☆ 4.5 Article

Machine-Learning Based Analysis of Liquid Water Path Adjustments to Aerosol Perturbations in Marine Boundary Layer Clouds Using Satellite Observations

ATMOSPHERE (2022)

相关参考文献

注意：仅列出部分参考文献，下载原文获取全部文献信息。

Article Geosciences, Multidisciplinary

Attribution of Observed Recent Decrease in Low Clouds Over the Northeastern Pacific to Cloud-Controlling Factors

Hendrik Andersen et al.

Summary: Marine low clouds play a role in cooling the Earth's climate, with their coverage controlled by environmental factors. A significant decrease in LCC in the northeastern Pacific over the past two decades is linked to a decrease in inversion strength and near-surface winds, as well as an increase in sea surface temperatures. The choice of predictors is found to be more important than the method in analyzing LCC trends.

GEOPHYSICAL RESEARCH LETTERS (2022)

添加到收藏夹

Article Environmental Sciences

Quantifying albedo susceptibility biases in shallow clouds

Graham Feingold et al.

Summary: The evaluation of radiative forcing associated with aerosol-cloud interactions is a significant source of uncertainty in future climate projections. Aerosol particles influence clouds locally, and averaging to larger spatial and temporal scales carries biases due to the heterogeneity and spatial correlation of the interacting fields and the nonlinearity of the responses. The study finds that spatial aggregation biases can be on the order of hundreds of percent, depending on the methodology. Key uncertainties arise from the adiabatic drop concentration retrieval, the correlation between aerosol and cloud fields, and the extent of averaging. Temporal aggregation biases offset spatial aggregation biases. These spatial and temporal biases have significant implications for observing aerosol indirect effects and inferring aerosol-cloud-radiation effects.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2022)

添加到收藏夹

Article Environmental Sciences

Factors affecting precipitation formation and precipitation susceptibility of marine stratocumulus with variable above- and below-cloud aerosol concentrations over the Southeast Atlantic

Siddhant Gupta et al.

Summary: Aerosol-cloud-precipitation interactions (ACIs) contribute to uncertainties in climate models. Observations from the ORACLES field campaign showed that contact between biomass burning aerosols and marine stratocumulus resulted in precipitation suppression and reduced precipitation susceptibility. Different aerosol concentrations also influenced cloud microphysical properties.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2022)

添加到收藏夹

Article Environmental Sciences

Albedo susceptibility of northeastern Pacific stratocumulus: the role of covarying meteorological conditions

Jianhao Zhang et al.

Summary: This study quantifies the sensitivity of marine low clouds to aerosol perturbations using satellite observations. The results show that cloud state plays a dominant role in determining cloud albedo susceptibility, while meteorological factors have a smaller impact. The study also identifies clear brightening and darkening regimes based on cloud liquid water path and cloud droplet number concentration, consistent with previous research on aerosol-cloud interactions.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2022)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Assessment of COVID-19 effects on satellite-observed aerosol loading over China with machine learning

Hendrik Andersen et al.

Summary: This study used a machine learning model to estimate aerosol optical depth (AOD) during the lockdown in China, finding no clear decrease in AOD during this period. The comparison between model-expected and observed AOD indicated that meteorological influences actually increased AOD in some regions, highlighting the complexity of aerosol variability and the challenges of attribution.

TELLUS SERIES B-CHEMICAL AND PHYSICAL METEOROLOGY (2021)

添加到收藏夹

Article Environmental Sciences

Cloud drop number concentrations over the western North Atlantic Ocean: seasonal cycle, aerosol interrelationships, and other influential factors

Hossein Dadashazar et al.

Summary: Cloud drop number concentrations (N-d) over the western North Atlantic Ocean (WNAO) are highest in winter and lowest in summer, contrasting with peak aerosol proxy variables in spring and summer. Factors explaining the seasonal cycles include cold-air outbreak conditions and winds aligned with continental outflow. Machine learning models identified cloud fraction as the most important factor influencing N-d for winter and summer, with other factors such as CAO index and surface mass concentrations also playing a role.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2021)

添加到收藏夹

Article Environmental Sciences

An overview of the ORACLES (ObseRvations of Aerosols above CLouds and their intEractionS) project: aerosol-cloud-radiation interactions in the southeast Atlantic basin

Jens Redemann et al.

Summary: ORACLES project aims to study the climate effects of African biomass burning aerosols by observing key interactions between aerosols and clouds, addressing uncertainties in climate models.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2021)

添加到收藏夹

Article Environmental Sciences

The CLoud-Aerosol-Radiation Interaction and Forcing: Year 2017 (CLARIFY-2017) measurement campaign

Jim M. Haywood et al.

