Climate change must be factored into savanna carbon- management projects to avoid maladaptation: the case of worsening air pollution in western Top End of the Northern Territory, Australia
David M. J. S. Bowman A * , Nicolas Borchers-Arriagada B , Andrew Macintosh C , Donald W. Butler C , Grant J. Williamson A and Fay H. Johnston BA
B
C
Abstract
Savanna fires are a major source of greenhouse gas (GHG) and particulate pollution globally. Since mid-2006, an Australian Government carbon offset program has incentivised Northern Territory land managers to undertake early dry-season savanna burning with the aim of reducing late dry-season wildfires and associated GHG emissions. The focus of this study is addressing concern that savanna burning carbon abatement projects are causing worsening air pollution in the city of Darwin. Reconstructed concentrations of daily particulate matter of <2.5 μm (PM2.5) since the 1960s showed since 2000s a worsening in PM2.5 in the early dry season (May, June, July), some improvement in the late dry season (August, September, October) with little overall difference for the whole dry season. Remote-sensing PM2.5 estimates in Darwin were correlated with region-wide PM2.5 estimates during the early dry season. Remote-sensing analysis of area burned and intensity of fires since 2002 showed that savanna carbon projects have shifted burning to the early dry season and caused increases in fire intensity compared with non-project areas. Increased fire intensity appears to follow sharply declining fuel moisture, as well as management effects on carbon project areas, which have possibly undermined the efficacy of savanna burning projects in reducing GHG emissions. More thorough evaluation of underlying assumption of savanna burning carbon abatement in Australia and elsewhere in the world is required to avoid maladaptation, such as over-crediting, smoke pollution, and other environmental harms.
Keywords: climate change, fire intensity, fire management, fuel moisture, greenhouse gas, MODIS, remote sensing, tropical savanna, wildfire.
References
Australian Bureau of Meteorology (2023) Climate Data Online. Available at http://www.bom.gov.au/climate/data/ [accessed 30 October 2023]
Australian Government Clean Energy Regulator (2023) About the ACCU Scheme. Available at https://www.cleanenergyregulator.gov.au/ERF/About-the-Emissions-Reduction-Fund [accessed 30 October 2023]
Bowman DMJS, Dingle JK, Johnston FH, Parry D, Foley M (2007a) Seasonal patterns in biomass smoke pollution and the mid 20th‐century transition from Aboriginal to European fire management in northern Australia. Global Ecology and Biogeography 16(2), 246-256.
| Crossref | Google Scholar |
Bowman DMJS, Franklin DC, Price OF, Brook BW (2007b) Land management affects grass biomass in the Eucalyptus tetrodonta savannas of monsoonal Australia. Austral Ecology 32(4), 446-452.
| Crossref | Google Scholar |
Bowman DMJS, MacDermott HJ, Nichols SC, Murphy BP (2014) A grass-fire cycle eliminates an obligate‐seeding tree in a tropical savanna. Ecology and Evolution 4(21), 4185-4194.
| Crossref | Google Scholar | PubMed |
Bowman DMJS, Furlaud JM, Porter M, Williamson GJ (2022a) The fuel moisture index based on understorey Hygrochron iButton humidity and temperature measurements reliably predicts fine fuel moisture content in Tasmanian Eucalyptus forests. Fire 5(5), 130.
| Crossref | Google Scholar |
Bowman DMJS, Williamson GJ, Johnston FH, Bowman C, Murphy BP, Roos CI, Trauernicht C, Rostron J, Prior LD (2022b) Population collapse of a Gondwanan conifer follows the loss of Indigenous fire regimes in a northern Australian savanna. Scientific Reports 12(1), 9081.
| Crossref | Google Scholar | PubMed |
Bowman DMJS, Williamson GJ, Ndalila M, Roxburgh SH, Suitor S, Keenan RJ (2023) Wildfire national carbon accounting: how natural and anthropogenic landscape fires emissions are treated in the 2020 Australian government greenhouse gas accounts report to the UNFCCC. Carbon Balance and Management 18(1), 14.
| Crossref | Google Scholar | PubMed |
Breiman L (2001) Random forests. Machine Learning 45(1), 5-32.
| Crossref | Google Scholar |
Campbell SL, Anderson CC, Wheeler AJ, Cook S, Muster T, Johnston FH (2022) Managing extreme heat and smoke: a focus group study of vulnerable people in Darwin, Australia. Sustainability 14(21), 13805.
