Насонов Денис Александрович


кандидат технических наук
dnasonov@itmo.ru
Структурное подразделение:
исследовательский центр в сфере искусственного интеллекта "Сильный искусственный интеллект в промышленности"
Должность:
старший научный сотрудник
Структурное подразделение:
факультет цифровых трансформаций
Должность:
доцент (квалификационная категория "ординарный доцент")
Профиль:
05.13.18 - Математическое моделирование, численные методы и комплексы программ
05.13.11 - Математическое и программное обеспечение вычислительных машин, комплексов и компьютерных сетей
05.13.17 - Теоретические основы информатики
2.3.5. - Математическое и программное обеспечение вычислительных систем, комплексов и компьютерных сетей
2.3.8. - Информатика и информационные процессы
1.2.1. - Искусственный интеллект и машинное обучение
1.2.2. - Математическое моделирование, численные методы и комплексы программ
1.2.3. - Теоретическая информатика, кибернетика
1.2.1 - Искусственный интеллект и машинное обучение

Область интересов:
Большие данные, машинное обучение, распределенные вычисления , инфраструктура, оптимизация.
Рабочий язык:
Английский, Русский

Публикации руководителя
Выходные данные Год Индексирование в БД
Khodorchenko M., Butakov N., Nasonov D. Improved Evolutionary Approach for Tuning Topic Models with Additive Regularization//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2023, Vol. 14001, pp. 409–420 2023 Scopus, Web of Science
Klimova A., Nasonov D., Hvatov A., Nikitin N.O., Ivanov S.V., Kalyuzhnaya A.V., Boukhanovsky A. Strategic Trends in Artificial Intelligence Through Impact of Computational Science: What Young Scientists Should Expect//Procedia Computer Science, 2023, Vol. 229, pp. 1-7 2023 Scopus, Web of Science
Voskresenskii A., Kovalchuk M., Filatova A., Nasonov D., Lutsenko A. Hybrid Algorithm for Multi-Contractor, Multi-Resource Project Scheduling in the Industrial Field//Procedia Computer Science, 2023, Vol. 229, pp. 28-38 2023 Scopus, Web of Science
Ходорченко М.А., Бутаков Н.А., Насонов Д.А., Фирулик М.Ю. Программный фреймворк для оптимизации гиперпараметров тематических моделей с аддитивной регуляризацией [Software framework for hyperparameters optimization of models with additive regularization] // Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics] -2023. - Т. 23. - № 1(143). - С. 112–120 2023 RSCI, Scopus, ВАК, РИНЦ
Nikitin N.O., Teryoshkin S., Pokrovskii V., Pakulin S., Nasonov D. Improvement of Computational Performance of Evolutionary AutoML in a Heterogeneous Environment//IEEE Congress on Evolutionary Computation, CEC 2023, 2023, pp. 1-8 2023 Scopus, Web of Science
Sergeeva J., Filatova A., Nasonov D., Lutsenko A. ClarTM: a method for geolocations clarification within extensive urban sites using topic modelling//Procedia Computer Science, 2023, Vol. 229, pp. 128-137 2023 Scopus, Web of Science
Prudius A., Teryoshkin S., Nasonov D. Evolutionary algorithm for generating optimized configuration of computational distributed cluster considering simulation environment and specified workload//Procedia Computer Science, 2022, Vol. 212, pp. 397-408 2022 Scopus, Web of Science
Khodorchenko M., Butakov N., Nasonov D. Towards Better Evaluation of Topic Model Quality//Proceedings of the 32nd Conference of Open Innovations Association FRUCT, 2022, pp. 128-134 2022 Scopus, Web of Science
Kovalchuk M., Nasonov D. Hashtags: an essential aspect of topic modeling of city events through social media//20th IEEE International Conference on Machine Learning and Applications, ICMLA 2021, 2021, pp. 1594-1599 2021 Scopus, Web of Science
