TY - JOUR
T1 - Multi-scale mapping of Australia’s terrestrial and blue carbon stocks and their continental and bioregional drivers
AU - Walden, Lewis
AU - Serrano, Oscar
AU - Zhang, Mingxi
AU - Shen, Zefang
AU - Sippo, James Z.
AU - Bennett, Lauren T.
AU - Maher, Damien T.
AU - Lovelock, Catherine E
AU - Macreadie, Peter I
AU - Gorham, Connor
AU - Lafratta, Anna
AU - Lavery, P. S.
AU - Mosley, Luke
AU - Reithmaier, Gloria M. S.
AU - Kelleway, Jeffrey J.
AU - Dittmann, Sabine
AU - Adame, Fernanda
AU - Duarte, Carlos M.
AU - Gallagher, John Barry
AU - Waryszak, Pawel
AU - Carnell, Paul
AU - Kasel, Sabine
AU - Hinko-Najera, Nina
AU - Hassan, Rakib
AU - Goddard, Madeline
AU - Jones, Alice R.
AU - Viscarra Rossel, Raphael A.
N1 - KAUST Repository Item: Exported on 2023-06-06
Acknowledgements: R.A.V.R., L.W., Z.S., and O.S. thank the Australian Government for funding this research via grant ACSRIV000077. O.S. thanks the additional support of I+D+i projects RYC2019-027073-I and PIE HOLOCENO 20213AT014 funded by MCIN/AEI/10.13039/501100011033 and FEDER20213AT014. We thank contributions from Dr. Andy Stevens, Lindsay Hutley, and the many colleagues who contributed to the collection of soil samples and data used in this research. This work is supported by the use of (i) Terrestrial Ecosystem Research Network (TERN) infrastructure, which is enabled by the Australian Government’s National Collaborative Research Infrastructure Strategy (NCRIS) and (ii) computational resources in the Pawsey Supercomputing Centre, which is funded by the Australian Government and the Government of Western Australia.
PY - 2023/6/1
Y1 - 2023/6/1
N2 - The soil in terrestrial and coastal blue carbon ecosystems is an important carbon sink. National carbon inventories require accurate assessments of soil carbon in these ecosystems to aid conservation, preservation, and nature-based climate change mitigation strategies. Here we harmonise measurements from Australia’s terrestrial and blue carbon ecosystems and apply multi-scale machine learning to derive spatially explicit estimates of soil carbon stocks and the environmental drivers of variation. We find that climate and vegetation are the primary drivers of variation at the continental scale, while ecosystem type, terrain, clay content, mineralogy and nutrients drive subregional variations. We estimate that in the top 0–30 cm soil layer, terrestrial ecosystems hold 27.6 Gt (19.6–39.0 Gt), and blue carbon ecosystems 0.35 Gt (0.20–0.62 Gt). Tall open eucalypt and mangrove forests have the largest soil carbon content by area, while eucalypt woodlands and hummock grasslands have the largest total carbon stock due to the vast areas they occupy. Our findings suggest these are essential ecosystems for conservation, preservation, emissions avoidance, and climate change mitigation because of the additional co-benefits they provide.
AB - The soil in terrestrial and coastal blue carbon ecosystems is an important carbon sink. National carbon inventories require accurate assessments of soil carbon in these ecosystems to aid conservation, preservation, and nature-based climate change mitigation strategies. Here we harmonise measurements from Australia’s terrestrial and blue carbon ecosystems and apply multi-scale machine learning to derive spatially explicit estimates of soil carbon stocks and the environmental drivers of variation. We find that climate and vegetation are the primary drivers of variation at the continental scale, while ecosystem type, terrain, clay content, mineralogy and nutrients drive subregional variations. We estimate that in the top 0–30 cm soil layer, terrestrial ecosystems hold 27.6 Gt (19.6–39.0 Gt), and blue carbon ecosystems 0.35 Gt (0.20–0.62 Gt). Tall open eucalypt and mangrove forests have the largest soil carbon content by area, while eucalypt woodlands and hummock grasslands have the largest total carbon stock due to the vast areas they occupy. Our findings suggest these are essential ecosystems for conservation, preservation, emissions avoidance, and climate change mitigation because of the additional co-benefits they provide.
UR - http://hdl.handle.net/10754/692388
UR - https://www.nature.com/articles/s43247-023-00838-x
U2 - 10.1038/s43247-023-00838-x
DO - 10.1038/s43247-023-00838-x
M3 - Article
SN - 2662-4435
VL - 4
JO - Communications Earth & Environment
JF - Communications Earth & Environment
IS - 1
ER -