globalDat

A list of the observations and expected responses 
to different external forcings with name
<code>Y</code>, <code>X</code>, <code>ctlruns</code>, <code>nruns.X</code> and <code>Xtilde</code>
where<ul>
<li><code>Y</code>: the \(5^\circ \times 5^\circ\) gridded observations on global scale</li>
<li><code>X</code>: a data matrix of the expected responses to external forcing;</li>
<li><code>ctlruns</code>: replicates of control runs from pre-industrial simulations</li>
<li><code>nruns.X</code>: number of runs for the estimated responses to external forcings</li>
<li><code>Xtilde</code>: the selected estimated responses to external forcing ANT and NAT</li>
</ul>

datasets

Conduct detection and attribution of climate change using methods including optimal fingerprinting via
generalized total least squares or estimating equation approach from Ma et al. (2023) <doi:10.1175/JCLI-D-22-0681.1>.
Provide shrinkage estimators for covariance matrix from Ledoit and Wolf (2004) <doi:10.1016/S0047-259X(03)00096-4>,
and Ledoit and Wolf (2017) <doi:10.2139/ssrn.2383361>.

Yan Li

dacc

Detection and Attribution Analysis of Climate Change

Kun Chen

Jun Yan

globalDat function

A data list with the observed and simulated data on global scale.

globalDat: Sample Dataset Used in Numerical Studies of "Detection and Attribution Analysis of Temperature Changes with Estimating Equations".

Description

Usage

Arguments

Format

Examples