Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Signs of climate variability in double tropopause global distribution from radio occultation data

View through CrossRef
Abstract. In a standard atmosphere, there is a single lapse rate tropopause (in what follows, tropopause) that separates the troposphere below from the stratosphere above. However, in certain situations, such as in regions of strong vertical wind shear or associated with certain weather phenomena, a second tropopause layer may form above the standard tropopause. The presence of a double tropopause (DT) can have implications for atmospheric and climate studies, as it may be associated with dynamic and complex weather patterns. Based on 14 years of temperature profiles retrieved by GNSS radio occultation and the resulting DT, a possible relationship between the spatio-temporal distribution of the relative number of DT to simple tropopauses (NDT) (or dependent variable) and a set of monthly climate indices (or features) is explored with a focus on the methodological approach. A cluster analysis is applied to geographically associate the DT occurrences with the climate indices. Then a multivariate linear regression is constructed using a progression of different models to identify the relevant features for the occurrence of DTs. On a global scale, from a hierarchical cluster analysis six sub-regions with different location and spread characteristics are identified. In addition to the condition of linearity in the residuals, the performance of each model in the train and test populations is evaluated to discard possible overfitting. The required conditions of non-collinearity, stationarity and cross-correlation between the features and the relative number of NDT after the removal of the climatological mean for each month (NDT’) are checked. Mean squared errors, adjusted coefficient of determination (adjusted R2) and number of degrees of freedom (F-statistic) parameters are evaluated for each model obtained. Taking into account the constraints of the present analysis, the most relevant climatic indices for the distribution of NDT' are identified.
Title: Signs of climate variability in double tropopause global distribution from radio occultation data
Description:
Abstract.
In a standard atmosphere, there is a single lapse rate tropopause (in what follows, tropopause) that separates the troposphere below from the stratosphere above.
However, in certain situations, such as in regions of strong vertical wind shear or associated with certain weather phenomena, a second tropopause layer may form above the standard tropopause.
The presence of a double tropopause (DT) can have implications for atmospheric and climate studies, as it may be associated with dynamic and complex weather patterns.
Based on 14 years of temperature profiles retrieved by GNSS radio occultation and the resulting DT, a possible relationship between the spatio-temporal distribution of the relative number of DT to simple tropopauses (NDT) (or dependent variable) and a set of monthly climate indices (or features) is explored with a focus on the methodological approach.
A cluster analysis is applied to geographically associate the DT occurrences with the climate indices.
Then a multivariate linear regression is constructed using a progression of different models to identify the relevant features for the occurrence of DTs.
On a global scale, from a hierarchical cluster analysis six sub-regions with different location and spread characteristics are identified.
In addition to the condition of linearity in the residuals, the performance of each model in the train and test populations is evaluated to discard possible overfitting.
The required conditions of non-collinearity, stationarity and cross-correlation between the features and the relative number of NDT after the removal of the climatological mean for each month (NDT’) are checked.
Mean squared errors, adjusted coefficient of determination (adjusted R2) and number of degrees of freedom (F-statistic) parameters are evaluated for each model obtained.
Taking into account the constraints of the present analysis, the most relevant climatic indices for the distribution of NDT' are identified.

Related Results

TGO-Earth radio occultation: a new data source for Mars neutral atmosphere profiling
TGO-Earth radio occultation: a new data source for Mars neutral atmosphere profiling
Radio occultation is a powerful remote sensing technique used to probe planetary atmospheres. By analysing the bending of a spacecraft’s radio signal as it passes through the atmos...
“The Earth Is Dying, Bro”
“The Earth Is Dying, Bro”
Climate Change and Children Australian children are uniquely situated in a vast landscape that varies drastically across locations. Spanning multiple climatic zones—from cool tempe...
On the occurrence of enhanced vertical wind shear in the tropopause region: A ten year ERA5 northern hemispheric study
On the occurrence of enhanced vertical wind shear in the tropopause region: A ten year ERA5 northern hemispheric study
Abstract. A climatology of the occurrence of enhanced wind shear in the UTLS is presented, which gives rise to define a tropopause shear layer (TSL). Enhanced wind shear in the tro...
Fifteen-years of Tropopause Altitude monitoring by GNSS Radio Occultation Measurements
Fifteen-years of Tropopause Altitude monitoring by GNSS Radio Occultation Measurements
<p>Tropopause altitude variability can be considered one of the most effective indicator  of climate changes.  In particular with warming/co...
Ethics of climate change : a normative account
Ethics of climate change : a normative account
Consider, for instance, you and your family have lived around a place where you enjoyed the flora and fauna of the land as well as the natural environment. Fishing and farming were...
Climate and Culture
Climate and Culture
Climate is, presently, a heatedly discussed topic. Concerns about the environmental, economic, political and social consequences of climate change are of central interest in academ...
Convective local tropopause modifications and entrance into the stratosphere - a modelling perspective
Convective local tropopause modifications and entrance into the stratosphere - a modelling perspective
Convection represents a major pathway of moisture and trace species into the upper troposphere. However, the role of convection for cross-tropopause transport is still under discus...

Back to Top