May July 850 hpa 200 hpa LL LL L LL L L (W/m2) (W/m2) Monthly mean 850- (left) & 200- (right) hpa Stream function (contours, 106m2/s), OLR (shadings, W/m2) and wind (vectors, m/s) (1979 2004 mean) 17

Asian winter monsoon In boreal winter, Siberian igh and Aleutian Low are developed. North-westerlies to East Asia, North-easterlies to South Asia Siberian igh L Sometimes, north-easterlies bring Cold Surge over South Asia. Aleutian Low enhanced convection and cold weather 8 12 Jan. 2009 Jan. (ºC) Monthly mean surface 2 m temperature (shadings, ºC), Sea Level Pressure (contours, hpa) and surface 10 m wind (vectors, m/s) (1979 2004 mean) Shadings: OLR anomalies (W/m 2 ) 18

Contents What is the climate system? Purpose of climate system monitoring View points for monitoring and analysis Data sets for climate system monitoring Observational phenomena Seasonal march (annual cycle) of normal condition Anomalies from normal condition Products ENSO (inter-annual variation) MJO (intra-seasonal variation) 19

El Niño Southern Oscillation (ENSO) In El Niño event, SST rise over from the central to east Pacific around equator. Active convection area shifts eastward from normal position. JMA monitors NINO.3, NINO.WEST and IOBW (Indian Ocean) region. The eastern, the western Pacific and Indian Ocean have the variations linked with each other. Monitoring region Walker circulation weak Walker circulation Warm Cold Warm Cold Western Pacific Normal (or La Niña) Eastern Pacific Western Pacific El Niño Eastern Pacific 20

Atmospheric features in El Niño ENSO influence is most clear in boreal winter. Statistical tendencies in the past ENSO events Composite Map SST OLR Psi850 enhanced convection Tropical circulation anomalies are response to the anomalous convection. Psi200 L suppressed convection (%) (%) L L L Composite maps in El Niño phase (Dec. Feb.) Contours: anomaly, Shadings: statistical significant region, Statistical period: 1979 2009, NINO.3 +0.5ºC. (%) (%) 21

Influence on world weather ENSO influences the world weather not only in the tropics but also in the extra-tropics (mid- & high-latitude zone). Climate tendencies in El Niño phase (Dec. Feb.) Gray shadings: no enough data, Statistical period: 1979 2009, NINO.3 +0.5ºC. 22

El Niño event (Jun. 2009 ~) El Niño condition has continued since boreal summer. Negative SST anomalies are not observed over the western Pacific. Positive SST anomalies prevail over the tropics. NINO.3 +0.7ºC SOI NINO.WEST 3-month mean SST anomalies (Jun. Aug. 2009) IOBW IOBW NINO.WEST NINO.3 Time series of monitoring Indices Darwin Tahiti (ºC) 23

Contents What is the climate system? Purpose of climate system monitoring View points for monitoring and analysis Data sets for climate system monitoring Observational phenomena Seasonal march (annual cycle) of normal condition Anomalies from normal condition Products ENSO (inter-annual variation) MJO (intra-seasonal variation) 24

Madden-Julian Oscillation (MJO) MJO is intra-seasonal variation found by Madden and Julian in 1971. Large scale anomalous rainfall patterns propagate eastward over the equator for the period 30 60 days. 1 5 Apr. 2009 6 10 Apr. 2009 11 15 Apr. 2009 Large scale divergent anomalies in the upper troposphere also propagate eastward. 16 20 Apr. 2009 21 25 Apr. 2009 5-day mean OLR anomalies (shadings) and 200-hPa velocity potential anomalies (contours) in April 2009 (W/m 2 ) 26 30 Apr. 2009 25

Madden-Julian Oscillation (MJO) As active phase of MJO propagates eastward, atmospheric circulation is modulated. MJO tends to be clear from Indian Ocean to the western Pacific. Westerly burst is modulated sometimes. Trigger for El Niño? Westerly burst Idealized depiction of simple pressure wave in the Canton time series Madden and Julian (1972) Schematic depiction of MJO Madden and Julian (1972) Canton Island 26

MJO Monitoring ovmellör diagram Time-longitude cross section Chi200 1 5 Apr. 2009 6 10 Apr. 2009 11 15 Apr. 2009 U850 16 20 Apr. 2009 21 25 Apr. 2009 Time-longitude cross section of 200-hPa velocity potential (top) and 850-hPa zonal wind (bottom) anomalies (5ºS 5ºN) (W/m 2 ) 26 30 Apr. 2009 27

MJO Monitoring Wheeler and endon (2004) developed MJO index: Real time Multivariate MJO series (RMM1, RMM2) RMM1 and RMM2 are the pair of EOF time series of the MJO components of 850-hPa, 200-hPa zonal wind and OLR (near the equator). ow to calculate RMMs? 1. Extract the MJO components by subtracting ENSO, seasonal and interannual variability. 2. Operate Multivariate EOF analysis to the MJO components. 3. Project the daily observed data onto the multivariate EOFs, with the each variability removed. yields RMM1 and RMM2 Multivariate EOFs (eigen vector) 28

MJO Monitoring 4. Plot the RMM1 and RMM2 on the phase space. Phase Monitor 1 5 Apr. 2009 6 10 Apr. 2009 30 Apr. 2009 Amplitude of the MJO 11 15 Apr. 2009 16 20 Apr. 2009 1 Apr. 2009 Phase of the MJO 21 25 Apr. 2009 26 30 Apr. 2009 MJO phase monitor Blue: Mar. 2009, Red: Apr. 2009 (W/m 2 ) 29

