Investigating, forecasting and proposing emission mitigation pathways for CO2 emissions from fossil fuel combustion only: A case study of selected countries
Amos Oppong and
Joy Korang Agyeman
Energy Policy, 2019, vol. 130, issue C, 7-21
In this study, we investigate the direction of causal relationship between carbon dioxide (CO2) emissions from fossil fuel combustion only (CO2EFFCO) and economic growth for the USA, China, Canada, and Nigeria by using annual time series data for the period 1990–2016. The results depict a unidirectional causality running from gross domestic product per capita to CO2EFFCO for the USA, China, and Canada. However, no causality direction was found for Nigeria. Furthermore, with the quest to achieve cleaner energy targets, we formulate long short-term memory (LSTM) algorithm devoid of exogenous variables and assumptions required to forecast CO2EFFCO for the USA, China, Canada, and Nigeria. Based on the performance of our algorithm, we propose emission-mitigation pathways for the countries herein to follow to achieve zero CO2EFFCO by the year 2030. The emission-mitigation pathways demonstrate that intensifying and promoting current and future policies that mitigate CO2EFFCO based on our projections are enough to reduce energy-related CO2EFFCO to a considerable level.
Keywords: CO2 emissions; Long short-term memory (LSTM); Climate change; Forecasting; Forecast evaluation (search for similar items in EconPapers)
References: View references in EconPapers View complete reference list from CitEc
Citations: Track citations by RSS feed
Downloads: (external link)
Full text for ScienceDirect subscribers only
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
Persistent link: https://EconPapers.repec.org/RePEc:eee:enepol:v:130:y:2019:i:c:p:7-21
Access Statistics for this article
Energy Policy is currently edited by N. France
More articles in Energy Policy from Elsevier
Bibliographic data for series maintained by Dana Niculescu ().