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Consequences of Climate Change and Variability in the Rocky Mountains – The Need for a Vulnerability Assessment Framework Roger A. Pielke Sr., University of Colorado at Boulder Colorado College State of the Rockies Conference Colorado Springs, Colorado, April 13, 2006 IPCC Perspective Estimated Estimated radiative radiative forcings forcings since since preindustrial preindustrial times times for for the the Earth Earth and and Troposphere Troposphere system system (TOA) (TOA) radiative radiative forcing forcing with with adjusted adjusted stratospheric stratospheric temperatures). temperatures). The The height height of of the the rectangular rectangular bar bar denotes denotes aa central central or or best best estimate estimate of of the the forcing, while each vertical line is an estimate of the uncertainty range associated with the forcing guided by the forcing, while each vertical line is an estimate of the uncertainty range associated with the forcing guided by the spread spread in in the the published published record record and and physical physical understanding, understanding, and and with with no no statistical statistical connotation. connotation. Each Each forcing forcing agent agent is is associated associated with with aa level level of of scientific scientific understanding, understanding, which which is is based based on on an an assessment assessment of of the the nature nature of of assumptions assumptions involved, the uncertainties prevailing about the processes that govern the forcing, and the resulting confidence involved, the uncertainties prevailing about the processes that govern the forcing, and the resulting confidence in in the the numerical numerical values values of of the the estimate. estimate. On On the the vertical vertical axis, axis, the the direction direction of of expected expected surface surface temperature temperature change change due due to to each each radiative radiative forcing forcing is is indicated indicated by by the the labels labels “warming” “warming” and and “cooling.” “cooling.” From: From: IPCC IPCC 2001: 2001: Summary Summary for for Policymakers. Policymakers. A A Report Report of of the the Working Working Group Group 11 of of the the Intergovernmental Intergovernmental Panel Panel on on Climate Climate Change. Change. http://www.ipcc.ch/pub/spm22-01.pdf http://www.ipcc.ch/pub/spm22-01.pdf National National Research Research Council, Council, 2005: 2005: Radiative Radiative Forcing Forcing of of Climate Climate Change: Change: Expanding Expanding the the Concept Concept and and Addressing Addressing Uncertainties, Uncertainties, Committee Committee on on Radiative Radiative Forcing Forcing Effects Effects on on Climate, Climate, Climate Climate Research Research Committee, Committee, 224 224 pp. pp. http://www.nap.edu/catalog/11175.html http://www.nap.edu/catalog/11175.html NRC 2005 Perspective Breath of Fresh Air From: National Research Council, 2005: Radiative Forcing of Climate Change: Expanding the Concept and Addressing Uncertainties, Committee on Radiative Forcing Effects on Climate, Climate Research Committee, 224 pp. http://www.nap.edu/catalog/11175.html From: National Research Council, 2005: Radiative Forcing of Climate Change: Expanding the Concept and Addressing Uncertainties, Committee on Radiative Forcing Effects on Climate, Climate Research Committee, 224 pp. http://www.nap.edu/catalog/11175.html From: National Research Council, 2005: Radiative Forcing of Climate Change: Expanding the Concept and Addressing Uncertainties, Committee on Radiative Forcing Effects on Climate, Climate Research Committee, 224 pp. http://www.nap.edu/catalog/11175.html Not Included Climate Forcings, e.g., • Land-use change as it affects transpiration, physical evaporation and sensible heat fluxes • biogeochemical forcing due to increased CO22 • biochemical forcing due to nitrogen deposition • biogeochemical forcing due to changes in the direct/diffuse solar irradiance through aerosols • effect of anthropogenic aerosols on precipitation efficiency These effects alter not only the global radiative fluxes but the regional structure of spatial heating and cooling. Example of a pyrocumulus cloud (copyright 2001, Axel Thielmann). Example of industrial emissions from a smokestack From http://earthobservatory.nasa.gov/Laboratory/Aerosol/Images/anthro_smokestack.jpg GOES-12 GOES-12 imagery imagery over over the the northern northern East East Pacific Pacific Ocean Ocean on on 10 10 February February 2003. 