Filatova A., Nasonov D. SeSAM: semi-automated semantic analysis method of urban areas’ events with extreme levels of popularity based on public open data//Procedia Computer Science, 2021, Vol. 193, pp. 52-61 2021 Scopus, Web of Science
Nevezhin E.E., Butakov N., Khodorchenko M., Petrov M., Nasonov D. Topic-driven Ensemble for Online Advertising Generation//Proceedings of the 28th International Conference on Computational Linguistics, 2020, pp. 2273–2283 2020 Scopus
Mukhina K.D., Visheratin A.A., Nasonov D.A. Convolutional neural networks with hierarchical context transfer for high-resolution spatiotemporal predictions//9th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, BIGSPATIAL 2020, 2020, pp. 3429346 2020 Scopus
Melnik M.A., Dolgov I., Nasonov D.A. Hybrid Intellectual Scheme for Scheduling of Heterogeneous Workflows based on Evolutionary Approach and Reinforcement Learning//IJCCI 2020 - Proceedings of the 12th International Joint Conference on Computational Intelligence, 2020, Vol. 1, pp. 200-211 2020 Scopus, Web of Science
Zamiralov A., Khodorchenko M., Nasonov D. Detection of housing and utility problems in districts through social media texts//Procedia Computer Science, 2020, Vol. 178, pp. 213-223 2020 Scopus, Web of Science
Мельник М.А., Насонов Д.А., Бухановский А.В. Технология интеллектуальной организации процесса выполнения неоднородных композитных приложений в распределенной вычислительной среде // Известия высших учебных заведений. Приборостроение -2020. - Т. 63. - № 2. - С. 191-193 2020 RSCI, ВАК, РИНЦ
Mukhina K.D., Visheratin A.A., Nasonov D.A. Spatiotemporal filtering pipeline for efficient social networks data processing algorithms//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2020, Vol. 12142 LNCS, pp. 86-99 2020 Scopus, Web of Science
Visheratin A.A., Struckov A., Yufa S., Muratov A., Nasonov D.A., Butakov N.A., Kuznetsov Y., May M. Peregreen - Modular database for efficient storage of historical time series in cloud environments//USENIX Annual Technical Conference, ATC 2020, 2020, pp. 589-601 2020 Scopus, Web of Science
Koreneva M., Visheratin A.A., Nasonov D.A. Decoupling graph convolutional networks for large-scale supervised classification//Procedia Computer Science, 2020, Vol. 178, pp. 337-344 2020 Scopus, Web of Science
Safiulin I.R., Butakov N.A., Alexandrov D., Nasonov D.A. Ensemble-based method of answers retrieval for domain specific questions from text-based documentation//Procedia Computer Science, 2019, Vol. 156, pp. 158-165 2019 Scopus, Web of Science
Sokhin T., Butakov N.A., Nasonov D.A. User Profiles Matching for Different Social Networks Based on Faces Identification//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019, Vol. 11734 LNAI, pp. 551-562 2019 Scopus, Web of Science
Mukhina K.D., Visheratin A.A., Nasonov D. Urban events prediction via convolutional neural networks and Instagram data//Procedia Computer Science, 2019, Vol. 156, pp. 176-184 2019 Scopus, Web of Science
Mukhina K.D., Visheratin A.A., Nasonov D., Manovich L. Intelligent sightseeing in immensely manifold cities: case of 2018 FIFA world cup host cities//LocalRec'19 Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-based Recommendations, Geosocial Networks and Geoadvertising, 2019, pp. 3365503 2019 Scopus
Melnik M., Nasonov D. Workflow scheduling using Neural Networks and Reinforcement Learning//Procedia Computer Science, 2019, Vol. 156, pp. 29-36 2019 Scopus, Web of Science
Strukov A.M., Iufa S.O., Visheratin A.A., Nasonov D.A. Evaluation of modern tools and techniques for storing time-series data//Procedia Computer Science, 2019, Vol. 156, pp. 19-28 2019 Scopus, Web of Science
