貯水器の圧力管理における物理情報に基づく機械学習のための微分可能な多相フローモデル

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Updated: Feb 25, 2026

A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump
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A Modeling and Simulation Method for Preliminary Design of an Electro-Variable Displacement Pump

Published on: June 1, 2022

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Harun Ur Rashid1, Aleksandra Pachalieva2, Daniel O'Malley2

  • 1Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM, 87545, USA. hrashid@lanl.gov.

Scientific reports
|February 23, 2026
PubMed
まとめ

この研究は,地下貯水池の圧力制御のための物理情報に基づく機械学習モデルを導入します. 移転学習を使用して高価なシミュレーションの必要性を大幅に削減し,実践的で正確な予測を可能にします.

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