A study on Arctic sea ice dynamics using the continuous spin Ising model
The Ising model, initially proposed about 100 years ago to explain ferromagnetism and phase transitions, has become a central pillar of statistical physics and a powerful tool for diverse applications in other fields including environmental studies. In this paper, we introduce continuous spin values...
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Online Access: | http://dx.doi.org/10.1063/5.0202612 https://pubs.aip.org/aip/jap/article-pdf/doi/10.1063/5.0202612/19962143/194901_1_5.0202612.pdf |
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craippubl:10.1063/5.0202612 2024-06-23T07:50:03+00:00 A study on Arctic sea ice dynamics using the continuous spin Ising model Wang, Ellen 2024 http://dx.doi.org/10.1063/5.0202612 https://pubs.aip.org/aip/jap/article-pdf/doi/10.1063/5.0202612/19962143/194901_1_5.0202612.pdf en eng AIP Publishing Journal of Applied Physics volume 135, issue 19 ISSN 0021-8979 1089-7550 journal-article 2024 craippubl https://doi.org/10.1063/5.0202612 2024-05-30T08:08:16Z The Ising model, initially proposed about 100 years ago to explain ferromagnetism and phase transitions, has become a central pillar of statistical physics and a powerful tool for diverse applications in other fields including environmental studies. In this paper, we introduce continuous spin values between −1 and +1 to a two-dimensional Ising model and utilize the generalized Ising lattice to simulate the dynamics of sea ice/water transition for a large area of 1500 km by 1500 km in the Arctic region. The simulation process follows the Metropolis-Hastings algorithm and incorporates an innovative factor to account for the inertia of spin value changes. Using the sea ice concentration data collected by the National Snow and Ice Data Center, our results exhibit striking similarity between the simulated and the observed ice melting and freezing dynamics, and two numerical measures from the simulation—the ice coverage percentage and the ice extent—match closely with the data statistics. Moreover, the model's best-fit parameters demonstrate the substantial impact of the external forces, which can be further enriched and linked to the environmental factors in other climate change research. Article in Journal/Newspaper Arctic Climate change National Snow and Ice Data Center Sea ice AIP Publishing Arctic Hastings ENVELOPE(-154.167,-154.167,-85.567,-85.567) Pillar ENVELOPE(166.217,166.217,-77.583,-77.583) Journal of Applied Physics 135 19 |
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AIP Publishing |
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language |
English |
description |
The Ising model, initially proposed about 100 years ago to explain ferromagnetism and phase transitions, has become a central pillar of statistical physics and a powerful tool for diverse applications in other fields including environmental studies. In this paper, we introduce continuous spin values between −1 and +1 to a two-dimensional Ising model and utilize the generalized Ising lattice to simulate the dynamics of sea ice/water transition for a large area of 1500 km by 1500 km in the Arctic region. The simulation process follows the Metropolis-Hastings algorithm and incorporates an innovative factor to account for the inertia of spin value changes. Using the sea ice concentration data collected by the National Snow and Ice Data Center, our results exhibit striking similarity between the simulated and the observed ice melting and freezing dynamics, and two numerical measures from the simulation—the ice coverage percentage and the ice extent—match closely with the data statistics. Moreover, the model's best-fit parameters demonstrate the substantial impact of the external forces, which can be further enriched and linked to the environmental factors in other climate change research. |
format |
Article in Journal/Newspaper |
author |
Wang, Ellen |
spellingShingle |
Wang, Ellen A study on Arctic sea ice dynamics using the continuous spin Ising model |
author_facet |
Wang, Ellen |
author_sort |
Wang, Ellen |
title |
A study on Arctic sea ice dynamics using the continuous spin Ising model |
title_short |
A study on Arctic sea ice dynamics using the continuous spin Ising model |
title_full |
A study on Arctic sea ice dynamics using the continuous spin Ising model |
title_fullStr |
A study on Arctic sea ice dynamics using the continuous spin Ising model |
title_full_unstemmed |
A study on Arctic sea ice dynamics using the continuous spin Ising model |
title_sort |
study on arctic sea ice dynamics using the continuous spin ising model |
publisher |
AIP Publishing |
publishDate |
2024 |
url |
http://dx.doi.org/10.1063/5.0202612 https://pubs.aip.org/aip/jap/article-pdf/doi/10.1063/5.0202612/19962143/194901_1_5.0202612.pdf |
long_lat |
ENVELOPE(-154.167,-154.167,-85.567,-85.567) ENVELOPE(166.217,166.217,-77.583,-77.583) |
geographic |
Arctic Hastings Pillar |
geographic_facet |
Arctic Hastings Pillar |
genre |
Arctic Climate change National Snow and Ice Data Center Sea ice |
genre_facet |
Arctic Climate change National Snow and Ice Data Center Sea ice |
op_source |
Journal of Applied Physics volume 135, issue 19 ISSN 0021-8979 1089-7550 |
op_doi |
https://doi.org/10.1063/5.0202612 |
container_title |
Journal of Applied Physics |
container_volume |
135 |
container_issue |
19 |
_version_ |
1802640818213748736 |