Abstract—A solution to the problem of compiling decision rules for determining possible oil and gas fields in the territory of Western Siberia by the method of monotonic functions is proposed. The method is based on a model in which the decision rule is sought in the class of monotonic functions on the feature space. This method was applied first to solving the binary classification problem when choosing the type of operation for patients with prostate cancer. In this paper, an example of applying the method to the classification problem in geosciences is considered. The results of the method showed quite high estimates of the probability of identifying possible deposits, with fairly low error probabilities.
This is a preview of subscription content, log in via an institution to check access.
REFERENCES
V. F. Yanushkevich, Electromagnetic methods of search and identification of hydrocarbon deposits (Polots. Gos. Univ., Novopolotsk, 2017).
B. S. Zeilik and R. T. Baratov, “Ring structures in the Southern Torgaysky deflection and the forecast of fields of hydrocarbons,” Neft’ i Gaz, No. 3–4, 54–68 (2020).
I. E. Akkuratov, “Forecasting (modeling) with use of neuronets, data science in the oil and gas industry,” Sovremen. Nauka: Novyi Vzglyad, No. 5–6 (2018).
A. L. Yuzhakov and I. S. Putilov, “Forecasting of oil-and-gas content of the southern part of Perm Krai with use of regional three-dimensional modeling,” Nedropol’zovanie 20, 317–330 (2020).
V. G. Gitis, “Geoinformation technologies for scientific research,” Vestn. Ross. Fonda Fundament. Issled., No. 2–3, 13–32 (2011).
V. G. Gitis and B. V. Ermakov, Bases of Space-Time Forecasting in Geoinformatics (Fizmatlit, Irkutsk, 2004), p. 86.
V. G. Gitis, A. B. Derendyaev, and K. N. Petrov, “Approach to systematic prediction of earthquakes,” J. Commun. Technol. Electron. 67, 764–777 (2022).
A. E. Kontorovich et al., “Forecast of oil and gas fields,” Nedra 123 (1981).
V. G. Gitis et al., “Method of monotonous functions and its application to the choice of type of transaction of patients with cancer of a prostate gland of presurgical data,” Inf. Protsessy, No. 1, 30–39 (2021).
V. G. Gitis, A. B. Derendyaev, and K. N. Petrov, “A method for identification of anomalous geological zones,” J. Commun. Technol. Electron. 65, 1531–1541 (2020).
A. D. Zakrevskii, “Logical language for representation of synthesis algorithms of relay devices,” in Optimization of Coverings of Sets (Nauka. Moscow, 1966), pp. 136–147.
S. L. Kostyuchenko, “To 50-year anniversary of activity of the GEON Center,” Razvedka i Okhrana Nedr, No. 2, 28–37 (2018).
C. E. Metz, “Basic principles of ROC analysis,” Seminars in Nuclear Medicine. WB Saunders, 8 (4), 283–298 (1978);
D. S. Kim et al., “Detecting random responders with infrequency scales using an error-balancing threshold,” Behavior Research Methods 50 (5), 1960–1970 (2018).
ACKNOWLEDGMENTS
I am grateful to V.G. Gitis and A.B. Derendyaev for valuable advice in carrying out the investigations.
Funding
This work was supported by ongoing institutional funding. No additional grants to carry out or direct this particular research were obtained.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
The author of this work declares that he has no conflicts of interest.
Additional information
Publisher’s Note.
Pleiades Publishing remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Petrov, K.N. Method of Monotonic Functions and Its Application to the Forecast of Hydrocarbon Deposits. J. Commun. Technol. Electron. 68, 1536–1543 (2023). https://doi.org/10.1134/S106422692312015X
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S106422692312015X