Mukhina K.D., Visheratin A.A., Nasonov D.A. Orienteering Problem with Functional Profits for multi-source dynamic path construction//PLoS ONE, 2019, Vol. 14, No. 4, pp. e0213777 2019 Scopus, Web of Science
Nasonov D.A., Butakov N.A., Melnik M., Visheratin A.A., Linev A., Shvets P., Sobolev S., Mukhina K.D. The multi-level adaptive approach for efficient execution of multi-scale distributed applications with dynamic workload//Communications in Computer and Information Science, 2019, Vol. 965, pp. 675-686 2019 Scopus, Web of Science
Melnik M.A., Nasonov D.A., Liniov A. Intellectual Execution Scheme of Iterative Computational Models based on Symbiotic Interaction with Application for Urban Mobility Modelling//IJCCI 2019 - Proceedings of the 11th International Joint Conference on Computational Intelligence, 2019, pp. 245-251 2019 Scopus, Web of Science
Mukhina K.D., Visheratin A.A., Nasonov D.A. Building City-Scale Walking Itineraries Using Large Geospatial Datasets//Proceedings of the 23rd Conference of Open Innovations Association FRUCT, 2018, pp. 261-267 2018 Scopus, Web of Science
Rakitin S., Visheratin A., Nasonov D.A. Byzantine fault-tolerant and semantic-driven consensus protocol//Procedia Computer Science, 2018, Vol. 136, pp. 25-34 2018 Scopus, Web of Science
Visheratin A.A., Mukhina K.D., Visheratina A.K., Nasonov D.A., Boukhanovsky A.V. Multiscale event detection using convolutional quadtrees and adaptive geogrids//2nd ACM SIGSPATIAL International Workshop on Analytics for Local Events and News, LENS 2018, 2018, pp. 1 2018 Scopus
Melnik M., Nasonov D., Butakov N. Scheduling of Streaming Data Processing with Overload of Resources using Genetic Algorithm//IJCCI 2018 - Proceedings of the 10th International Joint Conference on Computational Intelligence, 2018, pp. 232-241 2018 Scopus
Petrov M., Butakov N., Nasonov D., Melnik M. Adaptive performance model for dynamic scaling Apache Spark Streaming//Procedia Computer Science, 2018, Vol. 136, pp. 109-117 2018 Scopus, Web of Science
Nasonov D., Visheratin A.A., Boukhanovsky A. Blockchain-based transaction integrity in distributed big data marketplace//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2018, Vol. 10860, pp. 569-577 2018 Scopus, Web of Science
Mukhina K.D., Visheratin A.A., Mbogo G., Nasonov D.A. Forecasting of the Urban Area State Using Convolutional Neural Networks//Proceedings of the 23rd Conference of Open Innovations Association FRUCT, 2018, pp. 268-275 2018 Scopus, Web of Science
Butakov N., Petrov M., Mukhina K., Nasonov D.A., Kovalchuk S.V. Unified domain-specific language for collecting and processing data of social media//Journal of Intelligent Information Systems, 2018, Vol. 51, No. 2, pp. 389-414 2018 Scopus, Web of Science
Kalyuzhnaya A.V., Nasonov D., Ivanov S.V., Kosukhin S.S., Boukhanovsky A.V. Towards a scenario-based solution for extreme metocean event simulation applying urgent computing//Future Generation Computer Systems, 2018, Vol. 79, No. Part.2, pp. 604-617 2018 Scopus, Web of Science
Visheratin A.A., Melnik M.A., Nasonov D.A. Dynamic resources configuration for coevolutionary scheduling of scientific workflows in cloud environment//Advances in Intelligent Systems and Computing, 2018, Vol. 649, pp. 13-23 2018 Scopus, Web of Science
Spivak A.I., Razumovskii A.V., Nasonov D.A., Bukhanovsky A.V. ., Redice A. Storage tier-aware replicative data reorganization with prioritization for efficient workload processing//Future Generation Computer Systems, 2018, Vol. 79, No. Part.2, pp. 618-629 2018 Scopus, Web of Science
