https://www.nature.com/articles/s43247-025-02825-w

*Authors: *Tianle Yuan, Hua Song, Lili F. Boss & Michael S. Diamond

*14 November 2025*

*Abstract*
Ship emissions are a major source of aerosols over oceans, affecting both
air quality and energy balance of the climate. However, estimates of their
climate forcing diverge between studies relying on visible ship-tracks and
those based on models. Here we show that forcing due to visible ship-tracks
accounts for just 5% of the total forcing over the southeast Atlantic
shipping-lane. Most forcing from ship emissions comes from aerosols that do
not form detectable ship-tracks. They are only tips of the iceberg. We make
three forcing calculations, one bottom-up based on visible ship-tracks, one
top-down based on spatial relationships, and a hybrid approach that
combines top-down or model estimated cloud droplet number concentration
changes and cloud adjustments. Although the forcing based on machine
learning detected ship tracks is an order of magnitude greater than prior
results using manually detected ship-tracks, it remains only 5% of that
inferred by top-down or cloud adjustment based methods for pre-2020
shipping. The top-down and the combined cloud adjustments methods show
similar forcing for the post-2020 reduction in ships’ sulfur emission,
although the methods have important regional differences in cloud
adjustments that need further investigation. Our results reconcile a
long-standing discrepancy in the literature and have important implications
for aerosol indirect forcing and marine cloud brightening.

*Source: Communications Earth & Environment *

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