Table 2 Different model evaluation results comparison for different reservoir parameters (Well A1).

Target parameter	Methods	RMSE	MSE	R2	Adjusted R²
PHIF	Our proposed	0.054	0.003	0.971	0.925
	Transformer	0.13	0.016	0.945	0.835
	TCN	0.262	0.068	0.888	0.736
	LSTM	0.323	0.104	0.836	0.670
	GRU	0.421	0.177	0.811	0.631
VSH	Our Proposed	0.048	0.002	0.982	0.946
	Transformer	0.122	0.014	0.95	0.85
	TCN	0.255	0.065	0.892	0.739
	LSTM	0.311	0.096	0.846	0.663
	GRU	0.412	0.169	0.819	0.612
SW	Our Proposed	0.063	0.004	0.97	0.91
	Transformer	0.129	0.016	0.943	0.829
	TCN	0.263	0.069	0.884	0.74
	LSTM	0.319	0.102	0.834	0.671
	GRU	0.43	0.185	0.808	0.62

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