Computational intelligence based prediction of drilling rate of penetration: A comparative study
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2018.09.027
Abstract: Abstract Application of artificial intelligence in the accurate prediction of the rate of penetration (ROP), an important measure of drilling performance, has lately gained significant interest in oil and gas well drilling operations. Consequently, several… read more here.
Keywords: performance; rop; rate penetration; prediction ... See more keywords
Reference dataset for rate of penetration benchmarking
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Petroleum Science and Engineering"
DOI: 10.1016/j.petrol.2020.108069
Abstract: Abstract. In recent years, there were multiple papers published related to rate of penetration prediction using machine learning vastly outperforming analytical methods. There are models proposed reportedly achieving R2 values as high as 0.996. Unfortunately,… read more here.
Keywords: rate penetration; machine learning; dataset; reference ... See more keywords
Dynamics of Drilling Systems With an Antistall Tool: Effect on Rate of Penetration and Mechanical Specific Energy
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DOI: 10.2118/194487-pa
Abstract: This paper considers the effect of an antistall tool on the dynamics of deep drilling systems. Field results show that the antistall tool increased the rate of penetration (ROP) of drilling systems when compared with… read more here.
Keywords: antistall tool; mechanical specific; rate penetration; drilling systems ... See more keywords