Contents What is the climate system? Purpose of climate system monitoring View points for monitoring and analysis Data sets for climate system monitoring Observational phenomena Seasonal march (annual cycle) of normal condition Anomalies from normal condition Products ENSO (inter-annual variation) MJO (intra-seasonal variation) 30

Products Online Products: can get each information in Tokyo Climate Center (TCC) web site. http://ds.data.jma.go.jp/tcc/tcc/index.html Climate System Monitoring Report on Climate System Asian Monsoon Monitoring MJO Monitoring Statistical Research etc. El Niño Monitoring Offline Products: CD (DVD) ROM and book Annual Report on Climate System Data Report on Climate System 31

Thank you! 32

Teleconnection Teleconnection: correlation between the flows at remote locations Major patterns (through propagation of Rossby wave) Wavetrains pattern: alternating ±anomalies along a great circle passing (ex. Pacific/North American (PNA) pattern) Dipole pattern: meridional oscillation (ex. Arctic Oscillation (AO)) Sometimes indicate connections between the tropical and mid-latitude low frequency transients. Response to heat source in the tropics Rossby wave propagation eat source (positive SST anomalies and active convections) results in divergent wind in the upper troposphere. The divergent wind forms anti-cyclone pair and excites Rossby wave. Example of wavetrains excited by the tropical heat source (upper troposphere) Trenberth and Branstator (1998) 33

Teleconnection Pacific/North American (PNA) pattern One of the most prominent Teleconnection in the Northern emisphere. Influences the jet streams and the blocking activities over North Pacific and North American regions. Response to the tropical Pacific SST and convections PNA-index = 0.25 { Z * (20N,160W) Z * (45N,165W) + Z * (55N,115W) Z * (30N,85W)} Z * : 500-hPa height anomaly (Wallace and Gutzler, 1981) L L Regression (contours, m) and correlation (shadings) of 500-hPa height anomalies for PNA-index (boreal winter) Positive PNA Dec. Feb. 34

Teleconnection Arctic Oscillation (AO) AO appears as the 1 st EOF mode of SLP in the Northern emisphere. Featured by negative anomalies in high-latitude and positive ones in mid-latitude (positive AO). Equivalent barotropic structure (annular mode) AntArctic Oscillation (AAO) in the Southern emisphere L Positive AO Dec. Feb. (hpa) 1 st EOF mode of SLP anomalies (hpa) poleward of 20ºN in boreal winter 35

Asian summer monsoon 2009 Monsoon activities 2009 were suppressed throughout the season except in the West North Pacific Monsoon (WNPM) region. Monsoon onset delayed over India. The variation of about 30-day period dominated the WNPM region. A A B B Jun. Sep. mean OLR (contours, W/m 2 ) and its anomaly (shadings) (W/m 2 ) (W/m 2 ) Latitude-time cross section of 5-day mean OLR 36

Asian summer monsoon 2009 Monsoon trough was stronger than normal. Though the monsoon circulation was stronger than normal over the eastern Indian Ocean, its influence on India was weak. The Tibetan igh shifted southward from Arabian Peninsula to India. Corresponding to the suppressed convections over India Detailed report can be read in TCC News No.18. Jun. Sep. mean 850-hPa Stream function Jun. Sep. mean 200-hPa Stream function (contours, 10 6 m 2 /s) and its anomaly (shadings) (contours, 10 6 m 2 /s) and its anomaly (shadings) URL: http://ds.data.jma.go.jp/tcc/tcc/news/tccnews18.pdf 37

elmholtz s theorem Velocity is decomposed into a rotational part and a divergent part. v u y, v v < Rotational wind > v x Ψ: Stream function Rotational wind Rotational wind blows parallel to Stream function. Ψ 1 Ψ 2 Ψ 1 < Ψ 2 < Divergent wind > u v x, y χ: Velocity potential Divergent wind χ 1 χ 2 χ 1 > χ 2 Divergent wind blows at right angle to Velocity potential. 38

Critical level of Asian summer monsoon Jul./200 hpa Jul. Easterly Jul./850 hpa Westerly Monthly mean 850- (top) & 200- (bottom) hpa Stream function (contours, 10 6 m 2 /s), OLR (shadings, W/m 2 ) and wind (vectors, m/s) (1979 2004 mean) North Latitude-height cross section of Monthly mean zonal wind (m/s) (60ºE 90ºE mean) (1979 2004 mean) South 39

References Ishii, M., A. Shouji, S. Sugimoto and T. Matsumoto, 2005: Objective Analyses of Sea-Surface Temperature and Marine Meteorological Variables for the 20th Century using ICOADS and the Kobe Collection. Int. J. Climatol., 25, 865 879. Madden, R. A. and P. R. Julian, 1972: Description of global scale circulation cells in the tropics with a 40 50 day period. J. Atmos. Sci., 29, 1109 1123. Onogi, K., J. Tsutsui,. Koide, M. Sakamoto, S. Kobayashi,. atsushika, T. Matsumoto, N. Yamazaki,. Kamahori, K. Takahashi, S. Kadokura, K. Wada, K. Kato, R. Oyama, T. Ose, N. Mannoji and R. Taira, 2007: The JRA-25 Reanalysis. J. Meteor. Soc. Japan, 85, 369 432. Trenberth, K.E. et. al., 1998: Progress during TOGA in understanding and modeling global teleconnections associated with tropical sea surface temperatures. J. Geophys. Res., 103, 14291 14324. Wallace, J. M., and D. S. Gutzler, 1981: Teleconnections in the Geopotential eight Field during the Northern emisphere Winter. Mon. Wea. Rev., 109, 784 812. Wheeler, M., and. endon, 2004: An All-Season Real-Time Multivariate MJO Index: Development of an Index for Monitoring and Prediction. Mon. Wea. Rev., 132, 197 1932. 40