Atmos. Chem. Phys., 20, 7125–7138, 2020 https://doi.org/10.5194/acp-20-7125-2020 © Author(s) 2020. This work is distributed under the Creative Commons Attribution 4.0 License. Linking large-scale circulation patterns to low-cloud properties Timothy W. Juliano1 and Zachary J. Lebo2 1Research Applications Laboratory, National Center for Atmospheric Research, Boulder, CO 80301, USA 2Department of Atmospheric Science, University of Wyoming, Laramie, WY 82071, USA Correspondence: Timothy W. Juliano (
[email protected]) Received: 18 September 2019 – Discussion started: 21 October 2019 Revised: 29 April 2020 – Accepted: 21 May 2020 – Published: 17 June 2020 Abstract. The North Pacific High (NPH) is a fundamental by a strong (∼ 10 K) and sharp O(100–500 m) thermal in- meteorological feature present during the boreal warm sea- version (e.g., Parish, 2000). Despite their substantive role in son. Marine boundary layer (MBL) clouds, which are per- the radiation budget (global shortwave cloud radiative effect −2 sistent in this oceanic region, are influenced directly by the (CRESW) of ∼ 60–120 Wm ; e.g., Yi and Jian, 2013), MBL NPH. In this study, we combine 11 years of reanalysis and clouds and their radiative response to changes in the climate an unsupervised machine learning technique to examine the system are not simulated accurately by global climate models gamut of 850 hPa synoptic-scale circulation patterns. This (e.g., Palmer and Anderson, 1994; Delecluse et al., 1998; Ba- approach reveals two distinguishable regimes – a dominant chiochi and Krishnamurti, 2000; Bony and Dufresne, 2005; NPH setup and a land-falling cyclone – and in between a Webb et al., 2006; Lin et al., 2014; Bender et al., 2016, 2018; spectrum of large-scale patterns.