In this work, a CS-based data-guided ... density function directly from the dataset. The indirect learning method is implemented for cases where a mapping between extracted features and the ...

Designing globally applicable physically constrained loss functions ... surface water model using the Physically Guided LSTM network, where meteorological forcings and static variables are used as ...

Although existing data-driven methodologies for HI construction have considerable ... The fourth hidden layer consists of a full connection layer with one hidden node and a novel knowledge-guided loss ...