Exploring the Relationship Between North Atlantic and Global Temperature Anomalies Using Bivariate and Time Series Analysis EAS 4480 Ryan Schilling.

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Presentation transcript:

Exploring the Relationship Between North Atlantic and Global Temperature Anomalies Using Bivariate and Time Series Analysis EAS 4480 Ryan Schilling

The Problem North Atlantic waters play a crucial role in Ocean Circulation. Cold, Salty water in the North Atlantic sinks driving formation of deep waters. Determining the impact of climate change in these waters is important for determining future climate

The Data North Tropical Atlantic SST Index ▫Anomaly index using running mean, and long term averages. Global Mean Land/Ocean Index ▫Anomaly index using similar techniques to NTA North Atlantic Oscillation Index ▫Index calculated from mean sea level pressure in three locations in the North Atlantic

Concerns With Data North Atlantic Temperature Anomalies Contribute to Global Anomalies ▫Trends may simply be an artifact of how indices are calculated Historical Values Not Permanent ▫By using a running mean to calculate anomaly, all data is affected by future measurements Reasons to Continue Using Data Area for NTA much smaller than Global Data ▫Analysis aimed at finding much stronger correlations. Long Time Scale of Data With Hundreds of Values ▫Values only changing slightly with time

Techniques Least Squares Regression Removed Major Axis Correlation Coefficient Bootstrap of LS correlation PSD analysis

Linear Least Squares Regression Bootstrap Histogram NTA Global Temp AnomalyCorrelation Coefficient LS Slope:.71 RMA Slope: 1.46

Temp Anomaly Date North Atlantic Global

Atlantic SST PSD Global Temp PSD

Atlantic SST PSD NAO Index PSD

Cross Correlation Atlantic and Global Anomalies

Conclusions Bivariate analysis showed weak correlation between Atlantic and Global SST anomalies Data for temperatures anomalies already smoothed. Making conclusive time series analysis difficult.