Methods for Assessing the Layered Structure of the Geological Environment in the Drilling Process by Analyzing Recorded Phase Geoelectric Signals
Abzhanova A. Bykov A. Surzhik D. Mukhamejanova A. Orazbayev B. Svirina A.
July 2024Multidisciplinary Digital Publishing Institute (MDPI)
Mathematics
2024#12Issue 14
Assessment of the current state of the near-surface part of the geological environment and understanding of its layered structure play an important role in various scientific and applied fields. The presented work is devoted to the application of phasometric modifications of geoelectric control methods to solve the problem of the detailed complex study of the underground layers of the environment in the process of drilling operations with the use of special equipment. These studies are based on the analysis of variations in phase parameters and characteristics of an artificially excited multiphase electric field to assess poorly distinguishable details and changes in the layered structure of the medium. The proposed method has increased accuracy, sensitivity and noise proofness of measurements, which allows for extracting detailed information about the heterogeneity, composition and stratification of underground geological formations not only in the zone where the drill makes contact with the medium, but also in the entire control zone. This paper considers practical mathematical models of phase images for basic scenarios of drill penetration between the layers of the near-surface part of the geological medium with different characteristics, obtained by means of approximation apparatus based on continuous piecewise linear functions, and also suggests the use of modern machine learning methods for intelligent analysis of its structure. Studying the phase shifts in electrical signals during drilling highlights their value for understanding the dynamics of soil response to the process. The observed signal changes during the drilling cycle reveal in detail the heterogeneity in soil structure and its response to changes caused by drilling. The stability of phase shifts at the last stages of the process indicates a quasi-equilibrium state. The results make a significant contribution to geotechnical science by offering an improved approach to monitoring a layered structure without the need for deep drilling.
approximation , continuous piecewise linear functions , drilling process , geoelectrics , intellectual analysis , layered structure , machine learning , near-surface part of geological environment , phase images , phasometric methods
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Department of Information Systems, L.N. Gumilyov Eurasian National University, Astana, 010000, Kazakhstan
Department of Computer Engineering, International University of Information Technologies, Manasa 34, Almaty, 050040, Kazakhstan
Department of Management and Control in Technical Systems, Vladimir State University, Vladimir, 600000, Russian Federation
Faculty of Applied Sciences, Esil University, Astana, 010005, Kazakhstan
Department of System Analysis and Control, L.N. Gumilyov, Eurasian National University, Astana, 010000, Kazakhstan
Department of Information Technology, Financial University under the Government of the Russian Federation, Leningrad Avenue, 49, Moscow, 125993, Russian Federation
Department of Information Systems
Department of Computer Engineering
Department of Management and Control in Technical Systems
Faculty of Applied Sciences
Department of System Analysis and Control
Department of Information Technology
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