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Design of the optimal fracturing operating parameters of shale gas wells based on deep Q-network

Abstract The design of fracturing operating parameters of shale gas wells plays an important role in improving the fracturing productivity. This paper studies a deep Q-network-based optimization method for shale gas well operation parameters. In this paper, an optimization model for operating parame...

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Principais autores: Chaodong Tan, Hanwen Deng, Chunqiu Wang, Huizhao Niu, Jian Song, Zhaobin Li
Format: Artigo
Sprog:Inglês
Udgivet: SpringerOpen 2026-01-01
Serier:Journal of Petroleum Exploration and Production Technology
Fag:
Shale gas fracturing
Operating parameters
Optimization
DQN algorithm
Online adgang:https://doi.org/10.1007/s13202-025-02111-7
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