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Statistical Evidence in Global Climate Change. R. Cary Tuckfield Ecological Statistician April 15, 2011. The Point:. Global Climate Change is not the issue it is happening, there is data, and it’s complicated The anthropogenic cause? that’s the issue. What this talk isn’t….
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Statistical Evidence in Global Climate Change R. Cary Tuckfield Ecological Statistician April 15, 2011
The Point: • Global Climate Change is not the issue • it is happening, there is data, and it’s complicated • The anthropogenic cause? • that’s the issue
What this talk isn’t… • Comprehensive • Finished • Political • Meteorological (I’m a statistician) • Fanatical, or • “Religical”
What it is… • A review of some of the data • An analysis of temperature trends • One statistician's view (albeit an ecological one) on what to make of it
The Meltdown Disintegration of 1250 mi2 of the Larsen B Antarctic ice shelf in 2002. Dyurgerov and Meier (2005) http://www.globalwarmingart.com/wiki/Image:Glacier_Mass_Balance_png
Receding Glacier: 3 Year Record Columbia Glacier, AK Oct. 5, 2007 – May 7, 2009 www.ExtremeIceSurvey.org
Is this warming trend everywhere? Zonal Mean Temp Anomaly (oC) Latitude from NASA GISS website (land stations only)
Biological Consequences • Flowering plants are flowering earlier; some not at all • SRS Wood Ducks are nesting earlier in the spring • Wintering ranges for multiple bird species now extend further northward • Butterfly species diversity declining at sea level, increasing at tree line
Earlier Flowering Cardamine hirsuta (42 d) Ave. 1st flowering date 89 species 1970 – 1990 Duchesnea indica (46 d) Lamium purpureum (39 d) DC – Washington CP – College Park, MD Nyssa sylvatica (35 d)
SRS Wood Ducks Wood ducks nesting activity at SRS has advanced by nearly 1 month in a 23 year period, early 70’s – mid 90’s.
Changes in Butterfly Distribution Parnassius clodius • This butterfly, (above) is now found at higher elevations in CA • Overall, diversity is declining at lower elevations and increasing at higher elevations • 35 yrs • 159 species • 10 sites • 0-2,775 ft elev • Sierra Nevada Mtns Forister & Shapiro 2003 Global Change Biol Forister et al. 2010 PNAS
NASA Goddard Institute for Space Studies (GISS) US: Land weather stations only 1880-2007 Global: Land & Ocean weather stations Anomaly: Difference from overall annual average temperature GISS Surface Temperatures Annualized Average Temperature Anomaly (oC) Year
Hadley data set • Met Office Hadley Centre, UK • Global: Land & Ocean weather stations data • 1850-2007 • “smoothed” regression fit to show trends in ecological time Cubic Spline fit Temp Anomaly (oC) Year
World Data station profile Number of Stations (1000s) Record Length (yrs) Years Years • Few stations with many years of data • Today ~2,000 stations per global annual average • > coverage of northern hemisphere
Short-term Trends Global GISS • ~30 year trend periods • Simple Linear Regression (SLR)models / trend period • Differences in Slopes apparent Annualized Average Temperature Anomaly (oC) Global Hadley Year
Temperature Anomaly (oC) Year Year Slopes: Statistical test results • Rates of temperature increase for 1916-1945 and 1978-2007 are indistinguishable • Rates not different between GISS and Hadley datasets • Overall rate = 1.6 oC / century
IPCC “Brouhaha” • 1961 – 1990 baseline • Spline fits • Both graphs presented • But, the “mud” hit the fan over the lower panel Northern Hemisphere Anomaly (oC) Relative to 1961 to 1990 http://climateaudit.org/2009/12/10/ipcc-and-the-trick/ Year
Long-term Historical Trends Medieval Warming Period • Loehle 2007 Energy & Environment • From 18 different non-treering datasets Little Ice Age
Global GISS Temperatures Mauna Loa, HI Weather Station Is CO2 the culprit? Mean Annual CO2 (ppm) Temperature Anomaly (oC) Year
Same scale on X- & Y-axes Monotonic + trend > Variation within & between stations Eco-time trends in CO2 Point Barrow, AK Mauna Loa, HI CO2 Concentration (ppm) South Pole, Anarctica http://cdiac.ornl.gov/trends/co2/ Year
Polar Perspectives Could annual CO2 cycling have to do with seasonal photosynthetic output?
87Sr/86SR isotopic ratio is highly correlated with inorganic-organic 13C/12C isotope ratio Co-dependent on weathering & magmatic processes Partial pressure in atmospheric CO2 inferred from ratio fluctuations pCO2(t) / pCO2(0) Time (106 yrs BP) Evolutionary time trends in CO2 Rothman 2002 PNAS Conclusion: Atmospheric CO2 un-related to climatic conditions
Findings • Global surface temps show • Variable short-term trends – + rates & - rates • Millennial & evolutionary cycles in warming/cooling • CO2 is monotonically increasing over relatively short time periods, but temp doesn’t • CO2 concentration shows constant annual & Cenozoic cycling • CO2 cycles have higher amplitude in northern hemisphere
So, In Summary • Climate change is always occurring • Global surface temperature is recently (<50 yrs) and positively correlated with atmospheric CO2 • Historically, temperatures were as high or higher than now • Pre-historically, CO2 and temperature seem more correlated to geochemical processes
What to do? • Is it wise to act without certain knowledge? • How do we know whether IPCC’s recommendations will work? • What are the consequences if we do nothing? • Or, something that doesn’t work?
No Easy Answers • Not all scientists are in agreement • Some data support the anthropogenic hypothesis, some don’t • Some things just can’t be measured well, or at all • Consequently, Global Warming has become a political issue • It is a matter of interpretation and belief (given the data and funding, respectively)
Take Home Message • Personal decision is the right of citizenship – data are usually helpful • Find out what the data are “saying” • But convincingevidenceis a matter of judgment and opinion Remember, in a democratic republic, citizen opinion (i.e. the vote) “trumps” science, whether they are in agreement or not. In the rest of the world, well,…that’s another matter.