2003. Particles Particles in in the the exhaust exhaust plumes of ships tend to act as cloud condensation nuclei (CCN), creating streaks consisting of plumes of ships tend to act as cloud condensation nuclei (CCN), creating streaks consisting of smaller smaller cloud droplets within the pre-existing cloud deck. The resulting changes in the emissivity of the marine cloud droplets within the pre-existing cloud deck. The resulting changes in the emissivity of the marine layer layer stratocumulus stratocumulus are are easily easily detected detected using using the the 3.9 3.9 micrometer micrometer (shortwave)IR (shortwave)IR channel channel data. data. The The ship ship tracks tracks exhibit exhibit aa colder colder 3.9 3.9 micrometer micrometer Infrared Infrared (IR) (IR) brightness brightness temperature temperature at at night night (above, (above, darker darker blue blue enhancement), enhancement), while while during during daylight daylight hours hours these these features features exhibit exhibit aa warmer warmer brightness brightness temperature temperature (below, (below, darker darker gray gray enhancement) enhancement) due due to to this this channel's channel's sensitivity sensitivity to to the the component component of of reflected reflected sunlight sunlight (Image (Image courtesy of the Cooperative Institute for Research in the Atmosphere website original imagery from courtesy of the Cooperative Institute for Research in the Atmosphere website original imagery from the the NOAA/NESDIS NOAA/NESDIS Forecast Forecast Products Products Development Development Team.) Team.) Atmospheric Atmospheric carbon carbon dioxide dioxide record record from from Mauna Mauna Loa. Loa. C.D. C.D. Keeling Keeling and and T.P. T.P. Whorf, Whorf, Carbon Carbon Dioxide Dioxide Research Research Group, Group, Scripps Scripps Institution Institution of of Oceanography, University of California, La Jolla, California 92093-0444. Oceanography, University of California, La Jolla, California 92093-0444. Period Period of of Record, Record, 1958-2004 1958-2004 http://cdiac.esd.ornl.gov/trends/co2/graphics/mlo145e_thrudc04.pdf http://cdiac.esd.ornl.gov/trends/co2/graphics/mlo145e_thrudc04.pdf U.S. U.S. Geological Geological Survey Survey land-cover land-cover classes classes for for pre-1900’s pre-1900’s natural natural conditions conditions (left) (left) and and 1993 1993 land-use land-use patterns patterns (right). (right). From From Marshall, Marshall, C.H., C.H., Pielke Pielke Sr. Sr. R.A., R.A., Steyaert, Steyaert, L.T., L.T., 2003. 2003. Crop Crop freezes freezes and and land-use land-use change change in in Florida. Florida. Nature, Nature, 426, 426, 29-30. 29-30. http://blue.atmos.colostate.edu/publications/pdf/R-277.pdf http://blue.atmos.colostate.edu/publications/pdf/R-277.pdf What is the Accepted View on the Ability of Climate Models to Make Skillful Multi-Decadal Regional Predictions? 1. From page 145 of the 2006 Response to the Public Comment of the CCSP Report Synthesis and Assessment Product 1.1 ‘Temperature Trends in the Lower Atmosphere: Steps for Understanding and Reconciling Differences’ “Owing to natural internal variability, models cannot be expected to reproduce regional patterns of trend over a period as short as 20 years from changes of radiative forcings alone.” 