A group of Chinese researchers has come up with a scientific model of predicting the size of ocean waves, something that’s important for the fishing industry.
Essentially, the bigger the waves, the more expensive the fish.
Existing ocean wave models use numerical methods to solve the equations of wind-wave action and ocean wave energy to obtain future predictions of ocean waves. However, although good results can be achieved, such models require large amounts of computing resources and are time-consuming and costly.
In a paper recently published in Atmospheric and Oceanic Science Letters, Professor Luo Jingjia and coauthors from the Climate and Applied Frontier Research Institute (ICAR) of Nanjing University of Information Science & Technology (NUIST) attempted to solve this problem based on their recent preliminary work on using artificial intelligence methods to predict ocean waves.
According to Luo:
“By comparing several methods, our two-stage ConvLSTM model demonstrates good accuracy in predicting ocean waves. We also conducted real-time experiments and found that the effect of using the winds predicted by the model as a substitute was also good.
“Next, we plan to integrate our AI model into [a] NUIST climate forecast system model by using the winds predicted by it as the input of the AI model to predict ocean waves, which will be more economical and time-saving than operating the ocean wave model.”
Check out their research paper here.