| Crossref | Google Scholar |
Canadell JG, Meyer C, Cook GD, Dowdy A, Briggs PR, Knauer J, Pepler A, Haverd V (2021) Multi-decadal increase of forest burned area in Australia is linked to climate change. Nature Communications 12(1), 6921.
| Crossref | Google Scholar | PubMed |
Corey B, Andersen AN, Legge S, Woinarski JCZ, Radford IJ, Perry JJ (2020) Better biodiversity accounting is needed to prevent bioperversity and maximize co‐benefits from savanna burning. Conservation Letters 13(1), e12685.
| Crossref | Google Scholar |
D’Antonio CM, Vitousek PM (1992) Biological invasions by exotic grasses, the grass/fire cycle, and global change. Annual Review of Ecology and Systematics 23(1), 63-87.
| Crossref | Google Scholar |
Desservettaz M, Paton‐Walsh C, Griffith DWT, Kettlewell G, Keywood MD, Vanderschoot MV, Ward J, Mallet MD, Milic A, Miljevic B, Ristovski ZD, Howard D, Edwards GC, Atkinson B (2017) Emission factors of trace gases and particles from tropical savanna fires in Australia. Journal of Geophysical Research: Atmospheres 122(11), 6059-6074.
| Crossref | Google Scholar |
Edwards A, Archer R, De Bruyn P, Evans J, Lewis B, Vigilante T, Whyte S, Russell-Smith J (2021) Transforming fire management in northern Australia through successful implementation of savanna burning emissions reductions projects. Journal of Environmental Management 290, 112568.
| Crossref | Google Scholar | PubMed |
Ellis TM, Bowman DMJS, Jain P, Flannigan MD, Williamson GJ (2022) Global increase in wildfire risk due to climate‐driven declines in fuel moisture. Global Change Biology 28(4), 1544-1559.
| Crossref | Google Scholar | PubMed |
Giglio L, Schroeder W, Hall JV (2021) MODIS Collection 6 and Collection 6.1. Active Fire Product User’s Guide. Report. (NASA: Washington, DC, USA) https://modis‐fire.umd.edu/files/MODIS_C6_C6.1_Fire_User_Guide_1.0.pdf
Giglio L, Humber M, Hall JV, Argueta F, Boschetti L, Roy D (2022) Collection 6.1 MODIS Burned Area Product User’s Guide. Version 1. Report. (NASA: Washington, DC, USA) https://modis‐fire.umd.edu/files/MODIS_C61_BA_User_Guide_1.1.pdf
Hanigan IC, Johnston FH, Morgan GG (2008) Vegetation fire smoke, indigenous status and cardio-respiratory hospital admissions in Darwin, Australia, 1996–2005: a time-series study. Environmental Health 7, 42.
| Crossref | Google Scholar | PubMed |
Johnston FH, Kavanagh AM, Bowman DMJS, Scott RK (2002) Exposure to bushfire smoke and asthma: an ecological study. Medical Journal of Australia 176(11), 535-538.
| Crossref | Google Scholar | PubMed |
Johnston FH, Bailie RS, Pilotto LS, Hanigan IC (2007) Ambient biomass smoke and cardio-respiratory hospital admissions in Darwin, Australia. BMC Public Health 7, 240.
| Crossref | Google Scholar | PubMed |
Jones PJ, Furlaud JM, Williamson GJ, Johnston FH, Bowman DMJS (2022) Smoke pollution must be part of the savanna fire management equation: a case study from Darwin, Australia. Ambio 51(11), 2214-2226.
| Crossref | Google Scholar | PubMed |
Keenan TF, Williams CA (2018) The terrestrial carbon sink. Annual Review of Environment and Resources 43, 219-243.
| Crossref | Google Scholar |
Landgate (2023) NOAA Fire History Mapping. Available at https://catalogue.data.wa.gov.au/dataset/noaa-fire-history-mapping
Laris P (2021) On the problems and promises of savanna fire regime change. Nature Communications 12(1), 4891.
| Crossref | Google Scholar | PubMed |
Laris P, Koné M, Dadashi S, Dembele F (2017) The early/late fire dichotomy: time for a reassessment of Aubréville’s savanna fire experiments. Progress in Physical Geography 41(1), 68-94.