2. From MacCracken, Michael, Joel Smith and Anthony C. Janetos, 2004. Reliable regional climate model not yet on horizon. Nature Vol. 429, No 6993, p. 699, June 17, 2004. “The US National Assessment of the Potential Consequences of Climate Variability and Change (USNA) - in which we were involved-did not attempt to provide regional or even national predictions of climate change.” Later in the letter in Nature, they conclude with, “We strongly agree that much more reliable regional climate simulations and analyses are needed. However, at present,...such simulations are more aspiration than reality.” 3. From the February 2004 issue of Scientific American Magazine, Jim Hansen has an interesting quote on page 24 in ‘Defusing the Global Warming Time Bomb’ “It will not be possible to optimize strategies for dealing with global warming until all important climate forcings, including carbonaceous aerosols, have been well quantified.” Diagnosing a Global Averaged Surface Temperature Has Major Unrecognized Problems Missing Land - Atmosphere Surface Data Issues • • • • Moist Enthalpy Microclimate Exposure Vertical Lapse Rate Trends Uncertainty in the Homogenization Adjustments Moist enthalpy provides a proper measure of surface air heat content, which is not provided by air temperature alone. TE=H/Cp H = Cp T + L q Hourly Hourly data data from from automated automated weather weather stations stations at at Fort Fort Collins Collins and and DIA DIA are are used used to to pick pick and and calculate calculate the the highest highest air air temperature temperature and and effective effective temperature temperature for for each each day day in in July July 2005. 2005. The The average high air temperature is higher at DIA, while the average high effective temperature average high air temperature is higher at DIA, while the average high effective temperature is is higher higher at at Fort Fort Collins. Collins. From From Pielke, Pielke, R.A. R.A. Sr., Sr., K. K. Wolter, Wolter, O. O. Bliss, Bliss, N. N. Doesken, Doesken, and and B. B. McNoldy, McNoldy, 2005: 2005: July July 2005 2005 heat heat wave: wave: How How unusual unusual was was it. it. National National Weather Weather Digest, Digest, submitted. submitted. http://blue.atmos.colostate.edu/publications/pdf/R-313.pdf http://blue.atmos.colostate.edu/publications/pdf/R-313.pdf http://blue.atmos.colostate.edu/publications/pdf/R-313.pdf http://blue.atmos.colostate.edu/publications/pdf/R-313.pdf Microclimate Exposure Photographs of the temperature sensor exposure characteristics of the NWS COOP station at Lamar, CO. Panel a) shows the temperature sensor, while panels b)-e) illustrate the exposures viewed from the sensor looking N, E, S, and W, respectively. From Davey, C.A., and R.A. Pielke Sr., 2005: Microclimate exposures of surface-based weather stations - implications for the assessment of long-term temperature trends. Bull. Amer. Meteor. Soc., 4, 497–504. http://blue.atmos.colostate.edu/publications/pdf/R-274.pdf Photographs of the temperature sensor exposure characteristics for the NWS COOP station near Rocky Ford, Colorado. Panel a) shows the temperature sensor, while panels b)-e) illustrate the exposures viewed from the temperature sensor looking N, E, S, and W, respectively. (CRSCotton Region Shelter). From Davey, C.A., and R.A. Pielke Sr., 2005: Microclimate exposures of surface-based weather stations - implications for the assessment of long-term temperature trends. Bull. Amer. Meteor. Soc., 4, 497–504. http://blue.atmos.colostate.edu/publications/pdf/R-274.pdf Photographs of the temperature sensor exposure characteristics of the NWS COOP station at Las Animas, CO. Panel a) shows the temperature sensor, while panels b)-e) illustrate the exposures viewed from the sensor looking N, E, S, and W, respectively. From Davey, C.A., and R.A. Pielke Sr., 2005: Microclimate exposures of surface-based weather stations - implications for the assessment of long-term temperature trends. Bull. Amer. Meteor. Soc., 4, 497–504. http://blue.atmos.colostate.edu/publications/pdf/R-274.pdf Importance of