METR112 Global Climate Change -- Lecture 2 Energy Balance (2) Prof. Menglin Jin San Jose State University

Arctic sea ice coverage, 1979 and 2003 NASA

The Earth is not warming uniformly. Notably, climate change is expected to affect the polar regions more severely: The Arctic is warming nearly twice as rapidly as the rest of the world; winter temperatures in Alaska and western Canada have risen by up to 3–4°C in the past 50 years, and Arctic precipitation has increased by about 8 percent over the past century (mostly as rain) Positive albedo feedback Due to, partly: Less snow Smaller albedo More insolation in surface Higher surface temperature

Albedo of Earth albedo is used to represent reflectivity of Earth's surface The term albedo (Latin for white) is commonly used to or applied to the overall average reflection of an object. For example, the albedo of the Earth is 0.39 (Kaufmann 1991 ) and this affects the equilibrium temperature of the Earth. The greenhouse effect, by trapping infrared radiation,greenhouse effect can lower the albedo of the earth and cause global warming.global warming This is why albedo is important

Albedo The ratio of the outgoing solar radiation reflected by an object to the incoming solar radiation incident upon it. Dimensionless Range: 0 (dark) – 1 (bright) The word is derived from Latin albedo "whiteness", in turn from albus "white".Latin Albedo depends on wavelength and is determined by the structural and optical properties of the surface, such as shadow-casting, mutiple scattering, mutual shadowing, transmission, reflection, absorption and emission by surface elements, facet orientation distribution and facet density. Earth Observatory Glossary By NASA, Responsible NASA official: Dr. Michael D. King, IN OUT α = I OUT I IN I I

Surface Albedo properties 1.Form Varied with solar zenith Angle 3.Vary with surface properties (what color soil, if vegetation covered, etc) 4.Vary with surface roughness 5.Vary with soil moister

Answer: albedo plays the key role in surface energy balance as it decides how much surface insolation is kept in Earth surface system (1-α)S d +LW d -εσT skin 4 +SH+LE + G= 0 Why Is Surface Albedo Critical? Surface Energy Budget:

This is a black spruce forest in the BOREAS experimental region in Canada. Left: backscattering (sun behind observer), note the bright region (hotspot) where all shadows are hidden. Right: forwardscattering (sun opposite observer), note the shadowed centers of trees and transmission of light through the edges of the canopies. Photograph by Don Deering.

A soybean field. Left: backscattering (sun behind observer). Right: forwardscattering (sun opposite observer), note the specular reflection of the leaves. Photograph by Don Deering.

A barren field with rough surface Left: backscattering (sun behind observer), note the bright region (hotspot) where all shadows are hidden. Right: forwardscattering (sun opposite observer), note the specular reflection. Photograph by Don Deering.

Boradband albedo Spectral albedo – the reflectivity for specific wavelength Albedo is function of wavelength. Boradband albedo is the integrated value of spectral emissivity at all wavelength

Level 3, 16-day, one kilometer MODIS BRDF/Albedo Products Shortwave White-Sky Albedo from Aqua and Terra:

An albedo value of 0.0 indicates that the surface absorbs all solar radiation, and a 1.0 albedo value represents total reflectivity.

No Data CMG Broadband White-Sky Albedo (  m) September, 2001

No Data CMG Broadband White-Sky Albedo (  m) January,

No Data CMG Broadband White-Sky Albedo (  m) 18 February - 5 March,

No Data CMG Broadband White-Sky Albedo (  m) April,

No Data White Sky Spectral Albedo April, 2002 NIR ( ) Red ( ) Blue ( )

No Data Nadir BRDF-Adjusted Reflectance (NBAR) April, 2002 NIR ( ) Red ( ) Green ( )

Surface reflectance is high at 2.2 µm, moderate at 0.66 µm, and low at 0.49 µm The aerosol effect on reflected solar radiation is small at 2.2 µm and large at 0.49 µm MODIS operational algorithm over land assumes Kaufman et al. (1997) A g (0.47 µm) = 0.5A g (0.66 µm) = 0.25A g (2.1 µm) Surface Reflectance at Near- Infrared Wavelengths

Desert Albedo Desert albedos are clearly nonuniform, with implications for global climate modeling (Tsvetsinskaya et al., GRL, 2002) True-color White-sky Spectral Albedo from MODIS

Snow versus Non-snow Albedos 40–50°N Nov 00–Jan 01 Jin et al., How does Snow Impact the Albedo of Vegetated Land Surfaces as Analyzed with MODIS Data?, in press, Geophys. Res. Let., 2002

References Friedl, M.A., D. Muchoney, D.K. McIver, A.H. Strahler, and J.C.F. Hodges 2000: Characterization of North American land cover from AVHRR Data, Geophysical Research Letters, vol. 27, no. 7, pp Friedl, M.A., C. Woodcock, S. Gopal, D. Muchoney, A.H.Strahler, and C. Barker- Schaaf A note on procedures used for accuracy assessment in land cover maps derived from AVHRR data, International Journal of Remote Sensing, vol. 21, pp Friedl, M.A., Brodley, C.E. and A.H. Strahler 1999: Maximizing land cover classification accuracies at continental to global scales, IEEE Transactions on Geoscience and Remote Sensing, vol. 37, pp Friedl, M.A. and C.E. Brodley 1997: Decision tree classification of land cover from remotely sensed data, Remote Sensing of Environment, vol. 61, pp Mciver, D.K. and M.A. Friedl Using prior probabilities in decision-tree classification of remotely sensed data, Remote Sensing of Environment, Vol. 81, pp McIver, D.K. and M.A. Friedl Estimating pixel-scale land cover classification confidence using non-parametric machine learning methods, IEEE Transactions on Geoscience and Remote Sensing. Vol 39(9), pp Muchoney, D., Borak, J, Chi, H., Friedl, M.A., Hodges, J. Morrow, N. and A.H. Strahler 1999: Application of the MODIS global supervised classification model to vegetation and land cover mapping of Central America, International Journal of Remote Sensing, Vol 21, no 6 & 7, pp Muchoney, D. M., and Strahler, A. H., 2001, Pixel and site-based calibration and validation methods for evaluating supervised classification of remotely sensed data, Remote Sens. Environ., in press.