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Numerical analysis and multilayer perceptron prediction of proppant distribution in multi-cluster perforated horizontal wells | Synapse
March 3, 2026
Numerical analysis and multilayer perceptron prediction of proppant distribution in multi-cluster perforated horizontal wells
WP
Wanzhuo Ping
MZ
Mengmeng Zhou
WX
Wenzhaoyang Xie
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Puntos clave
Proppant distribution challenges can be addressed with numerical analysis techniques, enhancing extraction efficiency.
Data-driven multilayer perceptron models significantly improve prediction accuracy for proppant placement within wells.
Numerical analysis performed on simulated models shows clear insights into proper proppant distribution strategies.
The findings highlight potential for better resource management, suggesting new pathways for field applications.
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Ping et al. (Fri,) studied this question.
synapsesocial.com/papers/69a75ed0c6e9836116a29c12
https://doi.org/https://doi.org/10.1016/j.powtec.2026.122225