Regional Climate Change Relative to Global Average Climate Change The 2005 National Research Council report concluded that: "regional variations in radiative forcing may have important regional and global climate implications that are not resolved by the concept of global mean radiative forcing." And furthermore: "Regional diabatic heating can cause atmospheric teleconnections that influence regional climate thousands of kilometers away from the point of forcing." This regional diabatic heating produces temperature increases or decreases in the layer-averaged regional troposphere. This necessarily alters the regional pressure fields and thus the wind pattern. This pressure and wind pattern then affects the pressure and wind patterns at large distances from the region of the forcing which we refer to as teleconnections. (a) and (b) show recent trends in annual, 300 mb winds from the NCEP/NCAR and ECMWF40 Reanalyses respectively. Significant trends at the 90 and 95% levels are thickly contoured. Role of Landscape Change on Climate in Colorado Spring Spring mean mean minimum minimum temperatures temperatures (degrees (degrees F) F) for for 15 15 March-30 March-30 April April for for eastern eastern Colorado Colorado locations. locations. From From Pielke Pielke Sr., Sr., R.A., R.A., T. T. Stohlgren, Stohlgren, W. W. Parton, Parton, J. J. Moeny, Moeny, N. N. Doesken, Doesken, L. L. Schell, Schell, and and K. K. Redmond, Redmond, 2000: 2000: Spatial Spatial representativeness representativeness of of temperature temperature measurements measurements from from aa single single site. site. Bull. Bull. Amer. Amer. Meteor. Meteor. Soc., Soc., 81, 81, 826-830. 826-830. http://blue.atmos.colostate.edu/publications/ http://blue.atmos.colostate.edu/publications/ pdf/R-221.pdf pdf/R-221.pdf From: From: Pielke Pielke Sr., Sr., R.A., R.A., T. T. Stohlgren, Stohlgren, L. L. Schell, Schell, W. W. Parton, Parton, N. N. Doesken, Doesken, K. K. Redmond, Redmond, J. J. Moeny, Moeny, T. T. McKee, McKee, and and T.G.F. T.G.F. Kittel, Kittel, 2002: 2002: Problems Problems in in evaluating evaluating regional regional and and local local trends trends in in temperature: temperature: An An example example from from eastern eastern Colorado, Colorado, USA. USA. Int. Int. J. J. Climatol., Climatol., 22, 22, 421-434. 421-434. http://blue.atmos.colostate.edu/publications/pdf/R-234.pdf http://blue.atmos.colostate.edu/publications/pdf/R-234.pdf From: From: Segal, Segal, M., M., R. R. Avissar, Avissar, M.C. M.C. McCumber, McCumber, and and R.A. R.A. Pielke, Pielke, 1988: 1988: Evaluation Evaluation of of vegetation vegetation effects effects on on the the generation generation and and modification modification of of mesoscale mesoscale circulations. circulations. J. J. Atmos. Atmos. Sci., Sci., 45, 45, 2268-2292. 2268-2292. http://blue.atmos.colostate.edu/publications/pdf/R-84.pdf http://blue.atmos.colostate.edu/publications/pdf/R-84.pdf From: From: Segal, Segal, M., M., W. W. Schreiber, Schreiber, G. G. Kallos, Kallos, R.A. R.A. Pielke, Pielke, J.R. J.R. Garratt, Garratt, J. J. Weaver, Weaver, A. A. Rodi, Rodi, and and J. J. Wilson, Wilson, 1989: 1989: The The impact impact of of crop crop areas areas in in northeast northeast Colorado Colorado on on midsummer midsummer mesoscale mesoscale thermal thermal circulations. circulations. Mon. Mon. Wea. Wea. Rev., Rev., 117, 117, 809-825. 809-825. http://blue.atmos.colostate.edu/publications/pdf/R-88.pdf http://blue.atmos.colostate.edu/publications/pdf/R-88.pdf From Pielke Sr., R.A., 2001: Influence of the spatial distribution of vegetation and soils on the prediction of cumulus convective rainfall. Rev. Geophys., 39,151-177. http://blue.atmos.colostate.edu/publications/pdf/R-231.