| Crossref | Google Scholar |
Laris P, Koné M, Dembélé F, Rodrigue CM, Yang L, Jacobs R, Laris Q, Camara F (2023) The pyrogeography of methane emissions from seasonal mosaic burning regimes in a West African landscape. Fire 6(2), 52.
| Crossref | Google Scholar |
Lipsett-Moore GJ, Wolff NH, Game ET (2018) Emissions mitigation opportunities for savanna countries from early dry season fire management. Nature Communications 9(1), 2247.
| Crossref | Google Scholar | PubMed |
Lüdecke D (2018) ggeffects: tidy data frames of marginal effects from regression models. Journal of Open Source Software 3(26), 772.
| Crossref | Google Scholar |
Mayer M (2023) missRanger: Fast Imputation of Missing Values. R package version 2.3.0. Available at https://CRAN.R-project.org/package=missRanger [accessed 30 October 2023]
Meyer CP, Cook GD, Reisen F, Smith TEL, Tattaris M, Russell‐Smith J, Maier SW, Yates CP, Wooster MJ (2012) Direct measurements of the seasonality of emission factors from savanna fires in northern Australia. Journal of Geophysical Research: Atmospheres 117(D20), D20305.
| Crossref | Google Scholar |
Northern Territory Environment Protection Authority (2023) AQI Summary. Available at http://ntepa.webhop.net/NTEPA/Default.ltr.aspx [accessed 30 October 2023]
Petty AM, DeKoninck V, Orlove B (2015) Cleaning, protecting, or abating? Making indigenous fire management ‘work’ in northern Australia. Journal of Ethnobiology 35(1), 140-162.
| Crossref | Google Scholar |
Prior LD, Murphy BP, Williamson GJ, Cochrane MA, Jolly WM, Bowman DMJS (2017) Does inherent flammability of grass and litter fuels contribute to continental patterns of landscape fire activity? Journal of Biogeography 44(6), 1225-1238.
| Crossref | Google Scholar |
Reisen F, Meyer CP, Weston CJ, Volkova L (2018) Ground‐based field measurements of PM2. 5 emission factors from flaming and smoldering combustion in eucalypt forests. Journal of Geophysical Research: Atmospheres 123(15), 8301-8314.
| Crossref | Google Scholar |
Schipper ELF (2020) Maladaptation: when adaptation to climate change goes very wrong. One Earth 3(4), 409-414.
| Crossref | Google Scholar |
Schipper ELF (2022) Catching maladaptation before it happens. Nature Climate Change 12(7), 617-618.
| Crossref | Google Scholar |
Sharples JJ, McRae RH, Weber R, Gill AM (2009) A simple index for assessing fuel moisture content. Environmental Modelling & Software 24(5), 637-646.
| Crossref | Google Scholar |
Trauernicht C, Brook BW, Murphy BP, Williamson GJ, Bowman DMJS (2015) Local and global pyrogeographic evidence that indigenous fire management creates pyrodiversity. Ecology and Evolution 5(9), 1908-1918.
| Crossref | Google Scholar | PubMed |
Van Der Werf GR, Randerson JT, Giglio L, Van Leeuwen TT, Chen Y, Rogers BM, Mu M, Van Marle MJE, Morton DC, Collatz GJ, Yokelson RJ, Kasibhatla PS (2017) Global fire emissions estimates during 1997–2016. Earth System Science Data 9(2), 697-720.
| Crossref | Google Scholar |
Van Donkelaar A, Hammer MS, Bindle L, Brauer M, Brook JR, Garay MJ, Hsu NC, Kalashnikova OV, Kahn RA, Lee C, Levy RC, Lyapustin A, Sayer AM, Martin RV (2021) Monthly global estimates of fine particulate matter and their uncertainty. Environmental Science & Technology 55(22), 15287-15300.
| Crossref | Google Scholar | PubMed |
Vardoulakis S, Jalaludin BB, Morgan GG, Hanigan IC, Johnston FH (2020) Bushfire smoke: urgent need for a national health protection strategy. Medical Journal of Australia 212(8), 349-353.e1.
| Crossref | Google Scholar | PubMed |
Volkova L, Roxburgh SH, Surawski NC, Meyer CM, Weston CJ (2019) Improving reporting of national greenhouse gas emissions from forest fires for emission reduction benefits: an example from Australia. Environmental Science & Policy 94, 49-62.
| Crossref | Google Scholar |