1 / 31

Statistical Evidence in Global Climate Change

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….

magee
Download Presentation

Statistical Evidence in Global Climate Change

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. Statistical Evidence in Global Climate Change R. Cary Tuckfield Ecological Statistician April 15, 2011

  2. 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

  3. What this talk isn’t… • Comprehensive • Finished • Political • Meteorological (I’m a statistician) • Fanatical, or • “Religical”

  4. 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

  5. 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

  6. Receding Glacier: 3 Year Record Columbia Glacier, AK Oct. 5, 2007 – May 7, 2009 www.ExtremeIceSurvey.org

  7. Is this warming trend everywhere? Zonal Mean Temp Anomaly (oC) Latitude from NASA GISS website (land stations only)

  8. 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

  9. 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)

  10. 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.

  11. Wintering Birds Range Extensions

  12. 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

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. Long-term Historical Trends Medieval Warming Period • Loehle 2007 Energy & Environment • From 18 different non-treering datasets Little Ice Age

  20. Global GISS Temperatures Mauna Loa, HI Weather Station Is CO2 the culprit? Mean Annual CO2 (ppm) Temperature Anomaly (oC) Year

  21. CO2 Monitoring Sites

  22. 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

  23. Polar Perspectives Could annual CO2 cycling have to do with seasonal photosynthetic output?

  24. Quaternary CO2 Trends

  25. Same Period: With Concomitant Data

  26. 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

  27. 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

  28. 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

  29. 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?

  30. 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)

  31. 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.

More Related