Visheratin A.A., Melnik M., Nasonov D.A., Butakov N., Boukhanovsky A.V. Hybrid Scheduling Algorithm in Early Warning Systems//Future Generation Computer Systems, 2018, Vol. 79, No. Part.2, pp. 630-642 2018 Scopus, Web of Science
Kovalchuk S.V. ., Krotov E., Smirnov P.A. ., Nasonov D.A. ., Yakovlev A.N. Distributed Data-Driven Platform for Urgent Decision Making in Cardiological Ambulance Control//Future Generation Computer Systems, 2018, Vol. 79, No. Part.1, pp. 144-154 2018 Scopus, Web of Science
Kalyuzhnaya A.V., Nikitin N.O., Butakov N.A., Nasonov D.A. Precedent-based approach for the identification of deviant behavior in social media//Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2018, Vol. 10862, pp. 846-852 2018 Scopus, Web of Science
Nasonov D.A., Visheratin A.A., Butakov N., Shindyapina N., Melnik M., Boukhanovsky A.V. Hybrid Evolutionary Workflow Scheduling Algorithm for Dynamic Heterogeneous Distributed Computational Environment//Journal of Applied Logic, 2017, Vol. 24, pp. 50-61 2017 Scopus, Web of Science
Nasonov D.A., Melnik M., Redis A. Coevolutionary workflow scheduling in a dynamic cloud environment//Advances in Intelligent Systems and Computing, 2017, Vol. 527, pp. 189-200 2017 Scopus, Web of Science
Chirkin A.M., Belloum A., Kovalchuk S.V., Makkes M., Melnik M.A., Visheratin A.A., Nasonov D.A. Execution Time Estimation for Workflow Scheduling//Future Generation Computer Systems, 2017, Vol. 75, pp. 376-387 2017 Scopus, Web of Science
Visheratin A.A., Trofimenko T.B., Mukhina K.D., Nasonov D.A., Boukhanovsky A.V. A multi-layer model for diffusion of urgent information in mobile networks//Journal of Computational Science, 2017, Vol. 20, pp. 129-142 2017 Scopus, Web of Science
Smirnov P., Melnik M., Nasonov D.A. Performance-aware scheduling of streaming applications using genetic algorithm//Procedia Computer Science, 2017, Vol. 108, pp. 2240–2249 2017 Scopus, Web of Science
Severiukhina O., Smirnov P., Bochenina K., Nasonov D., Butakov N. Adaptive load balancing of distributed multi-agent simulations on heterogeneous computational infrastructures//Procedia Computer Science, 2017, Vol. 119, pp. 139-146 2017 Scopus, Web of Science
Visheratin A.A., Rakitin S.V., Ageev D.V., Nasonov D.A., Boukhanovsky A.V. Exarch -semantics-based modular distributed data storage//ACM International Conference Proceeding Series, 2017, Vol. ICCBDC, pp. 22-26 2017 Scopus
Liniov A., Kustikova V., Sysoyev A., Zhiltsov M., Polyakov I., Nasonov D.A. ., Butakov N.A. Architecture of Middleware to Provide the Multiscale Modelling Using Coupling Templates//Communications in Computer and Information Science, 2017, Vol. 793, pp. 468-481 2017 Scopus, Web of Science
Слоот П., Холыст Я., Кампис Ж., Лис М., Митягин С.А., Иванов С.В., Боченина К.О., Гулева В.Ю., Мухина К.Д., Насонов Д.А., Бутаков Н.А., Леоненко В.Н., Ланцева А.А., Бухановский А.В. Суперкомпьютерное моделирование критических явлений в сложных социальных системах // Научно-технический вестник информационных технологий, механики и оптики [Scientific and Technical Journal of Information Technologies, Mechanics and Optics] -2016. - Т. 16. - № 6(106). - С. 967-995 2016 ВАК, РИНЦ
Visheratin A.A., Melnik M., Nasonov D.A. Automatic workflow scheduling tuning for distributed processing systems//Procedia Computer Science, 2016, Vol. 101, pp. 388–397 2016 Scopus, Web of Science
Spivak A., Nasonov D.A. Data Preloading and Data Placement for MapReduce Performance Improving//Procedia Computer Science, 2016, Vol. 101, pp. 379–387 2016 Scopus, Web of Science
