Rate of penetration prediction in drilling operations: a comparative study of AI models and meta-heuristic approaches

Abstract Accurately estimating the Rate of Penetration (ROP) in drilling operations remains a significant challenge due to the limitations of traditional approaches, which are often characterized by low accuracy and reliance on empirical equations with assumed coefficients. These methods, while opti...

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Bibliographic Details
Main Authors: Fatemeh Mohammadinia, Ali Ranjbar, Fatemeh Ghazi, Seyyed Taha Hosseini
Format: Article
Language:English
Published: SpringerOpen 2025-06-01
Series:Journal of Petroleum Exploration and Production Technology
Subjects:
Online Access:https://doi.org/10.1007/s13202-025-02020-9
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