Utilizing its robust self-attention mechanism, the transformer model effectively captures and analyzes the spatial-temporal dependencies present in data, thereby improving the accuracy of traffic flow ...

Industrial process data are naturally complex time series with high nonlinearities and dynamics. To model nonlinear dynamic processes, a long short-term memory (LSTM) network is very suitable for soft ...