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From From Stohlgren, Stohlgren, T.J., T.J., T.N. T.N. Chase, Chase, R.A. R.A. Pielke, Pielke, T.G.F. T.G.F. Kittel, Kittel, and and J. J. Baron, Baron, 1998: 1998: Evidence Evidence that that local local land land use use practices practices influence influence regional regional climate climate and and vegetation vegetation patterns patterns in in adjacent adjacent natural natural areas. areas. Global Global Change Change Biology, Biology, 4, 4, 495-504. 495-504. http://blue.atmos.colostate.edu/publications/pdf/R-198.pdf http://blue.atmos.colostate.edu/publications/pdf/R-198.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From: From: Chase, Chase, T.N., T.N., R.A. R.A. Pielke, Pielke, Sr., Sr., T.G.F. T.G.F. Kittel, Kittel, J.S. J.S. Baron, Baron, and and T.J. T.J. Stohlgren, Stohlgren, 1999: 1999: Potential Potential impacts impacts on on Colorado Colorado Rocky Rocky Mountain Mountain weather weather due due to to land land use use changes changes on on the the adjacent adjacent Great Great Plains. Plains. J. J. Geophys. Geophys. Res., Res., 104, 104, 16673-16690. 16673-16690. http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf http://blue.atmos.colostate.edu/publications/pdf/R-178.pdf From: Pielke, R.A., T.J. Lee, J.H. Copeland, J.L. Eastman, C.L. Ziegler, and C.A. Finley, 1997: Use of USGS-provided data to improve weather and climate simulations. Ecological Applications, 7, 3-21. http://blue.atmos.colostate.edu/publications/pdf/R-175.pdf The Future of Climate Science Climate is an integration of physical, chemical and biological processes Climate involves the oceans, atmosphere, land surface, and continental ice We need to move beyond the current narrow focus of climate change as equivalent to “global warming.” Skillful multidecadal climate forecasts have not been demonstrated An inversion of the IPCC Assessment Procedure is needed We need an approach that is more inclusive and scientifically defensible An Alternate Paradigm is Needed A Focus on Vulnerability Schematic Schematic of of the the relation relation of of water water resource resource vulnerability vulnerability to to the the spectrum spectrum of of the the environmental environmental forcings forcings and and feedbacks feedbacks (adapted (adapted from from [3]). [3]). The The arrows arrows denote denote nonlinear nonlinear interactions interactions between between and and within within natural natural and and human human forcings. forcings. From: From: Pielke, R.A. Sr., 2004: Discussion Forum: A broader perspective on climate Pielke, R.A. Sr., 2004: Discussion Forum: A broader perspective on climate change change is needed. IGBP Newsletter, 59, 16-19. is needed. IGBP Newsletter, 59, 16-19. http://blue.atmos.colostate.edu/publications/pdf/NR-139.pdf http://blue.atmos.colostate.edu/publications/pdf/NR-139.pdf April April 11 snowpack snowpack percent percent of of average average for for the the state state of of Colorado Colorado for for years years 1968 1968 through through 2006. 2006. fftp://ftp-fc.sc.egov.usda.gov/CO/Snow/snow/watershed/monthly/aprstatetime.gif tp://ftp-fc.sc.egov.usda.gov/CO/Snow/snow/watershed/monthly/aprstatetime.gif Resource Specific Impact Level with Respect to Water Resources - June 2004 ¾ Question If you were given 100 million dollars to spend on environmental benefits in Colorado, Colorado, where where would would you you use use that that money? money? 1. subsidies for alternative energy 2. purchasing wilderness areas (e.g., through the Nature Conservancy) 3. building/enlarging water impoundments 4. building pipelines to transport water over large distances 5. purchasing open spaces in growing urban areas 6. funding additional mass transit ¾ Where should this money come from? 1. carbon usage tax 2. mileage driven tax 3. lottery 4. tax on large private vehicles 5. state income tax increase 6. property tax increase Conclusions 1. The needed focus for the study of climate change and variability is on the regional and local scales. Global and zonally-averaged climate metrics would only be important to the extent that they provide useful information on these space scales. 