Iufriakova A., Bukhanov N., Pavel G., Andrey B. Drilling Anomalies Identification Using Near Bit Vibrations. International Petroleum Technology Conference. 2024. pp. D011S025R005.
Subbotina M., Voskresenskiy A., Bukhanov N.V. Interpretability of geological relationships within fluid flow simulations. 2nd EAGE Digitalization Conference and Exhibition. 2022. pp. 1-6.
Deeva I., Bubnova A., Andriushchenko P.D., Voskresenskiy A., Bukhanov N.V., Nikitin N.O., Kalyuzhnaya A.V. Oil and Gas Reservoirs Parameters Analysis Using Mixed Learning of Bayesian Networks. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2021. Vol. 12742. pp. 394-407.
Voskresenskiy A., Bukhanov N.V., Kuntsevich M., Popova O., Goncharov A.S. Rock Type Classification Models Interpretability Using Shapley Values. Society of Petroleum Engineers - Abu Dhabi International Petroleum Exhibition and Conference, ADIP 2021. 2021. pp. 1-5.
Generative design of Bayesian networks in petroleum industry
Voskresenskiy A., Bukhanov N.V., Filippova Z., Brandao R., Segura V., Brazil E. Feature Selection for Reservoir Analogues Similarity Ranking As Model-Based Causal Inference. 17th European Conference on the Mathematics of Oil Recovery, ECMOR 2020. 2020. pp. 1-9.
Андрющенко П.Д., Деева И.Ю., Калюжная А.В., Бубнова А.В., Воскресенский А.Г., Буханов Н.В. Анализ параметров нефтегазовых месторождений с использованием байесовских сетей [Analysis of parameters of oil and gas fields using Bayesian networks]. Интеллектуальный анализ данных в нефтегазовой отрасли: сборник тезисов конференции [Data Science in Oil and Gas 2020]. 2020. С. 1-10.
Grishnyaev E., Paveleva Y., Klimenko N., Volkova A., Bukhanov N.V., Orlov A., Ozhgibesov M. Well placement strategies evaluation based on exploration game challenge. EAGE/AAPG Digital Subsurface for Asia Pacific Conference 2020. 2020. pp. 1-5.
Melnikov M., Shishaev G., Matveev I., Eremyan G., Demyanov V., Bukhanov N.V., Belozerov B.V. An optimization method for the assisted history matching (AHM) process using the gradient boosting approach. EAGE/AAPG Digital Subsurface for Asia Pacific Conference 2020. 2020. pp. 1-3.
Voskresenskiy A., Butorina M., Popova O., Bukhanov N., Filippova Z., Brandao R., Segura V., Vital Brazil E. Variations in ranked list of reservoir analogs as an effect of search preferences. Saint Petersburg 2020 - Geosciences: Converting Knowledge into Resources. 2020.
Bukhanov N.V., Китаев И., Фофанова Е., Деева Т., Белозеров Б., Мельникова О. Recovery factor evaluation considering reservoir complexity. Proceedings of EAGE Saint-Petersburg 2020. 2020. pp. в печати.
Bukhanov N.V., Клименко Н., Коношонкин Д., Фофанова Е., Белозеров Б. Reduction of uncertainty in reserves estimation based on sedimentological concepts. Proceedings of EAGE Saint-Petersburg 2020. 2020. pp. в печати.
Kovalchuk S.V., Funkner A.A., Balabaeva K.Y., Derevitskii I.V., Fonin V.V., Bukhanov N.V. Towards Modeling of Information Processing Within Business-Processes of Service-Providing Organizations. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2020. Vol. 12137 LNCS. pp. 667-675.
Bukhanov N.V., Trudkov P., Vinogradova E., Derevitckii I.V., Balabaeva K.I., Funkner A., Kovalchuk S.V. Computational approach for data-driven mining of upstream value-added structures. EAGE/AAPG Digital Subsurface for Asia Pacific Conference 2020. 2020. pp. 1-5.
Benchmark cases in teaching machine learning for geoscience students
Data-driven well placement strategy based on variational simulations
Воскресенский А., Буханов Н.В., Шишаев Г. Зонирование месторождения с помощью кластеризации одномерных сигналов с целью повышения точности автоадаптации на историю добычи [Spatial Zonation of the Field by One-Dimensional Signal Clustering in Order to Improve Quality of History Matching]. 6th Scientific Conference - Tyumen 2019. 2019. С. 1329.
Чурочкин И., Волкова А., Рукавишников В., Федорова Е., Буханов Н.В., Буторин А. Анализ устойчивости кластеризации сейсмических трасс по прямым моделям на основе геологического обнажения [Clustering Methods Stability Analysis of Seismic Traces in Forward Seismic Models Based on Geological Outcrop]. 6th Scientific Conference - Tyumen 2019. 2019. С. 1323.
Churochkin I., Volkova A., Gavrilova E., Bukhanov N.V., Butorin A., Rukavishnikov V. Comparison of Seismic Traces Clustering Efficiency of Different Unsupervised Machine Learning Algorithms in Forward Seismic Models. 81st EAGE Conference and Exhibition 2019. 2019. pp. 1317.
Reshitko A., Golytsina M., Gruzdev A., Semenikhin A., Egorov D., Bukhanov N., Osmonalieva O., Belozerov B. Robustness of extra net thickness identification within vertical and spatial scale using statistical learning methods. 16th European Conference on the Mathematics of Oil Recovery, ECMOR 2018. 2018.
