Optimal control of polar sea-ice near its tipping points

Abstract Several Earth system components are at a high risk of undergoing rapid, irreversible qualitative changes or “tipping” with increasing climate warming. It is therefore necessary to investigate the feasibility of arresting or even reversing the crossing of tipping thresholds. Here, we study feedback control of an idealized energy balance model (EBM) for Earth’s climate, which exhibits a “small icecap” instability responsible for a rapid transition to an ice-free climate under increasing greenhouse gas forcing. We develop an optimal control strategy for the EBM under different forcing scenarios to reverse sea-ice loss while minimizing costs. Control is achievable for this system, but the cost nearly quadruples once the system tips. While thermal inertia may delay tipping, leading to an overshoot of the critical forcing threshold, this leeway comes with a steep rise in requisite control once tipping occurs. Additionally, we find that the optimal control is localized in the polar region.

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Publication Details

Journal
npj Climate and Atmospheric Science
Published
2024-11-26
DOI
https://doi.org/10.1038/s41612-024-00768-1
Citations
3
Primary Topic
Ecosystem dynamics and resilience
Type
article
Field-Weighted Citation Impact
0.85

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article

Optimal control of polar sea-ice near its tipping points

Jian Lu, Parvathi Kooloth, Derek DeSantis, Craig Bakker et al.
3 citations
npj Climate and Atmospheric Science
Ecosystem dynamics and resilience
0.85
article

Optimal control of polar sea-ice near its tipping points

Jian Lu, Parvathi Kooloth, Derek DeSantis, Craig Bakker, Adam Rupe
article en
3 citations

Abstract

Abstract Several Earth system components are at a high risk of undergoing rapid, irreversible qualitative changes or “tipping” with increasing climate warming. It is therefore necessary to investigate the feasibility of arresting or even reversing the crossing of tipping thresholds. Here, we study feedback control of an idealized energy balance model (EBM) for Earth’s climate, which exhibits a “small icecap” instability responsible for a rapid transition to an ice-free climate under increasing greenhouse gas forcing. We develop an optimal control strategy for the EBM under different forcing scenarios to reverse sea-ice loss while minimizing costs. Control is achievable for this system, but the cost nearly quadruples once the system tips. While thermal inertia may delay tipping, leading to an overshoot of the critical forcing threshold, this leeway comes with a steep rise in requisite control once tipping occurs. Additionally, we find that the optimal control is localized in the polar region.

npj Climate and Atmospheric ScienceVol. 7(1)
Los Alamos National Laboratory (US), Pacific Northwest National Laboratory (US)
U.S. Department of Energy, Battelle, National Energy Research Scientific Computing Center, Office of Science, Biological and Environmental Research, Pacific Northwest National Laboratory
Climate action
Openalex Percentile: Top 27%
Ecosystem dynamics and resilience
0.85
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