Tackling climate change with machine learning

D Rolnick, PL Donti, LH Kaack, K Kochanski… - ACM Computing …, 2022 - dl.acm.org
Climate change is one of the greatest challenges facing humanity, and we, as machine
learning (ML) experts, may wonder how we can help. Here we describe how ML can be a …

Evaluating climate geoengineering proposals in the context of the Paris Agreement temperature goals

MG Lawrence, S Schäfer, H Muri, V Scott… - Nature …, 2018 - nature.com
Current mitigation efforts and existing future commitments are inadequate to accomplish the
Paris Agreement temperature goals. In light of this, research and debate are intensifying on …

Future global climate: scenario-based projections and near-term information

JY Lee, J Marotzke, G Bala, L Cao, S Corti, JP Dunne… - 2021 - ora.ox.ac.uk
This chapter assesses simulations of future global climate change, spanning time horizons
from the near term (2021–2040), mid-term (2041–2060), and long term (2081–2100) out to …

Strengthening and implementing the global response

H De Coninck, A Revi, M Babiker, P Bertoldi… - Global warming of 1.5 …, 2018 - research.rug.nl
The global response to warming of 1.5 oC comprises transitions in land and ecosystem,
energy, urban and infrastructure, and industrial systems. The feasibility of mitigation and …

Halving warming with idealized solar geoengineering moderates key climate hazards

P Irvine, K Emanuel, J He, LW Horowitz… - Nature climate …, 2019 - nature.com
Solar geoengineering (SG) has the potential to restore average surface temperatures by
increasing planetary albedo,,–, but this could reduce precipitation,–. Thus, although SG …

Hydrological consequences of solar geoengineering

K Ricke, JS Wan, M Saenger… - Annual review of earth …, 2023 - annualreviews.org
As atmospheric carbon dioxide concentrations rise and climate change becomes more
destructive, geoengineering has become a subject of serious consideration. By reflecting a …

Potential effects of climate change and solar radiation modification on renewable energy resources

A Kumler, B Kravitz, C Draxl, L Vimmerstedt… - … and Sustainable Energy …, 2025 - Elsevier
Solar radiation modification (SRM) is a possible deliberate approach to decrease or reflect
incoming solar radiation with the goal of reducing global temperatures, which have …

[HTML][HTML] Taking it outside: exploring social opposition to 21 early-stage experiments in radical climate interventions

S Low, CM Baum, BK Sovacool - Energy Research & Social Science, 2022 - Elsevier
Large-scale and highly experimental interventions are being considered as strategies to
address climate change. These include carbon dioxide removal approaches that are …

[HTML][HTML] Stratospheric aerosol injection tactics and costs in the first 15 years of deployment

W Smith, G Wagner - Environmental Research Letters, 2018 - iopscience.iop.org
We review the capabilities and costs of various lofting methods intended to deliver sulfates
into the lower stratosphere. We lay out a future solar geoengineering deployment scenario …

Solar geoengineering as part of an overall strategy for meeting the 1.5 C Paris target

DG MacMartin, KL Ricke… - … Transactions of the …, 2018 - royalsocietypublishing.org
Solar geoengineering refers to deliberately reducing net radiative forcing by reflecting some
sunlight back to space, in order to reduce anthropogenic climate changes; a possible such …