Mathematics and Computers in Simulation 69 (2005) 46–56
Modelling the spillover effects in the volatility of
atmospheric carbon dioxide concentrations
Suhejla Hoti
∗
, Michael McAleer, Felix Chan
School of Economics and Commerce, University of Western Australia,
35 Stirling Highway, Crawley, WA 6009, Australia
Available online 9 April 2005
Abstract
Atmospheric carbon dioxide concentrations (ACDC) are critical to the global temperature control system and
climate change, with ACDC levels having increased rapidly since the start of the industrial revolution in the late
1700s, and the climate having become quite unstable with significant temperature changes. For this reason, a critical
evaluation of ACDC levels is crucial for determining their impact on the global climate. The purpose of this paper is to
analyse the trends and volatility in ACDC levels using daily data from 1 January 1991 to 31 December 2002 collected
at two observatory stations, namely Ryori, Japan and Mauna Loa, USA. The conditional variance of ACDC levels
is analysed using three multivariate generalised autoregressive conditional heteroscedasticity (GARCH) models,
namely CCC, VARMA-GARCH and VARMA-AGARCH. These models are able to capture the dynamics in the
conditional variance and the spillover effects in the volatility of ACDC levels across the two observatory stations.
© 2005 IMACS. Published by Elsevier B.V. All rights reserved.
Keywords: Atmospheric carbon dioxide concentration; Multivariate conditional volatility models; Spillovers; Asymmetry;
Shocks
1. Introduction
Climate change has become a critical issue for policy makers and the general public around the world.
Atmospheric gases, such as water vapour, carbon dioxide, ozone, methane and nitrous oxide, are crucial
factors to the global natural temperature control system. These gases create a natural greenhouse effect
and keep the atmosphere warm. However, the rapidly expanding human activities since industrialisation
∗
Corresponding author.
E-mail address: Suhejla.Hoti@uwa.edu.au (S. Hoti).
0378-4754/$30.00 © 2005 IMACS. Published by Elsevier B.V. All rights reserved.
doi:10.1016/j.matcom.2005.02.018