Chinese scientists use machine learning for precise Antarctic sea ice prediction
Chinese scientists made accurate predictions regarding Antarctic sea ice for December 2023 to February 2024 using deep learning methods.
The research team utilized a Convolutional Long Short-Term Memory (ConvLSTM) neural network to construct a seasonal-scale Antarctic sea ice prediction model.
Their forecast indicated that Antarctic sea ice would remain close to historical lows in February 2024, but there was less indication of it reaching a new record low. The predicted sea ice area (SIA) and sea ice extent (SIE) for February 2024 were 1.441 million square kilometers and 2.105 million square kilometers, respectively, slightly higher than the historic lows observed in 2023.
The team, led by researchers from Sun Yat-sen University and the Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), submitted their prediction results in December. The results were published in the journal Advances in Atmospheric Sciences in early February.
Their prediction was then validated by the latest satellite observations for February. The observed SIA and SIE values for February 2024 are 1.510 million square kilometers and 2.142 million square kilometers, respectively.
According to the researchers, the comparison between the predictions and observations indicates a remarkably close alignment. Furthermore, the sea ice area and extent from December to February fall within one standard deviation of the predicted values, underscoring the reliability of the forecasting system.
The successful comparison between the prediction and observation data validates the accuracy of the ConvLSTM model and its potential for reliable Antarctic sea ice forecasting, said the researchers.
"Our successful prediction not only underscores the significance of strengthening Antarctic sea ice prediction research but also demonstrates the substantial application potential of deep learning methods in this critical area," said Yang Qinghua, a professor of Sun Yat-sen University.
Related articles
Pentagon vows to keep weapons moving to Ukraine as Kyiv faces a renewed assault by Russia
WASHINGTON (AP) — Defense Secretary Lloyd Austin committed Monday to keeping U.S. weapons moving to2024-05-21- China is planning to strengthen its legislation concerning the economy this year to accelerate the c2024-05-21
Curb on Chinese talent sparks strong backlash
A Florida law barring public universities from hiring researchers from China is facing mounting crit2024-05-21Meet trying to divide world, observers say
The "Summit for Democracy" is a meeting that divides the world along Western standards and is not co2024-05-21What a blast to work at NASA. Space agency is sky
WASHINGTON (AP) — Exploring the cosmos makes for happy employees, federal workers like to work from2024-05-21IAEA chief meets Putin over nuclear safety
The United Nations' atomic watchdog chief has met Russian President Vladimir Putin after "tense" tal2024-05-21
atest comment