Summary: The representations of clouds, aerosols, and cloud-aerosol-radiation impacts are key uncertainties in climate change. The southeast Atlantic region is optimal for studying aerosol-radiation and aerosol-cloud interactions, but existing satellite observations lack the necessary resolution for detailed assessment. The CLARIFY-2017 program aims to improve model estimates, cloud properties, satellite retrievals, and the impacts of aerosols in weather and climate models.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2021)

添加到收藏夹

Article Environmental Sciences

Meteorology-driven variability of air pollution (PM1) revealed with explainable machine learning

Roland Stirnberg et al.

Summary: This study uses a data-driven approach to investigate the meteorology-driven component of PM1 variability, finding that winter pollution is influenced by shallow mixed layer heights, low temperatures, low wind speeds, or inflow from northeastern wind directions, while summer pollution is driven by high temperatures, dry spells, and low wind speeds.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2021)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Mapping and Understanding Patterns of Air Quality Using Satellite Data and Machine Learning

Roland Stirnberg et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2020)

添加到收藏夹

Article Environmental Sciences

Mid-level clouds are frequent above the southeast Atlantic stratocumulus clouds

Adeyemi A. Adebiyi et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2020)

添加到收藏夹

Article Environmental Sciences

Stratocumulus cloud clearings: statistics from satellites, reanalysis models, and airborne measurements

Hossein Dadashazar et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2020)

添加到收藏夹

Article Environmental Sciences

Constraining the Twomey effect from satellite observations: issues and perspectives

Johannes Quaas et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2020)

添加到收藏夹

Article Computer Science, Artificial Intelligence

From local explanations to global understanding with explainable AI for trees

Scott M. Lundberg et al.

NATURE MACHINE INTELLIGENCE (2020)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Assessment of aerosol-cloud-radiation correlations in satellite observations, climate models and reanalysis

F. A. -M. Bender et al.

CLIMATE DYNAMICS (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Deep learning and process understanding for data-driven Earth system science

Markus Reichstein et al.

NATURE (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Analysis of polarimetric satellite measurements suggests stronger cooling due to aerosol-cloud interactions

Otto P. Hasekamp et al.

NATURE COMMUNICATIONS (2019)

添加到收藏夹

Article Environmental Sciences

Constraining the aerosol influence on cloud liquid water path

Edward Gryspeerdt et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2019)

添加到收藏夹

Article Multidisciplinary Sciences

Aerosol effects on cloud water amounts were successfully simulated by a global cloud-system resolving model

Yousuke Sato et al.

NATURE COMMUNICATIONS (2018)

添加到收藏夹

Article Engineering, Biomedical

Explainable machine-learning predictions for the prevention of hypoxaemia during surgery

Scott M. Lundberg et al.

NATURE BIOMEDICAL ENGINEERING (2018)

添加到收藏夹

Article Environmental Sciences

Aerosol midlatitude cyclone indirect effects in observations and high-resolution simulations

Daniel T. McCoy et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2018)

添加到收藏夹

Article Environmental Sciences

Building a cloud in the southeast Atlantic: understanding low-cloud controls based on satellite observations with machine learning

Julia Fuchs et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2018)

添加到收藏夹

Article Geosciences, Multidisciplinary

Assessment of simulated aerosol effective radiative forcings in the terrestrial spectrum

Irene Heyn et al.

GEOPHYSICAL RESEARCH LETTERS (2017)

添加到收藏夹

Article Multidisciplinary Sciences

Constraining the instantaneous aerosol influence on cloud albedo

Edward Gryspeerdt et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2017)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

On the Influence of Air Mass Origin on Low-Cloud Properties in the Southeast Atlantic

Julia Fuchs et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2017)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

The global aerosol-cloud first indirect effect estimated using MODIS, MERRA, and AeroCom

D. T. Mccoy et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2017)

添加到收藏夹

Article Environmental Sciences

Unveiling aerosol-cloud interactions - Part 1: Cloud contamination in satellite products enhances the aerosol indirect forcing estimate

Matthew W. Christensen et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Environmental Sciences

Unveiling aerosol-cloud interactions - Part 2: Minimising the effects of aerosol swelling and wet scavenging in ECHAM6-HAM2 for comparison to satellite data

David Neubauer et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Environmental Sciences

Global and regional estimates of warm cloud droplet number concentration based on 13 years of AQUA-MODIS observations

Ralf Bennartz et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Environmental Sciences

Understanding the drivers of marine liquid-water cloud occurrence and properties with global observations using neural networks

