how to compare with other works

[tbwang-clound]

It's great to see such excellent work! This work achieves good performance compared to other deep learning models. However, we found that the MAE and MSE metrics used for comparison were log-processed and not inversely normalized. Therefore, we would like to ask whether the inversely normalized results should be compared.

[Ryanfzhang]

It's great to see such excellent work! This work achieves good performance compared to other deep learning models. However, we found that the MAE and MSE metrics used for comparison were log-processed and not inversely normalized. Therefore, we would like to ask whether the inversely normalized results should be compared.

All metrics were calculated from the natural log-transformed chl-a concentration values and applied to the test datasets. It is widely employed in a broad range of works [1].

[1] Sun X, Yan D, Wu S, et al. Enhanced forecasting of chlorophyll-a concentration in coastal waters through integration of Fourier analysis and Transformer networks[J]. Water Research, 2024, 263: 122160.