A New Model for Predicting Rate of Penetration Using an Artificial Neural Network [PDF]
Sensors, 2020 The drilling rate of penetration (ROP) is defined as the speed of drilling through rock under the bit. ROP is affected by different interconnected factors, which makes it very difficult to infer the mutual effect of each individual parameter.
Salaheldin Elkatatny +2 more
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Rate of Penetration Optimization using Moving Horizon Estimation [PDF]
Modeling, Identification and Control, 2016 Increase of drilling safety and reduction of drilling operation costs, especially improvement of drilling efficiency, are two important considerations in the oil and gas industry. The rate of penetration (ROP, alternatively called as drilling speed) is
Dan Sui, Bernt Sigve Aadnøy
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Rate of Penetration Estimation with Parameter Correction
Applied SciencesAccurate estimation of the Rate of Penetration (ROP) is essential for optimizing drilling operations, particularly in deep wells where traditional methods based on nominal depth measurements often fall short.
Dan Sui, Bernt Sigve Aadnøy
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Prediction for Rate of Penetration Based on PCA-BP Algorithm
Shiyou jixie, 2023 Rate of penetration(ROP)is an important index to measure drilling efficiency.Accurate prediction of ROP plays an important role in improving drilling efficiency and reducing costs,but the commonly used ROP equation prediction model has difficulties in ...
Tang Ming +4 more
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Drilling Efficiency Improvement and Rate of Penetration Optimization by Machine Learning and Data Analytics [PDF]
International Journal of Mathematical, Engineering and Management Sciences, 2020 Rate of Penetration (ROP) is one of the important factors influencing the drilling efficiency. Since cost recovery is an important bottom line in the drilling industry, optimizing ROP is essential to minimize the drilling operational cost and capital ...
Sridharan Chandrasekaran +1 more
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Reference dataset for rate of penetration benchmarking
Journal of Petroleum Science and Engineering, 2021 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, it is most often impossible to independently verify these claims as the input data is rarely ...
Tunkiel, Andrzej Tadeusz +2 more
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Faster Drilling A Three-dimensional Horizontal Well By Integrating Well Path And BHA Design
Journal of Applied Science and Engineering, 2023 Well path design is an important factor in horizontal drilling. A reasonable well profile scheme can significantly reduce drilling drag and torque, which also can enhance drilling rate.
Yuan Long +4 more
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Rudarsko-geološko-naftni Zbornik, 2021 One of the criteria in the operational efficiency of drilling is the rate of penetration of the drill bit. Numerous factors affect the rate of penetration.
Hamidreza Saeedi +3 more
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Evaluation of the performance of artificial neural networks integrated with whale optimization and ant colony optimization algorithms in estimating the drilling rate of penetration and compare with simple neural networks and mathematical conventional models [PDF]
مجله مدل سازی در مهندسی, 2021 Rate of penetration (ROP) estimation in a drilling process is very important because it leads to the optimal selection of drilling parameters and reduction of the operating costs.
Ehsan Brenjkar
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Energies, 2020 Shale formations are attractive prospects due to their potential in oil and gas production. Some of the largest shale formations in the mainland US, such as the Tuscaloosa Marine Shale (TMS), have reserves estimated to be around 7 billion barrels ...
Nabe Konate, Saeed Salehi
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