Smirnov P.A., Nasonov D.A. . Quality-based workload scaling for real-time streaming systems//Procedia Computer Science, 2016, Vol. 101, pp. 323–332 2016 Scopus, Web of Science
Visheratin A.A., Melnik M.A., Nasonov D.A. Workflow scheduling algorithms for hard-deadline constrained cloud environments//Procedia Computer Science, 2016, Vol. 80, pp. 2098-2106 2016 Scopus, Web of Science
Visheratin A.A., Trofimenko T.B., Mukhina K.D., Nasonov D.A., Boukhanovsky A.V. Urgent information spreading multi-layer model for simulation in mobile networks//Procedia Computer Science, 2016, Vol. 80, pp. 2086-2097 2016 Scopus, Web of Science
Butakov N., Nasonov D., Svitenkov A., Radice A., Boukhanovsky A.V. Quality-based approach to urgent workflows scheduling//Procedia Computer Science, 2016, Vol. 80, pp. 2074-2085 2016 Scopus, Web of Science
Бутаков Н.А., Насонов Д.А., Мельник М.А., Вишератин А.А. Гибридные методы планирования экстренных композитных приложений // Труды Международной научной конференции СРТ2015 (Ларнака, 10-17мая 2015г.) -2016. - С. 182-185 2016 РИНЦ
Visheratin A.A., Melnik M., Butakov N., Nasonov D.A. Hard-deadline constrained workflows scheduling using metaheuristic algorithms//Procedia Computer Science, 2015, Vol. 66, pp. 506-514 2015 Scopus, Web of Science
Zakharchuk A.V., Kovalchuk S.V., Nasonov D.A. Dynamic domain-specific language for BigData tasks' description//Lecture Notes in Informatics (LNI), Proceedings - Series of the Gesellschaft fur Informatik (GI), 2015, Vol. 246, pp. 1207-1218 2015 Scopus
Kalyuzhnaya A.V., Visheratin A.A., Dudko A., Nasonov D.A., Boukhanovsky A.V. Synthetic storms reconstruction for coastal floods risks assessment//Journal of Computational Science, 2015, Vol. 9, pp. 112-117 2015 Scopus, Web of Science
Zagarskikh A.S., Karsakov A., Mukhina K.D., Nasonov D.A., Bezgodov A. An Efficient Approach of Infrastructure Processing Visualization Within Cloud Computing Platform//Procedia Computer Science, 2015, Vol. 66, pp. 705-710 2015 Scopus, Web of Science
Visheratin A.A., Nasonov D.A. ., Kaluzhnaya, A.V. ., Kosukhin, S.S. . A simulation platform for atmospheric phenomena study within coastal floods in Baltic sea area//International Multidisciplinary Scientific GeoConference-SGEM: 15th International Multidisciplinary Scientific Geoconference SGEM 2015, 2015, Vol. 1, No. 2, pp. 11-18 2015 Scopus, Web of Science
Nasonov D.A. ., Visheratin A.A., Knyazkov K.V., Kovalchuk S.V. Interactive e-Science Cyberinfrastructure for Workflow Management Coupled with Big Data Technology//International Multidisciplinary Scientific GeoConference-SGEM: 15th International Multidisciplinary Scientific Geoconference SGEM 2015, 2015, Vol. 1, No. 2, pp. 175-182 2015 Scopus, Web of Science
Butakov N.A., Nasonov D.A., Knyazkov K.V., Karbovskii V.A., Chuprova I.K. The Multi-Agent Simulation-Based Framework for Optimization of Detectors Layout in Public Crowded Places//Procedia Computer Science, 2015, Vol. 51, pp. 522-531 2015 Scopus, Web of Science
Nasonov D.A., Melnik M., Shindyapina N., Butakov N. Metaheuristic Coevolution Workflow Scheduling In Cloud Environment//IJCCI 2015 - Proceedings of the 7th International Joint Conference on Computational Intelligence, 2015, pp. 252-260 2015 Scopus
Bochenina K.O., Butakov N., Dukhanov A.V., Nasonov D.A. A clustering-based approach to static scheduling of multiple workflows with soft deadlines in heterogeneous distributed systems//Procedia Computer Science, 2015, Vol. 51, pp. 2827–2831 2015 Scopus, Web of Science
Spivak A.I., Razumovskiy A.V., Miagkov A.V., Nasonov D.A. Evolutionary replicative data reorganization with prioritization for efficient workload processing//Procedia Computer Science, 2015, Vol. 51, pp. 2357-2366 2015 Scopus, Web of Science
