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may be the window size. Within our issue options, the input variables could be the normalized options of meteorological aspects, as well as the water amount observations at Hukou station according to the eventualities of S1 or S2.
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Circumstance 1 (S1): Select meteorological things and catchment river discharges as the enter variables to simulate the water ranges in 4 gauging stations at Xingzi station, Duchang station, Tangyin station, and Kangshan station. The consequences in the Yangtze River discharge on lake water ranges are neglected.
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Additional importantly, to enable the design to take full advantage of the buy of time series data, the transformer model provides the situation data on the input embeddings for encoder and decoder, respectively.
The encoder is made up of six layers stacked in addition to each other, and the internal composition of every layer is proven about the still left side of Figure two. Each individual transformer layer consists of two connected sub-levels, a multi-head self-awareness layer and a completely connected feedforward layer. Each individual sub-layer is related by residual connections and layer normalization Procedure. On this paper, we only used the encoder section for sequential details Mastering.
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