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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, Ahmed Al-AbdulJabbar, Khaled Abdelgawad   +2 more
doaj   +2 more sources

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, G. Suresh Kumar   +1 more
doaj   +2 more sources

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, Sui, Dan, Wiktorski, Tomasz   +2 more
openaire   +3 more sources

Drilling Rate of Penetration Prediction Based on CBT-LSTM Neural Network [PDF]

Sensors
Due to the uncertainty of the subsurface environment and the complexity of parameters, particularly in feature extraction from input data and when seeking to understand bidirectional temporal information, the evaluation and prediction of the rate of ...
Kai Bai, Siyi Jin, Zhaoshuo Zhang, Shengsheng Dai   +3 more
doaj   +2 more sources

Application of Artificial Neural Network to Estimate Rate of Penetration for Geothermal Well Drilling in South Sumatera

International Journal of Emerging Technology and Advanced Engineering, 2023
In order to plan an optimum geothermal well drilling scheme, a proper identification of drilling parameters should be well known. Information of the parameters consists of weight on bit (WOB), true vertical depth (TVD), rate of penetration (ROP), foam ...
M. T. Fathaddin, S. Irawan, T. Marhaendrajana, P. Rakhmanto, Marmora Titi Malinda, Asri Nugrahanti, O. Ridaliani   +6 more
semanticscholar   +1 more source

Comparison of accuracy and computational performance between the machine learning algorithms for rate of penetration in directional drilling well

, 2021
Oil and gas reservoirs are of the main assets of countries possessing them. Production from these reservoirs is one of the main concerns of engineers, which can be achieved by drilling oil and gas reservoirs.
Omid Hazbeh, Saeed Khezerloo-ye Aghdam, Hamzeh Ghorbani, N. Mohamadian, Mehdi Ahmadi Alvar, J. Moghadasi   +5 more
semanticscholar   +1 more source

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, Xueying Wang, Qian Zhou, Feifei Zhang, Mingliang Li   +4 more
doaj   +1 more source

A stacked generalization ensemble model for optimization and prediction of the gas well rate of penetration: a case study in Xinjiang

Journal of Petroleum Exploration and Production Technology, 2021
In gas drilling operations, the rate of penetration (ROP) parameter has an important influence on drilling costs. Prediction of ROP can optimize the drilling operational parameters and reduce its overall cost.
Naipeng Liu, Hui Gao, Zhengkun Zhao, Yule Hu, L. Duan   +4 more
semanticscholar   +1 more source

PREDICTION OF PENETRATION RATE OF DRILLING BY USING THE ROCK ENGINEERING SYSTEM APPROACH, CASE STUDY: A WELL IN THE AZADEGAN OILFIELD

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, Seyed-Mohamad Esmaeil Jalali, Mehdi Noroozi, Somayeh Behraftar   +3 more
doaj   +1 more source

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
doaj   +1 more source