Interpretable Feature Construction and Incremental Update Fine-Tuning Strategy for Prediction of Rate of Penetration

Interpretable Feature Construction and Incremental Update Fine-Tuning Strategy for Prediction of Rate of Penetration

Prediction of the rate of penetration (ROP) is integral to drilling optimization. Many scholars have established intelligent prediction models of the ROP. However, these models face challenges in adapting to different formation properties across well sections or regions, limiting their applicability...

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Bibliographic Details
Main Authors: Jianxin Ding, Rui Zhang, Xin Wen, Xuesong Li, Xianzhi Song, Baodong Ma, Dayu Li, Liang Han
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Energies
Subjects:
interpretable feature construction
genetic programming
rate of penetration
incremental update
fine-tune
Online Access:https://www.mdpi.com/1996-1073/16/15/5670

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