[HTML][HTML] ENSO analysis and prediction using deep learning: a review
Abstract El Niño/Southern Oscillation (ENSO) mainly occurs in the tropical Pacific Ocean
every a few years. But it affects the climate around the world and has a dramatic impact on …
every a few years. But it affects the climate around the world and has a dramatic impact on …
[HTML][HTML] A review of artificial intelligence in marine science
Utilization and exploitation of marine resources by humans have contributed to the growth of
marine research. As technology progresses, artificial intelligence (AI) approaches are …
marine research. As technology progresses, artificial intelligence (AI) approaches are …
Forecasting ENSO using convolutional LSTM network with improved attention mechanism and models recombined by genetic algorithm in CMIP5/6
Abstract El Niño-Southern Oscillation (ENSO) has a profound impact on global climate, and
the ability to forecast it effectively over the long term is essential. In recent years, deep …
the ability to forecast it effectively over the long term is essential. In recent years, deep …
Graph Convolutional Network Assisted SST and Chl-a Prediction with Multi-Characteristics Modeling of Spatio-Temporal Evolution
Changes in oceanic variables, such as sea surface temperature (SST) and chlorophyll-a
(Chl-a), have important implications for marine ecosystems and global climate change. The …
(Chl-a), have important implications for marine ecosystems and global climate change. The …
Spatial-temporal transformer network for multi-year ENSO prediction
The El Niño-Southern Oscillation (ENSO) is a quasi-periodic climate type that occurs near
the equatorial Pacific Ocean. Extreme periods of this climate type can cause terrible weather …
the equatorial Pacific Ocean. Extreme periods of this climate type can cause terrible weather …
Applications of deep learning in physical oceanography: a comprehensive review
Q Zhao, S Peng, J Wang, S Li, Z Hou… - Frontiers in Marine …, 2024 - frontiersin.org
Deep learning, a data-driven technology, has attracted widespread attention from various
disciplines due to the rapid advancements in the Internet of Things (IoT) big data, machine …
disciplines due to the rapid advancements in the Internet of Things (IoT) big data, machine …
Enhancing ENSO predictions with self-attention ConvLSTM and temporal embeddings
C Rui, Z Sun, W Zhang, AA Liu, Z Wei - Frontiers in Marine Science, 2024 - frontiersin.org
El Niño-Southern Oscillation (ENSO), a cyclic climate phenomenon spanning interannual
and decadal timescales, exerts substantial impacts on the global weather patterns and …
and decadal timescales, exerts substantial impacts on the global weather patterns and …
El Niño index prediction based on deep learning with STL decomposition
N Chen, C Su, S Wu, Y Wang - Journal of Marine Science and …, 2023 - mdpi.com
ENSO is an important climate phenomenon that often causes widespread climate anomalies
and triggers various meteorological disasters. Accurately predicting the ENSO variation …
and triggers various meteorological disasters. Accurately predicting the ENSO variation …
Adaptive Graph Spatial-Temporal Attention Networks for long lead ENSO prediction
C Liang, Z Sun, G Shu, W Li, AA Liu, Z Wei… - Expert Systems with …, 2024 - Elsevier
Abstract El Niño-Southern Oscillation (ENSO) is a crucial factor in global climate change,
which can lead to disasters such as floods, droughts, and heavy rainfall worldwide. Although …
which can lead to disasters such as floods, droughts, and heavy rainfall worldwide. Although …
A high-precision interpretable framework for marine dissolved oxygen concentration inversion
Variations in Marine Dissolved Oxygen Concentrations (MDOC) play a critical role in the
study of marine ecosystems and global climate evolution. Although artificial intelligence …
study of marine ecosystems and global climate evolution. Although artificial intelligence …