Title: Long-lasting locally coupled anomalies
 1Long-lasting locally coupled anomalies
EMC Seminar Thurs. 29 Jan 2004
M. Peña1, E. Kalnay1 and M. Cai2 1University of 
Maryland 2 Florida State University 
 2Content
- Phase relationship of anomalies (e.g., cyclonic 
over warm) and forcing direction.  - Preferential phase relationship of long-lasting 
Ocean-Atmos and Land-Atmos coupled anomalies.  - Consequences of assuming ocean-driving (AMIP) 
scenarios to the simulation and prediction of 
coupled anomalies. 
  3Definitions
- Anomaly departure from the annual cycle that 
exceeds a threshold. The threshold used is one 
fourth of the local standard deviation.  - Duration of an anomaly time interval that the 
variable continuously exceeded the threshold.  - Locally Coupled anomalies coincide spatially and 
temporally in the two media. 
  4Anomalies over the ocean
Zonally averaged number of anomalies
colors denote the number of cases 
 5Coupled anomalies
colors denote the number of cases 
 6Simplified Mo and Kalnay Dynamical Rule
Diagnosing the driving direction 
 7Driving direction
NCEP Reanalysis
Atmosphere-driving anomaly cases
Ocean-driving anomaly cases
Anomalies lasting at least 15 days
Atmosphere-driving cases dominate the 
extratropics! 
 8Driving direction
ECMWF Reanalysis (14 years)
Atmosphere-driving anomaly cases
Ocean-driving anomaly cases
Anomalies lasting at least 15 days 
 9Correlation SST and 850 hPa CV
Extratropics Atmos leads Ocean 
 10Leading mode of covariability
North Pacific
Slide 10
500 hPa height
SST
40ºN
Deser and Timlin 1997 
 11North Pacific Basin-wide modes of covariability
Slide 9
Atmos-driving Phase relationship 
 12Diagnostic rule
- The geographic distribution of the forcing 
direction obtained from the diagnostic rule is  - Independent on the reanalysis data set used 
 - Very similar in the daily, five-day average, and 
monthly data (no shown).  - Consistent with Lag-lead correlation technique 
 - Consistent with basin-wide modes of variability 
 - Knowing the simultaneous phase relationship in a 
given time we can estimate the local forcing 
direction. 
  13Normal and Abnormal ocean-atmos coupling
Normal Coupling
In the extratropics anomalies with cyclonic over 
cold and anticyclonic over warm relationship 
tend to last longer. In the tropics cyclonic 
over warm and anticyclonic over cold tend to 
last longer.
Abnormally coupled anomalies have shorter 
duration 
 14AMIP one-way interaction scheme
- Atmospheric GCM run with prescribed observed SST 
(AMIP runs) are usually assumed to be the upper 
limit for potential predictive skill (perfect 
SST).  - However, they assume (incorrectly) that the ocean 
always forces the atmosphere. 
  15AMIP simulation of anomalies
Ignoring the atmospheres feedback leads to
Number of cases of AMIP simulated minus Reanalysis
Fewer long-lasting simulated anomalies than 
observed in the extratropics
More long-lasting simulated anomalies in the 
tropics 
 16AMIP simulation of anomalies
Reanalysis minus AMIP cases
AMIP ignores these cases in the extratropics 
 17Normal coupling and AMIP run
- Atmosphere-driving in the extratropics and 
ocean-driving in the tropics constitute the 
normal coupling.  - There are abnormal coupled anomalies 
(atmosphere-driving in the tropics and 
ocean-driving in the extratropics), but they are 
invariably short-lived.  - As a result, in AMIP runs (where the ocean is 
always forcing the atmosphere) there are too many 
long lasting anomalies in the tropics, and too 
few in the extratropics 
  18Analysis of Medium Range Forecasts
- Skill of prediction of the 500hPa height. 
 - CDCs Reforecast data 
 - Daily 21-forecast runs with a frozen version of 
the NCEP MRF.  - Initialized with the Reanalysis data. 
 - SST anomalies at the initial time are kept 
constant through the run.  - Anomaly Correlation Forecast (ACF) measures how 
close the forecast pattern verifies with the 
observed pattern in a given region. 
  19Measuring Skill and Forcing direction
Days of Reliable Forecast Interval from the 
Integrations Initial Time to the time when ACF  
0.5
Fraction area of Ocean-driving phase 
relationship diagnosed (in the Reanalysis) prior 
to the Initial Time. 
 20MRF and Forcing direction
Northern Pacific 
 21500 hPa composites
Atmos-driving
Ocean-driving
H
L
L
H
L
H
  PNA pattern
 - PNA Pattern 
 22Skill of AMIP simulation
- Measure the error of simulating high amplitude 
anomalies wrt reanalysis in the monthly data.  - Coupling index, CI 
 -  CI -1 if all the grid-points in a given area 
 experience atmosphere-driving  -  CI1 if all the grid-points experience 
 ocean-driving 
  23Skill of AMIP simulation
AMIP error
In the extratropics, errors in AMIP are larger in 
atmosphere-driving situations In the tropics, 
errors are larger in ocean-driving 
 24Skill of AMIP simulation
Cross-correlation CI and simulation error
Regions where atmosphere-driving situations 
hurt the skill of simulation 
 25Skill and forcing direction in Northern Pacific
- When atmosphere-driving situations dominate 
 -  ? decrease in skill of simulation/prediction of 
AMIP-like models.  -  ? increase in skill of persistence forecast 
 - The opposite happens when the ocean-driving 
situations dominate.  - Predominant atmosphere-driving or 
ocean-driving situations resemble a negative or 
positive PNA pattern, suggesting local 
extratropical coupling is an important root of 
the PNA. 
  26Land-Atmosphere coupling
Distribution of 15-days or longer-lasting 
anomalies
Long lasting anomalies have a preferential local 
phase relationship between vorticity and surface 
temperature 
 27Local phase relationship and Soil Moisture
Relationship Low-level circulation-Skin 
Temperature
Soil Moisture 
 28Cross-correlation 850hPa CV and ST
Monthly
Daily 
 29Energy- and moisture-limited regions
Considering the ST-Precipitation feedback The 
vegetative and wet region of the SE US requires 
large amounts of energy to induce significant 
changes in ST. The very dry region of the SW US 
requires large amounts of moisture to produce 
changes in the precipitation regime. 
 30Regional differences over the U.S. 
 31Land-Atmosphere coupling
- There is a preferential phase relationship of 
long-lasting anomalies over the continents.  - Over the very wet and very dry regions, the 
normal coupling is characterized by cyclonic 
over cold anticyclonic over warm.  - Over regions to the east of high range mountains, 
such as the Rockies, the normal coupling is 
cyclonic over warm and anticyclonic over cold. 
  32Thanks !