Adaptive forecasting of well work-over techniques on the example of the Permian-Carboniferous reservoir of the Usinskoye field

UDK: 622.276.6
DOI: 10.24887/0028-2448-2017-7-20-25
Key words: field, reservoir, wells, oil rate, adaptive forecasting, efficiency of work-over techniques
Authors: E.N. Taraskin (PermNIPIneft Branch of LUKOIL-Engineering LLC in Perm, RF, Ukhta), A.Z. Zakharian (Cervart Ltd., RF, Moscow), S.O. Ursegov (Skolkovo Institute of Science and Technology, RF, Moscow)

The current state of the Permian-Carboniferous reservoir of the Usinskoye field development is characterized by a constant decline of its average oil rate and a permanent increase of its water cut. In such conditions, a large number of various well work-over techniques are annually carried out to maintain the oil production level of the reservoir, each of these techniques is associated with the risk of not recovering the cost by additional oil income. Therefore, it is necessary to have the efficiency forecasting for each work-over technique. Traditionally, this problem is solved with the help of linear correlations of well oil rate after the work-over technique and different geological and production parameters. There are other methods based on different kinds of machine learning such as neural networks, fuzzy logic, decision trees, and other advanced statistical approaches. However, a general theory of the work-over technique efficiency forecasting has not been created yet. This article does not fully answer the question of the extent to which such forecasting can be successful regardless of the method used, but this question was first formulated, and it was showed why, despite existing objective limitations, the proposed adaptive version of the well work-over technique efficiency forecasting can be useful.

References

1. Pole A.V., Nosov A.P., Kovalenko V.S. et al., O tektonicheskom faktore formirovaniya zalezhey nefti v yuzhnoy chasti Kolvinskogo megavala (na primere Usinskogo mestorozhdeniya) (About the tectonic factor of formation of oil deposits in the southern part of the Kolvin megaswell (on the example of the Usinsk deposit)), Proceedings of Institute of geology Komi UB Academy of Sciences of the USSR, 1988, V. 68, pp. 83–85.

2. Bazylev A.P., Termo-gidrodinamicheskie issledovaniya pri soprovozhdenii razrabotki zalezhi vysokovyazkoy nefti Usinskogo mestorozhdeniya (Thermo-hydrodynamic studies in the development of high-viscosity oil reservoir of the Usinskoe field), Scientific and technical collection of papers of the branch of OOO LUKOIL-Engineering PechornNIPIneft in Ukhta “Problemy osvoeniya Timano-Pechorskoy neftegazonosnoy provintsii” (Problems of development of the Timano-Pechora oil and gas province), 2012, pp. 210–221.

3. Gurbatova I.P., Laboratory study peculiarities of petrophysical properties of complex-upbuild carbonate reservoirs with highly viscous oil fields, SPE 171178-MS, 2014.

4. Gutman I.S., Rudnev S.A., Saakyan M.I. et al., Zone of reservoir deposits of Permo-carboxylic heavy oil deposits Usinsk (In Russ.), Nedropol'zovanie XXI vek, 2012, no. 4, pp. 28–35.

5. Taraskin E.N., Gutman I.S., Rudnev S.A. et al., New adaptive approach to geological and hydrodynamic modeling of fields and reservoirs with long production history (In Russ.), Neftyanoe khozyaystvo = Oil Industry, 2017, no. 6, pp. 78–83.  


Attention!
To buy the complete text of article (Russian version a format - PDF) or to read the material which is in open access only the authorized visitors of the website can. .