Egorov D.V., Bukhanov N.V., Belozerov B.V., Rukavishnikov V.S. Automatic Interpretation of Facies from Wireline Logs by Using Hierarchical Machine Learning Approach. 8th Saint Petersburg International Conference and Exhibition: Innovations in Geosciences - Time for Breakthrough. 2018. pp. 44351.
Bukharev A.Y., Budennyy S.A., Pachezhertsev A.A., Belozerov B., Zhukovskaya E.A., Tugarova M.A., Bukhanov N., Zakirov A.N. Automatic Analysis Of Petrographic Thin Section Images Of Sandstone. 16th European Conference on the Mathematics of Oil Recovery, ECMOR 2018. 2018.
Belozerov B., Bukhanov N., Egorov D., Zakirov A., Osmonalieva O., Golitsyna M., Reshytko A., Semenikhin A., Shindin E., Lipets V. Automatic Well Log Analysis Across Priobskoe Field Using Machine Learning Methods. Society of Petroleum Engineers - SPE Russian Petroleum Technology Conference 2018, RPTC 2018. 2018.
Grigoriev A.S., Konoshonkin D.V., Bukhanov N., Osmonalieva O.T., Belozerov B.V. Risk Factors Evaluation for Monitoring of Well Drilling. 8th Saint Petersburg International Conference and Exhibition: Innovations in Geosciences - Time for Breakthrough. 2018. pp. 44452.
Закиров А., Кирьянов Е., Буханов Н.В., Белозеров Б., Кульневич А., Чугунов Р., Сливкин С. Когнитивные технологии исследования информационных массивов для восстанавления неявных знаний и данных [Cognitive approach for hidden knowledge extraction from corporate information dataframes]. Нефтяное хозяйство [Neftyanoe khozyaystvo - Oil Industry]. 2018. № 12. С. 76-78.
Bukhanov N., Balakhontceva M., Kovalchuk S., Zvartau N., Konradi A. Multiscale modeling of comorbidity relations in hypertensive outpatients. Procedia Computer Science. 2017. Vol. 121. pp. 446-450.
Bukhanov N., Balakhontseva M., Krikunov A., Sabirov A., Semakova A., Zvartau N., Konradi A. Clustering of comorbidities based on conditional probabilities of diseases in hypertensive patients. Procedia Computer Science. 2017. Vol. 108. pp. 2478-2487.
Егоров Д.В., Буханов Н.В., Осмоналиева О.Т., Белозеров Б.В., Решитько А.А., Голицына М.В., Семенихин А.С. Экспертный анализ геолого-физической информации по Приобскому и Муравленковскому месторождениям на основе моделей машинного обучения [Incorporation of experts' experience into machine learning models using well logs analysis for Priobskoye and Muravlenkovskoye brownfields]. Нефтяное хозяйство [Neftyanoe khozyaystvo - Oil Industry]. 2017. № 12. С. 28-31.
Telnova A., Baranov V., Bukhanov N.V., Beschasova P. 3D Geological Modelling Methodology for Unconventional Reservoirs of the Bazhenov Formation. 7th EAGE Saint Petersburg International Conference and Exhibition: Understanding the Harmony of the Earth's Resources Through Integration of Geosciences. 2016. pp. 324-328.
Simonov D.A., Baranov V., Bukhanov N.V. Bazhenov Fm Classification Based on Wireline Logs. IOP Conference Series: Earth and Environmental Science. 2016. Vol. 33. No. 1. pp. 012034.
Sochilovich E.M., Bukhanov N.V. Benchmark Case Study: Development Optimizaton of Synthetic Model of Shestakovo’s Outcrop Using Proxy Modelling. 7th EAGE Saint Petersburg International Conference and Exhibition: Understanding the Harmony of the Earth's Resources Through Integration of Geosciences. 2016. pp. 678-682.
Telnova A., Baranov V., Bukhanov N.V. Bazhenov fm unconventional reservoir 3D geological modeling methodology. IOP Conference Series: Earth and Environmental Science. 2016. Vol. 33. No. 1. pp. 012033.
Fedorova E.V., Bukhanov N.V., Baranov V. Synthetic Seismic Models Construction for Detailed Geological Outcrop Description. 7th EAGE Saint Petersburg International Conference and Exhibition: Understanding the Harmony of the Earth's Resources Through Integration of Geosciences. 2016. pp. 224-228.
Simonov D.A., Baranov V., Bukhanov N.V., Beschasova P. Classification of the Bazhenov Formation Using Well Logs (R Field). 7th EAGE Saint Petersburg International Conference and Exhibition: Understanding the Harmony of the Earth's Resources Through Integration of Geosciences. 2016. pp. 329-333.
Lomakina N.Y., Belozerov V.B., Bukhanov N.V. Lithology evaluation of a Bazhenov formation reservoir using seismic and well log analysis. IOP Conference Series: Earth and Environmental Science. 2015. Vol. 24. No. 1. pp. 012047.
Баширов А., Белозеров В., Bukhanov N.V., Евдокимов А. Understanding thin beds within the Bazhenov formation using seismic modeling. IOP Conference Series: Earth and Environmental Science. 2015. Vol. 24. No. 1. pp. 012035.
Bukhanov N.V., Alekhin I., Demyanov V., Baranov V. Development Scenario Optimization under Geological Description Uncertainty. Petroleum Geostatistics 2015. 2015. pp. 358-362.
Российская Федерация, Санкт-Петербург