Daily Prediction of the Arctic Sea Ice Concentration Using Reanalysis Data Based on a Convolutional LSTM Network

• Published in: Journal of Marine Science and Engineering
• Main Authors: Quanhong Liu, Ren Zhang, Yangjun Wang, Hengqian Yan, Mei Hong
• Format: Text
• Language: English
• Published: Multidisciplinary Digital Publishing Institute 2021
• Subjects: SIC daily prediction; ConvLSTM; CNNs; predictability; arctic; Arctic; East Siberian Sea; Northeast Passage; Sea ice
• Online Access: https://doi.org/10.3390/jmse9030330

To meet the increasing sailing demand of the Northeast Passage of the Arctic, a daily prediction model of sea ice concentration (SIC) based on the convolutional long short-term memory network (ConvLSTM) algorithm was proposed in this study. Previously, similar deep learning algorithms (such as convo...