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Vertical transport of surface fire emissions observed from space. Siegfried Gonzi, Paul Palmer. Pyro-convective smoke plume observed at ~10 km over British Columbia, June 2004. Fires are an integral part of many natural ecosystems. Plant responses post-fire include: Increased productivity
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Vertical transport of surface fire emissions observed from space Siegfried Gonzi, Paul Palmer Pyro-convective smoke plume observed at ~10 km over British Columbia, June 2004
Fires are an integral part of many natural ecosystems • Plant responses post-fire include: • Increased productivity • Increased flowering • Fire stimulated seed release and dispersal • Improved germination US Fire Administration
Quantifying the perturbation of fires on contemporary climate
Given the importance of fires in climate we want to answer 4 simple first-order questions about fire: • Where? • When? • How big? • How high?
We have been able to infer biomass burning characteristics for more than a decade For the Along-Track Scanning Radiometer (ATSR), 1995-present: Fire “hot spots” are determined using the 3.7 mm channel. Fitted radiant temperatures greater than a threshold are labelled as fire. http://dup.esrin.esa.it/ionia
Given the importance of fires in climate we want to answer 4 simple first-order questions about fire: • Where? • When? • How big? • How high?
Polar-orbiting satellites have sufficient coverage to infer information about variability on timescales from diurnal to year-to-year 5-years of Terra MODIS data (11/00 – 10/05)
Firecounts have disadvantages • There are a number of technical problems with the data but more importantly, these data do not tell you • about the intensity of the fire • about the emissions from the fire
Given the importance of fires in climate we want to answer 4 simple first-order questions about fire: • Where? • When? • How big? • How high?
Bottom-up emission estimates The average organic matter per unit area Grams of dry matter burned per year Burning efficiency of the above ground biomass M = AxBxaxb Total land area burned annually Fraction of above ground biomass relative average biomass B Emission factors for flaming and smouldering fires
Top-down methodology Forward model H Emissions x BF Observations y BB Inverse model Posterior Prior Gain matrix Observations Forward model
Top-down emission estimates based on inverse model calculations or process-based models GFEDv2 CO Emissions for JJASO 2006 [g CO/m2]
Given the importance of fires in climate we want to answer 4 simple first-order questions about fire: • Where? • When? • How big? • How high?
Estimating injection heights of biomass burning plumes MOPITT CO column data, c/o Edwards et al, 2006 • Atmospheric transport of fire emission depends on the height at which emissions are injected into the atmosphere • Transport models typically assume fire emissions only in the first few kms but observations show that emissions can reach mid-high troposphere (5-10km)
Injection height is a complex function of fuel loading, overlying meteorology, etc Injection height Smoke entrained in mean flow
Multi-angle Imaging SpectroRadiometer- MISR 9 view angles at Earth surface: nadir to 70.5º forward and backward 4 bands at each angle: 446,558,672, 866 nm Continuous pole-to-pole coverage on orbit dayside 400-km swath 9 day coverage at equator 2 day coverage at poles Overpass around local noon time in high and mid- latitudes 275 m - 1.1 km sampling In orbit aboard Terra since December 1999 Stereographic projection provides information about fire smoke aerosol height layer
5-30% smoke emissions are injected above the North American boundary layer (2002-2007) 2004 Alaska-Yukon Kahn et al, [2008] Distribution of MISR heights-PBL for smoke plumes Kahn et al, GRL, 2008
We use CO as a tracer for incomplete combustion We use cloud-free data from two instruments aboard the NASA Aura spacecraft (left): Tropospheric Emission Spectrometer (TES) Microwave Limb Sounder (MLS) Over burning scenes, together they are sensitive to changes in CO from the lower troposphere to the upper troposphere/lower stratosphere
We develop the traditional surface emission inverse problem Both sides describe the sensitivity of the measured quantity y to changes in surface emissions e We estimate emitted CO mass in five regions from 0 – 15 km. During June-October 2006 we use 1785 TES profiles (672 colocated with MLS) Omitting gory details, only 2-3% of retrievals failed.
Define an injection height as the maximum height at which: • Posterior uncertainty is smaller than prior by 50% • Posterior mass is higher than the prior mass • 33% pass this criterion; remaining 67% assume boundary layer injection
2 = cloud 3 = aerosol Level of neutral buoyancy = 138 hPa Nearby radiosonde (Limited) evaluation of our product: Indonesia, October 2006 • We estimate an injection height of greater than 10 km (recall we estimate mass over large vertical regions) • Posterior CO mass increased by 50% due to biomass burning.
Tropics (0-30oS) Boreal (42-67oN) Disproportionate impact of large fires: Cctrl-Cptb Pressure [hPa] Longitude [deg]
Concluding remarks • In terms of climate, there is a lot we don’t know about fires. • The height at which emissions are injected influence transport of surface air pollutants (BORTAS) • Injections above the boundary layer is relatively rare but results in disproportionate perturbations. • Key challenge: to combine Bayesian inference and CFD approaches to develop robust predictive models.