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Open access Aug 2026

Economic benefit forecasting and parametric sensitivity analysis for shallow shale gas wells in the Zhaotong area using machine learning

In shale gas development, Net Present Value (NPV) and Internal Rate of Return (IRR) are influenced by the coupling of multi-source geological and engineering parameters, and quantitative research on the marginal effects and risk thresholds of key parameters remains lacking. A deep feedforward neural network predictio...

Dong Wang, Kai-Xiang He, Huan Cui et al. · 0 citations

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