Hendrik Andersen et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Environmental Sciences

Time-dependent, non-monotonic response of warm convective cloud fields to changes in aerosol loading

Guy Dagan et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Environmental Sciences

The relative importance of macrophysical and cloud albedo changes for aerosol-induced radiative effects in closed-cell stratocumulus: insight from the modelling of a case study

Daniel P. Grosvenor et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2017)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Global observations of cloud-sensitive aerosol loadings in low-level marine clouds

H. Andersen et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2016)

添加到收藏夹

Article Environmental Sciences

The source of discrepancies in aerosol-cloud-precipitation interactions between GCM and A-Train retrievals

Takuro Michibata et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2016)

添加到收藏夹

Article Environmental Sciences

How thermodynamic environments control stratocumulus microphysics and interactions with aerosols

Hendrik Andersen et al.

ENVIRONMENTAL RESEARCH LETTERS (2015)

添加到收藏夹

Article Geosciences, Multidisciplinary

Positive tropical marine low-cloud cover feedback inferred from cloud-controlling factors

Xin Qu et al.

GEOPHYSICAL RESEARCH LETTERS (2015)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Observations of the Variation in Aerosol and Cloud Microphysics along the 20°S Transect on 13 November 2008 during VOCALS-REx

Zhiqiang Cui et al.

JOURNAL OF THE ATMOSPHERIC SCIENCES (2014)

添加到收藏夹

Article Geosciences, Multidisciplinary

Satellite-based estimate of global aerosol-cloud radiative forcing by marine warm clouds

Yi-Chun Chen et al.

NATURE GEOSCIENCE (2014)

添加到收藏夹

Article Multidisciplinary Sciences

From aerosol-limited to invigoration of warm convective clouds

Ilan Koren et al.

SCIENCE (2014)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Quantifying components of aerosol-cloud-radiation interactions in climate models

Mark D. Zelinka et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2014)

添加到收藏夹

Article Environmental Sciences

Satellite observations of cloud regime development: the role of aerosol processes

E. Gryspeerdt et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2014)

添加到收藏夹

Review Meteorology & Atmospheric Sciences

Stratocumulus Clouds

Robert Wood

MONTHLY WEATHER REVIEW (2012)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

Improvements of top-of-atmosphere and surface irradiance computations with CALIPSO-, CloudSat-, and MODIS-derived cloud and aerosol properties

Seiji Kato et al.

JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES (2011)

添加到收藏夹

Article Geosciences, Multidisciplinary

Can aerosol decrease cloud lifetime?

Jennifer D. Small et al.

GEOPHYSICAL RESEARCH LETTERS (2009)

添加到收藏夹

Review Environmental Sciences

Aerosol indirect effects - general circulation model intercomparison and evaluation with satellite data

J. Quaas et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2009)

添加到收藏夹

Article Ecology

A working guide to boosted regression trees

J. Elith et al.

JOURNAL OF ANIMAL ECOLOGY (2008)

添加到收藏夹

Article Multidisciplinary Sciences

Global temperature stabilization via controlled albedo enhancement of low-level maritime clouds

John Latham et al.

PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES (2008)

添加到收藏夹

Article Geosciences, Multidisciplinary

Cloud droplet sedimentation, entrainment efficiency, and subtropical stratocumulus albedo

C. S. Bretherton et al.

GEOPHYSICAL RESEARCH LETTERS (2007)

添加到收藏夹

Article Meteorology & Atmospheric Sciences

On the relationship between stratiform low cloud cover and lower-tropospheric stability

Robert Wood et al.

JOURNAL OF CLIMATE (2006)

添加到收藏夹

Article Environmental Sciences

Constraining the total aerosol indirect effect in the LMDZ and ECHAM4 GCMs using MODIS satellite data

J Quaas et al.

ATMOSPHERIC CHEMISTRY AND PHYSICS (2006)

添加到收藏夹

Article Geosciences, Multidisciplinary

An analysis of statistical characteristics of stratus and stratocumulus over eastern Pacific

MY Zhou et al.

GEOPHYSICAL RESEARCH LETTERS (2006)

添加到收藏夹

Article Multidisciplinary Sciences

The impact of humidity above stratiform clouds on indirect aerosol climate forcing

AS Ackerman et al.

NATURE (2004)

添加到收藏夹

Article Geosciences, Multidisciplinary

Modeling of the first indirect effect: Analysis of measurement requirements

G Feingold

GEOPHYSICAL RESEARCH LETTERS (2003)

添加到收藏夹

© Peeref 2019-2024. All rights reserved.