Nasonov D.A. ., Butakov N.A. Hybrid Scheduling Algorithm in Early Warning Systems//Procedia Computer Science, 2014, Vol. 29, pp. 1677–1687 2014 Scopus, Web of Science
Butakov N., Nasonov D. Co-evolutional genetic algorithm for workflow scheduling in heterogeneous distributed environment//8th IEEE International Conference on Application of Information and Communication Technologies, AICT 2014 - Conference Proceedings, 2014, pp. 7035936 2014 Scopus, Web of Science
Kaluzhnaya A.V., Nasonov D.A., Boukhanovsky A.V. . Ensemble risk assessment for flood warning system in st. Petersburg//14th International Multidisciplinary Scientific Geoconference SGEM 2014. GeoConference on Informatics, Geoinformatics and Remote Sensing. Conference Proceedings, 2014, Vol. 1, No. 3, pp. 247-256 2014 Scopus, Web of Science
Kosukhin, S.S. ., Kaluzhnaya, A.V. ., Nasonov D. Problem solving environment for development and maintenance of St. Petersburg’s Flood Warning System//Procedia Computer Science, 2014, Vol. 29, pp. 1667–1676 2014 Scopus, Web of Science
Nasonov D.A., Butakov N.A., Balakhontzeva M.A., Knyazkov K.V., Boukhanovsky A.V. Hybrid Evolutionary Workflow Scheduling Algorithm for Dynamic Heterogeneous Distributed Computational Environment//Advances in Intelligent Systems and Computing, 2014, Vol. 299, pp. 83-92 2014 Scopus, Web of Science
Butakov N.A., Nasonov D., Boukhanovsky A.V. Evolutionary Inheritance in Workflow Scheduling Algorithms within Dynamically Changing Heterogeneous Environments//ECTA 2014 - Proceedings of the International Conference on Evolutionary Computation Theory and Applications, 2014, pp. 160 -168 2014 Scopus
Nasonov D.A., Churov T.N., Zagarskikh A.S., Kovalchuk S.V. Technological platform for complex processing of large data within early warning systems//WIT Transactions on Information and Communication Technologies, 2014, Vol. 56, pp. 625-634 2014 Scopus
Razumovskiy A., Nasonov D.A., Spivak A., Boukhanovsky A.V. Evolutionary Data Reorganization For Efficient Workload Processing//8th IEEE International Conference on Application of Information and Communication Technologies, AICT 2014 - Conference Proceedings, 2014, pp. 234- 239 2014 Scopus, Web of Science
Иванов С.В., Вишератин А.А., Насонов Д.А., Бухановский А.В. Метод реконструкции экстремальных природных явлений редкой повторяемости для повышения эффективности защиты Санкт-Петербурга от наводнений // Известия высших учебных заведений. Приборостроение -2014. - Т. 57. - № 12. - С. 68-70 2014 ВАК, РИНЦ
Knyazkov K.V., Nasonov D.A., Tchurov T.N., Boukhanovsky A.V. Interactive workflow-based infrastructure for urgent computing//Procedia Computer Science, 2013, Vol. 18, pp. 2223 – 2232 2013 Scopus, Web of Science
Мостаманди М.В., Насонов Д.А., Калюжная А.В., Бухановский А.В. Ансамблевые прогнозы экстремальных гидрометеорологических явлений в распределенной среде CLAVIRE // Известия высших учебных заведений. Приборостроение -2011. - Т. 54. - № 10. - С. 100-102 2011 ВАК, РИНЦ
Насонов Д.А., Иванов С.В., Бухановский А.В. Распределенная программная платформа для протипирования интеллектуальных систем управления сложными динамическими объектами // Известия высших учебных заведений. Приборостроение -2011. - Т. 54. - № 10. - С. 92-94 2011 ВАК, РИНЦ
Чуров Т.Н., Насонов Д.А., Штейнберг Б.Я., Бухановский А.В. Особенности вероятностного анализа производительности и надежности проблемно-ориентированных сред облачных вычислений // Известия высших учебных заведений. Приборостроение -2011. - Т. 54. - № 10. - С. 51-57 2011 ВАК, РИНЦ