Yang Mingxi, Moffat David, Dong Yuanxu, Bidlot Jean-Raymond
Plymouth Marine Laboratory, Plymouth PL1 3DH, United Kingdom.
Marine Biogeochemistry Research Division, GEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel 24148, Germany.
PNAS Nexus. 2024 Sep 4;3(9):pgae389. doi: 10.1093/pnasnexus/pgae389. eCollection 2024 Sep.
Understanding processes driving air-sea gas transfer and being able to model both its mean and variability are critical for studies of climate and carbon cycle. The air-sea gas transfer velocity ( ) is almost universally parameterized as a function of wind speed in large scale models-an oversimplification that buries the mechanisms controlling and neglects much natural variability. Sea state has long been speculated to affect gas transfer, but consistent relationships from in situ observations have been elusive. Here, applying a machine learning technique to an updated compilation of shipboard direct observations of the CO transfer velocity ( ), we show that the inclusion of significant wave height improves the model simulation of , while parameters such as wave age, wave steepness, and swell-wind directional difference have little influence on . Wind history is found to be important, as in high seas during periods of falling winds exceed periods of rising winds by ∼20% in the mean. This hysteresis in is consistent with the development of waves and increase in whitecap coverage as the seas mature. A similar hysteresis is absent from the transfer of a more soluble gas, confirming that the sea state dependence in is primarily due to bubble-mediated gas transfer upon wave breaking. We propose a new parameterization of as a function of wind stress and significant wave height, which resemble observed both in the mean and on short timescales.
了解驱动海气气体交换的过程并能够对其均值和变率进行建模,对于气候和碳循环研究至关重要。在大规模模型中,海气气体交换速度( )几乎普遍被参数化为风速的函数——这是一种过于简化的做法,掩盖了控制 的机制,并忽略了许多自然变率。长期以来,人们一直推测海况会影响气体交换,但原位观测得出的一致关系一直难以捉摸。在此,我们将机器学习技术应用于更新后的船上直接观测CO交换速度( )的汇编数据,结果表明纳入有效波高可改善对 的模型模拟,而诸如波龄、波陡和涌浪 - 风向差异等参数对 影响不大。发现风的历史很重要,因为在公海中,平均而言,风速下降期间的 超过风速上升期间的 约20%。 的这种滞后现象与波浪的发展以及随着海面成熟白帽覆盖率的增加相一致。对于更易溶气体的交换不存在类似的滞后现象,这证实了 对海况的依赖性主要是由于波浪破碎时气泡介导的气体交换。我们提出了一种将 参数化为风应力和有效波高函数的新方法,该方法在均值和短时间尺度上都与观测到的 相似。