Impact of data quality on supervised machine learning: Case study on drilling vibrations

S Srivastava, RN Shah, C Teodoriu… - Journal of Petroleum …, 2022 - Elsevier
Training complex machine learning and deep learning models has become straightforward
with the advent of highly efficient, open-source machine learning libraries. Supervised …

Analysis and selection of measurement indexes of MWD in rock lithology identification

W Zhang, J Ren, F Zhu, J Feng - Measurement, 2023 - Elsevier
Based on the measurement indexes monitored by the roof bolter while drilling, the rock
properties, fractures and other rock stratum characteristics can be obtained, which provide …

Nonlinear ensemble gray and black-box system identification of friction induced vibrations in slender rotating structures

I Pires, HVH Ayala, HI Weber - Mechanical Systems and Signal Processing, 2023 - Elsevier
Due to the nonlinear bit-rock and drill–string–borehole interactions, the modeling and
analysis of drill string dynamics are a challenging work. These slender structures are …

[HTML][HTML] Optimizing sampling frequency of surface and downhole measurements for efficient stick-slip vibration detection

S Srivastava, A Sharma, C Teodoriu - Petroleum, 2024 - Elsevier
Drilling vibrations significantly impact drilling operations with high costs due to early
downhole equipment failure and loss of productive time. Stick-slip vibrations, a severe form …

Design of a sliding mode controller for suppressing coupled axial & torsional vibrations in horizontal drill strings using Extended Kalman Filter

AH Barjini, M Khoshnazar, H Moradi - Journal of Sound and Vibration, 2024 - Elsevier
Nowadays, drill string technologies are among the leading fields in the industries of oil and
gas extraction and are widely used in the construction of subway tunnels. Due to their …

Coupled drillstring dynamics modeling using 3D field-consistent corotational beam elements

Y Zhang, P Ashok, D Chen, E van Oort - Geoenergy Science and …, 2024 - Elsevier
Drilling is essential to extract subsurface hydrocarbons and geothermal energy, or store
waste fluids/gases underground. Drilling efficiency directly affects the economics of well …

A control-oriented lumped parameter drillstring dynamic model for real-time vibration mitigation and drilling optimization

Y Zhang, P Ashok, D Chen, E van Oort - SPE/IADC Drilling Conference …, 2023 - onepetro.org
Drilling is an essential operation for subsurface hydrocarbon/geothermal energy extraction
or underground waste fluid/gas storage. Efficient drilling is the key to an economically viable …

Dynamics and fatigue life investigation of push-the-bit rotary steerable bottom hole assembly with whirling finite element model

Y Li, Y Yu, Y Sun, B Li - Engineering Failure Analysis, 2023 - Elsevier
In this paper, a new whirling finite element model of the bottom hole assembly with static
push-the-bit rotary steerable system (RSBHA) is established. Initial imperfection, kinematic …

How to mathematically model a drill-string: lumped or continuous models?

HE Goicoechea, R Lima, R Sampaio - Chaos, Solitons & Fractals, 2024 - Elsevier
This work compares the efficacy of lumped and continuous models in simulating drill-string
dynamics. We aim to critically explore the inadequacy of lumped models and challenge their …

Axial-torsional coupling vibration model and nonlinear behavior of drill string system in oil and gas wells

X Guo, Z Qiu, M Li, X Li, N Hu, L Zhao, C Ye - Communications in Nonlinear …, 2025 - Elsevier
In response to the failure problem of axial-torsional coupling vibration of drill string in oil &
gas wells, an axial-torsional coupling nonlinear vibration model of drill string is established …