Sonabend-W Aaron, Elkin Carl, Dean Thomas, Dudley John, Ali Noman, Blickstein Jill, Brand Erica, Broshears Brian, Chen Sixing, Engberg Zebediah, Galyen Mark, Geraedts Scott, Goyal Nita, Grenham Rebecca, Hager Ulrike, Hecker Deborah, Jany Marco, McCloskey Kevin, Ng Joe, Norris Brian, Opel Frank, Rothenberg Juliet, Sankar Tharun, Sanekommu Dinesh, Sarna Aaron, Schütt Ole, Shapiro Marc, Soh Rachel, Van Arsdale Christopher, Platt John C
Google Research, Mountain View, CA, USA.
Breakthrough Energy, Contrails, Kirkland, WA, USA.
Commun Eng. 2024 Dec 20;3(1):184. doi: 10.1038/s44172-024-00329-7.
Contrails, formed by aircraft engines, are a major component of aviation's impact on anthropogenic climate change. Contrail avoidance is a potential option to mitigate this warming effect, however, uncertainties surrounding operational constraints and accurate formation prediction make it unclear whether it is feasible. Here we address this gap with a feasibility test through a randomized controlled trial of contrail avoidance in commercial aviation at the per-flight level. Predictions for regions prone to contrail formation came from a physics-based simulation model and a machine learning model. Participating pilots made altitude adjustments based on contrail formation predictions for flights assigned to the treatment group. Using satellite-based imagery we observed 64% fewer contrails in these flights relative to the control group flights, a statistically significant reduction (p = 0.0331). Our targeted per-flight intervention allowed the airline to track their expected vs actual fuel usage, we found that there is a 2% increase in fuel per adjusted flight. This study demonstrates that per-flight detectable contrail avoidance is feasible in commercial aviation.
由飞机发动机形成的凝结尾迹是航空对人为气候变化影响的一个主要组成部分。避免形成凝结尾迹是减轻这种变暖效应的一个潜在选择,然而,围绕运行限制和准确形成预测的不确定性使得其是否可行尚不清楚。在此,我们通过在商业航空中进行的飞行级别的凝结尾迹避免随机对照试验的可行性测试来填补这一空白。对易于形成凝结尾迹区域的预测来自基于物理的模拟模型和机器学习模型。参与的飞行员根据分配到治疗组的航班的凝结尾迹形成预测进行高度调整。利用基于卫星的图像,我们观察到这些航班中的凝结尾迹比对照组航班少64%,这是一个具有统计学意义的减少(p = 0.0331)。我们针对每次飞行的干预措施使航空公司能够跟踪其预期与实际的燃料使用情况,我们发现每次调整后的航班燃料增加了2%。这项研究表明,在商业航空中每次飞行可检测的凝结尾迹避免是可行的。