skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Observed and modeled patterns of covariability between low-level cloudiness and the structure of the trade-wind layer

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1002/2015MS000483· OSTI ID:1243066
 [1];  [2];  [3];  [3]
  1. Max Planck Institute for Meteorology, Hamburg (Germany); Massachusetts Institute of Technology, Cambridge, MA (United States)
  2. National Center for Atmospheric Research, Boulder, CO (United States)
  3. European Centre for Medium-Range Weather Forecasts, Reading (United Kingdom)

We present patterns of covariability between low-level cloudiness and the trade-wind boundary layer structure using long-term measurements at a site representative of dynamical regimes with moderate subsidence or weak ascent. We compare these with ECMWF’s Integrated Forecast System and 10 CMIP5 models. By using single-time step output at a single location, we find that models can produce a fairly realistic trade-wind layer structure in long-term means, but with unrealistic variability at shorter-time scales. The unrealistic variability in modeled cloudiness near the lifting condensation level (LCL) is due to stronger than observed relationships with mixed-layer relative humidity (RH) and temperature stratification at the mixed-layer top. Those relationships are weak in observations, or even of opposite sign, which can be explained by a negative feedback of convection on cloudiness. Cloudiness near cumulus tops at the tradewind inversion instead varies more pronouncedly in observations on monthly time scales, whereby larger cloudiness relates to larger surface winds and stronger trade-wind inversions. However, these parameters appear to be a prerequisite, rather than strong controlling factors on cloudiness, because they do not explain submonthly variations in cloudiness. Models underestimate the strength of these relationships and diverge in particular in their responses to large-scale vertical motion. No model stands out by reproducing the observed behavior in all respects. As a result, these findings suggest that climate models do not realistically represent the physical processes that underlie the coupling between trade-wind clouds and their environments in present-day climate, which is relevant for how we interpret modeled cloud feedbacks.

Research Organization:
University Corporation for Atmospheric Research, Boulder, CO (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
FC02-97ER62402
OSTI ID:
1243066
Journal Information:
Journal of Advances in Modeling Earth Systems, Vol. 7, Issue 4; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 36 works
Citation information provided by
Web of Science

References (38)

