The AI gambit: leveraging artificial intelligence to combat climate change—opportunities, challenges, and recommendations
Игра с искусственным интеллектом: использование искусственного интеллекта для борьбы с изменением климата — возможности, вызовы и рекомендации
2021-10-18
SCID: 54.1/zr6jtsx4
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AI carbon footprintAI governanceartificial intelligenceclimate change mitigationgreenhouse gas emissions
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Abstract (AI)
In this article, we analyse the role that artificial intelligence (AI) could play, and is playing, to combat global climate change. We identify two crucial opportunities that AI offers in this domain: it can help improve and expand current understanding of climate change, and it can contribute to combatting the climate crisis effectively. However, the development of AI also raises two sets of problems when considering climate change: the possible exacerbation of social and ethical challenges already associated with AI, and the contribution to climate change of the greenhouse gases emitted by training data and computation-intensive AI systems. We assess the carbon footprint of AI research, and the factors that influence AI's greenhouse gas (GHG) emissions in this domain. We find that the carbon footprint of AI research may be significant and highlight the need for more evidence concerning the trade-off between the GHG emissions generated by AI research and the energy and resource efficiency gains that AI can offer. In light of our analysis, we argue that leveraging the opportunities offered by AI for global climate change whilst limiting its risks is a gambit which requires responsive, evidence-based, and effective governance to become a winning strategy. We conclude by identifying the European Union as being especially well-placed to play a leading role in this policy response and provide 13 recommendations that are designed to identify and harness the opportunities of AI for combatting climate change, while reducing its impact on the environment.
Key Findings
1
AI development can exacerbate existing social and ethical challenges associated with artificial intelligence.
2
AI offers two major climate-change opportunities: expanding understanding of climate dynamics and improving the effectiveness of climate action.
3
Realizing AI’s climate benefits while limiting environmental and social risks requires responsive, evidence-based governance; the article provides 13 recommendations and identifies the European Union as well positioned to lead.
4
The carbon footprint of AI research may be significant, but evidence remains insufficient to assess its trade-off against AI-enabled energy and resource-efficiency gains.
5
Training data and computation-intensive AI systems generate greenhouse-gas emissions, potentially adding substantially to climate change.
Research Object
Artificial intelligence in the context of global climate change
Research Subject
AI’s opportunities, risks, and governance requirements for combating climate change, including its climate-related carbon footprint and potential efficiency gains
Publication Details
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2021-10-18
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