Some explanations: What and where are the Tropical Savannas? Savanna A savanna is a tropical or subtropical woodland ecosystem (Werner et al. 1991)1 Tropical savannas cover 12% of the world’s land surface (Williams et al. 2005)2 Map found at: http://www.blueplanetbiomes.org/savanna.htm 1 Werner, P. A., B. H. Walker, et al. (1991). "Introduction. Savanna Ecology and Management Australian Perspectives and International Comparisons." P. A. Werner ed. Blackwell Scientific Publications. 2 Williams RJ, Carter J, Duff GA, Woinarski JCZ, Cook GD, Farrer SL (2005) Carbon accounting, land management, science policy uncertainty in Australian savanna landscapes: introduction and overview. Australian Journal of Botany 53, 583-588. Male lion on Savanna at Ngorongoro Conservation Area, Tanzania. Savannas are characterised by the trees being sufficiently small or widely spaced so that the canopy does not close. Tropical woodland savanna, west Arnhem Land, Northern Territory, Australia Tropical savannas are landscapes of grass and scattered trees, as long as the canopy cover of the trees is not so dense that it shades out the grass. Savannas are characterised by seasonal water availability, with the majority of rainfall being confined to one season of the year. 400 Early Dry Season 350 Late Dry Season 300 250 200 150 100 50 0 may jun jul aug sep oct DRY SEASON YEKKE WURRKENG DRY LATE DRY nov dec jan feb mar apr WET SEASON KURRUNG KUNUMELENG KUDJEWK BANGKERRENG BUILD UP FIRST STORMS WET LATE WET Mean Average Monthly Rainfall (mm) for Darwin, Northern Territory (~100 years) (Source: Bureau of Meteorology, Commonwealth of Australia) In north Australia: 1.92 million km2 ~25% of Australian land mass Savanna Define some terms: What and where are the Tropical Savannas? Why do we need to know anything about fire? Fire the ENIGMA Source : State of Environment 1996 Define some terms: What and where are the Tropical Savannas ? Why do we need to know anything about fire ? What is fire severity ? Fire severity is a measure of the post-fire affect of fire on the vegetation. Fire Intensity is a measure of the energy released by a fire, usually measured in kiloWatts per linear metre. Burn severity is a post-fire measure of the time taken to reach a preferred state. Simplified models of fire severity (a) Patchy (b) Low (c) Moderate (d) High (e) Extreme Methods: Collecting spectra† † A remote sensing term that means EM energy or perhaps light MODIS bands ETM+ bands atmosphere transmittance 1.0 Burnt Woodland (low-July) Unburnt Woodland (July) 0.9 A Scorched Tree (July) An Unscorched Tree (July) 0.8 Cured Grassland (July) 0.7 reflectance 0.6 0.5 0.4 0.3 0.2 0.1 0.0 400 600 800 1000 1200 1400 1600 1800 2000 wavelength [nm] Visible Near Infra-Red Short Wave Infra-Red 2200 2400 Site 2: 12th May 2008 Illustrates the position of the 10 GPS points, the average waypoint at the centre of the sampled area within the pixeloid sampled by the spectrometer. 733460 733470 733480 733490 733500 733510 733520 733530 733540 8618140 8618140 733450 N 8618130 8618130 8618120 8618120 8618110 8618110 8 8 8 8 r8 8 88 8 8 8618100 8618100 733450 733460 733470 733480 733490 733500 733510 733520 733530 733540 8618080 8618080 8618090 8618090 Projection: UTM Zone 52 Datum: W GS84 Methods: Collecting spectra Collecting Ground Data † † the real stuff Methods Transect Proportions of cover GROUND MEASUREMENTS 50m transect Collected at the same GPS point Describing proportions of cover of the various fire affected or unaffected phenomena in various strata 5 x 5m quadrat Methods Transect GROUND MEASUREMENTS Floristics and Structure 50m transect Collected at the same GPS point Tree radii Scorch Height Crown Height Tree Height Describing stand structure The proportions of each variable within each fire severity class for each stratum Low Fire Severity Moderate Fire Severity High Fire Severity Ground Storey Lower Storey Mid Storey Upper Storey Unburnt 10 6 27 18 2 Groups of sites, H0: samples are drawn from normally distributed populations with equal means and variances 0.8 0.8 0.7 0.7 0.6 u l u 0.6 h 0.5 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 0.1 0 -0.1 0 MODIS3 MODIS4 MODIS1 MODIS2 MODIS5 MODIS6 MODIS7 MODIS- MODISNDVI NBR -0.1 0.7 0.7 0.6 0.6 MODIS3 MODIS4 MODIS1 MODIS2 MODIS5 MODIS6 MODIS7 MODIS- MODISNDVI NBR l m m 0.5 h 0.5 0.4 0.4 0.3 0.3 0.2 0.2 0.1 0.1 0 -0.1 0 MODIS3 MODIS4 MODIS1 MODIS2 MODIS5 MODIS6 MODIS7 MODIS- MODISNDVI NBR -0.1 MODIS3 MODIS4 MODIS1 MODIS2 MODIS5 MODIS6 MODIS7 MODIS- MODISNDVI NBR Results Field Spectra: Severe v not-Severe Low v Moderate v High The Normalised Burn Ratio (NBR) MODIS Channel 6 MODIS Channels 2, 5 and 7 Models derived a priori and assessed using AICc from 50 sites Results on the ground: DOES NOT indicate Fire Severity DOES indicate Fire severity The amount of Charred material (blackened) The amount of Ashened material (whitened) The amount of Green material (photosynthetic vegetation) The amount of non-Green & Green plant material (non-photosynthetic and photosynthetic vegetation) Application Binary Fire Severity Map of subset area in Kakadu National Park/west Arnhem Land Jabiru Airport Results Model Accuracy assessment ∆ NBR Distinguish between Severe and not-Severe fires accuracy = 94% ∆ Band 6 Distinguish between Low and Moderate Severity Fires, however the difference appears to vary through the fire season overall accuracy = 50% ∆ (Bands 2, 5 and 7) Distinguish between Low and Moderate Severity Fires, however the difference appears to vary through the fire season overall accuracy = 70% Conclusion: Various models required; Normalisation is required; Calibration is required.