Journal
GLOBAL CHANGE BIOLOGY
Volume 25, Issue 6, Pages 2077-2093Publisher
WILEY
DOI: 10.1111/gcb.14613
Keywords
biochar; machine learning; N leaching; N2O; NH3; spatial variability
Funding
- Natural Science Foundation of China [NFSC-41171191]
- Special Project on Agricultural Science and Technology [201503137]
- Danish Agency for Science, Technology and Innovation [1370-00036B]
- Special Project on the Basis of National Science and Technology of China: National Survey of Biological Nitrogen Fixation Resources in Paddies of China [2015FY110700]
- Science and Technology Supporting Project of Jiangsu Province [BE2013451]
- Blue Moon Fund USA
- Science and Technology Supporting Project of China [2013BAD11B01]
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Biochar application to croplands has been proposed as a potential strategy to decrease losses of soil-reactive nitrogen (N) to the air and water. However, the extent and spatial variability of biochar function at the global level are still unclear. Using Random Forest regression modelling of machine learning based on data compiled from the literature, we mapped the impacts of different biochar types (derived from wood, straw, or manure), and their interactions with biochar application rates, soil properties, and environmental factors, on soil N losses (NH3 volatilization, N2O emissions, and N leaching) and crop productivity. The results show that a suitable distribution of biochar across global croplands (i.e., one application of <40 t ha(-1) wood biochar for poorly buffered soils, such as those characterized by soil pH<5, organic carbon<1%, or clay>30%; and one application of <80 t ha(-1) wood biochar, <40 t ha(-1) straw biochar, or <10 t ha(-1) manure biochar for other soils) could achieve an increase in global crop yields by 222-766 Tg yr(-1) (4%-16% increase), a mitigation of cropland N2O emissions by 0.19-0.88 Tg N yr(-1) (6%-30% decrease), a decline of cropland N leaching by 3.9-9.2 Tg N yr(-1) (12%-29% decrease), but also a fluctuation of cropland NH3 volatilization by -1.9-4.7 Tg N yr(-1) (-12%-31% change). The decreased sum of the three major reactive N losses amount to 1.7-9.4 Tg N yr(-1), which corresponds to 3%-14% of the global cropland total N loss. Biochar generally has a larger potential for decreasing soil N losses but with less benefits to crop production in temperate regions than in tropical regions.
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