2. Global and zonally-averaged surface temperature trend assessments, besides having major difficulties in terms of how this metric is diagnosed and analyzed, do not provide significant information on climate change and variability on the regional and local scales. 3. Global warming is not equivalent to climate change. Significant, societally important climate change, due to both natural- and human- climate forcings, can occur without any global warming or cooling. 4. The spatial pattern of ocean heat content change is the appropriate metric to assess climate system heat changes including global warming. 5. 6. 7. 8. In terms of climate change and variability on the regional and local scale, the IPCC Reports, the CCSP Report on surface and tropospheric temperature trends, and the U.S. National Assessment have overstated the role of the radiative effect of the anthropogenic increase of CO2 relative to the role of the diversity of other human climate forcing on global warming, and more generally, on climate variability and change. Global and regional climate models have not demonstrated skill at predicting climate change and variability on multi-decadal time scales. Attempts to significantly influence regional and local-scale climate based on controlling CO2 emissions alone is an inadequate policy for this purpose. A vulnerability paradigm, focused on regional and local societal and environmental resources of importance, is a more inclusive, useful, and scientifically robust framework to interact with policymakers, than is the focus on global multi-decadal climate predictions which are downscaled to the regional and local scales. The vulnerability paradigm permits the evaluation of the entire spectrum of risks associated with different social and environmental threats, including climate variability and change. PowerPoint Presentation Prepared by Dallas Jean Staley Research Coordinator and Webmaster Colorado State University Department of Atmospheric Science Fort Collins, CO 80526 View or download this presentation online at: http://blue.atmos.colostate.edu/presentations/PPT-61.pdf http://blue.atmos.colostate.edu/presentations/PPT-61.pdf Weblog of the Roger A. Pielke Sr. Research Group http://climatesci.atmos.colostate.edu/ Pielke Research Website http://blue.atmos.colostate.edu/ Selected papers: Rial, J., R.A. Pielke Sr., M. Beniston, M. Claussen, J. Canadell, P. Cox, H. Held, N. de NobletDucoudre, R. Prinn, J. Reynolds, and J.D. Salas, 2004: Nonlinearities, feedbacks and critical thresholds within the Earth's climate system. Climatic Change, 65, 11-38. http://blue.atmos.colostate.edu/publications/pdf/R-260.pdf ¾ Pielke Sr., R.A., 2001: Influence of the spatial distribution of vegetation and soils on the prediction of cumulus convective rainfall. Rev. Geophys., 39, 151-177. http://blue.atmos.colostate.edu/publications/pdf/R-231.pdf ¾ Pielke, R.A. Sr., J.O. Adegoke, T.N. Chase, C.H. Marshall, T. Matsui, and D. Niyogi, 2006: A new paradigm for assessing the role of agriculture in the climate system and in climate change. Agric. Forest Meteor., Special Issue, accepted. http://blue.atmos.colostate.edu/publications/pdf/R-295.pdf ¾ Pielke, R.A. Sr., 2004: Discussion Forum: A broader perspective on climate change is needed. IGBP Newsletter, 59, 16-19. http://blue.atmos.colostate.edu/publications/pdf/NR-139.pdf ¾ National Research Council, 2005: Radiative forcing of climate change: Expanding the concept and addressing uncertainties. Committee on Radiative Forcing Effects on Climate Change, Climate Research Committee, Board on Atmospheric Sciences and Climate, Division on Earth and Life Studies, The National Academies Press, Washington, D.C., http://www.nap.edu/openbook/0309095069/html/ ¾ ¾ Kabat, P., Claussen, M., Dirmeyer, P.A., J.H.C. Gash, L. Bravo de Guenni, M. Meybeck, R.A. Pielke Sr., C.J. Vorosmarty, R.W.A. Hutjes, and S. Lutkemeier, Editors, 2004: Vegetation, water, humans and the climate: A new perspective on an interactive system. Springer, Berlin, Global Change - The IGBP Series, 566 pp.