Abstract Phosphorus (P) limitation of aboveground plant production is usually assumed to occur in tropical regions but rarely elsewhere. Here we report that such P limitation is more widespread and much stronger than previously estimated. In our global meta-analysis, almost half (46.2%) of 652 P-addition field experiments reveal a significant P limitation on aboveground plant production. Globally, P additions increase aboveground plant production by 34.9% in natural terrestrial ecosystems, which is 7.0–15.9% higher than previously suggested. In croplands, by contrast, P additions increase aboveground plant production by only 13.9%, probably because of historical fertilizations. The magnitude of P limitation also differs among climate zones and regions, and is driven by climate, ecosystem properties, and fertilization regimes. In addition to confirming that P limitation is widespread in tropical regions, our study demonstrates that P limitation often occurs in other regions. This suggests that previous studies have underestimated the importance of altered P supply on aboveground plant production in natural terrestrial ecosystems.
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Convolutional neural networks applied to differential dynamic microscopy reduces noise when quantifying heterogeneous dynamics
Quantifying dynamics in non-equilibrium systems is challenged by the competing demands of fine temporal resolution and of sufficient time averaging to reduce noise. We address this by combining differential dynamic microscopy and machine learning.
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- Award ID(s):
- 2050846
- PAR ID:
- 10575872
- Publisher / Repository:
- Royal Society of Chemistry
- Date Published:
- Journal Name:
- Soft Matter
- Volume:
- 20
- Issue:
- 39
- ISSN:
- 1744-683X
- Page Range / eLocation ID:
- 7880 to 7890
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
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