Model of the Thermodynamic Structure of the Trade-Wind Boundary Layer: Part I. Theoretical Formulation and Sensitivity Tests journal January 1979
Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models journal January 2005
A Parameterization of the Cloudiness Associated with Cumulus Convection; Evaluation Using TOGA COARE Data journal November 2001
Mechanisms of marine low cloud sensitivity to idealized climate perturbations: A single-LES exploration extending the CGILS cases: LES OF BOUNDARY-LAYER CLOUD FEEDBACK journal May 2013
Shallowness of tropical low clouds as a predictor of climate models’ response to warming journal October 2015
On the Seasonal and Synoptic Time-Scale Variability of the North Atlantic Trade Wind Region and Its Low-Level Clouds journal April 2015
A Cumulus Representation Based on the Episodic Mixing Model: The Importance of Mixing and Microphysics in Predicting Humidity book January 1993
Evaluating Boundary Layer–Based Mass Flux Closures Using Cloud-Resolving Model Simulations of Deep Convection journal July 2010
Multimodel assessment of the upper troposphere and lower stratosphere: Tropics and global trends journal January 2010
Synoptic Variability of Low-Cloud Properties and Meteorological Parameters in the Subtropical Trade Wind Boundary Layer journal August 1997
The Seasonal Cycle of Low Stratiform Clouds journal August 1993
Factors influencing cloud area at the capping inversion for shallow cumulus clouds journal April 2009
Revealing differences in GCM representations of low clouds journal November 2009
Low-latitude boundary layer clouds as seen by CALIPSO journal January 2010
A simple equilibrium model for shallow-cumulus-topped mixed layers journal October 2006
Continuous Single-Column Model Evaluation at a Permanent Meteorological Supersite journal September 2012
The Influence of Wind Speed on Shallow Marine Cumulus Convection journal January 2012
The distribution and variability of low-level cloud in the North Atlantic trades: Distribution and Variability of Low-level Cloud in the Trades journal February 2014
The behavior of trade-wind cloudiness in observations and models: The major cloud components and their variability: Observed and modeled trade-wind clouds journal April 2015
Evaluating Parameterizations in General Circulation Models: Climate Simulation Meets Weather Prediction journal December 2004
On the spread of changes in marine low cloud cover in climate model simulations of the 21st century journal September 2013
A Comparison of the CCM3 Model Climate Using Diagnosed and Predicted Condensate Parameterizations journal July 1998
Spread in model climate sensitivity traced to atmospheric convective mixing journal January 2014
A cloud parametrization scheme derived from GATE data for use with a numerical model journal October 1980
The Development and Verification of A Cloud Prediction Scheme For the Ecmwf Model journal July 1987
Bulk boundary-layer concepts for simplified models of tropical dynamics journal August 2006
Simulations of Trade Wind Cumuli under a Strong Inversion journal July 2001
Condensation and Cloud Parameterization Studies with a Mesoscale Numerical Weather Prediction Model journal August 1989
A Comprehensive Mass Flux Scheme for Cumulus Parameterization in Large-Scale Models journal August 1989
Representation of Clouds in Large-Scale Models journal November 1993
A Prognostic Parameterization for the Subgrid-Scale Variability of Water Vapor and Clouds in Large-Scale Models and Its Use to Diagnose Cloud Cover journal June 2002
Controls on precipitation and cloudiness in simulations of trade-wind cumulus as observed during RICO: CONTROLS ON PRECIPITATION … IN TRADE-WIND CUMULUS journal February 2011
On the interpretation of inter-model spread in CMIP5 climate sensitivity estimates journal March 2013
The role of shallow convection in the water and energy cycles of the atmosphere journal October 2005
The diurnal cycle of marine cloud feedback in climate models journal July 2014
The Beijing Climate Center atmospheric general circulation model: description and its performance for the present-day climate journal December 2008
A New Global Climate Model of the Meteorological Research Institute: MRI-CGCM3 ^|^mdash;Model Description and Basic Performance^|^mdash; journal January 2012
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995

Cited By (17)

Evaluation of cloud base height in the North American Regional Reanalysis using ceilometer observations journal November 2019
Congestus modes in circulating equilibria of the tropical atmosphere in a two‐column model journal October 2018
Influence of deepening and mesoscale organization of shallow convection on stratiform cloudiness in the downstream trades
  • Vogel, Raphaela; Nuijens, Louise; Stevens, Bjorn
  • Quarterly Journal of the Royal Meteorological Society, Vol. 146, Issue 726 https://doi.org/10.1002/qj.3664
journal November 2019
Cloud feedback mechanisms and their representation in global climate models: Cloud feedback mechanisms and their representation in GCMs journal May 2017
Airborne Lidar Observations of Water Vapor Variability in Tropical Shallow Convective Environment book January 2017
Low-Cloud Feedbacks from Cloud-Controlling Factors: A Review book May 2016
EUREC4A: A Field Campaign to Elucidate the Couplings Between Clouds, Convection and Circulation journal September 2017
Characteristics of Optically Thin Coastal Florida Cumuli Derived From Surface-Based Lidar Measurements journal September 2018
Controls on the water vapor isotopic composition near the surface of tropical oceans and role of boundary layer mixing processes journal January 2019
Evaluating models' response of tropical low clouds to SST forcings using CALIPSO observations journal January 2019
The Cumulus And Stratocumulus CloudSat-CALIPSO Dataset (CASCCAD) journal January 2019
The Cloud Feedback Model Intercomparison Project (CFMIP) contribution to CMIP6 journal January 2017
Airborne Lidar Observations of Water Vapor Variability in Tropical Shallow Convective Environment journal October 2017
Low-Cloud Feedbacks from Cloud-Controlling Factors: A Review journal October 2017
The Cumulus And Stratocumulus CloudSat-CALIPSO Dataset (CASCCAD) posted_content May 2019
A New Look at the Daily Cycle of Trade Wind Cumuli text January 2019
Controls on the water vapor isotopic composition near the surface of tropical oceans and role of boundary layer mixing processes posted_content March 2019