2015 Присуждена учёная степень "Кандидат технических наук" , тема диссертации "Математические модели и адаптивные методы краткосрочного прогнозирования параметров дорожного движения"
Образование
2018 Повышение квалификации: Самарский университет
2018 Повышение квалификации: Самарский университет
2018 Повышение квалификации: Самарский университет
2005 - 2011 Образование: Самарский государственный аэрокосмический университет им.С.П.Королева , факультет Информатика
Scopus/WoS
2020
1Borodinov A., Agafonov A., Myasnikov V.A Method of Preference and Utility Elicitation by Pairwise Comparisons and its Application to Intelligent Transportation Recommendation Systems // 10th International Conference on Information Science and Technology, ICIST 2020. — 2020. — P. 77-85
2Yumaganov A., Agafonov A., Myasnikov V.Map Matching Algorithm Based on Dynamic Programming Approach // Proceedings of the 2020 Federated Conference on Computer Science and Information Systems, FedCSIS 2020. — 2020. — P. 563-566
3Agafonov A.Traffic Flow Prediction Using Graph Convolution Neural Networks // 10th International Conference on Information Science and Technology, ICIST 2020. — 2020. — P. 91-95
4Agafonov A., Maksimov A., Borodinov A.GPU implementation of the stochastic on-time arrival routing algorithm // CEUR Workshop Proceedings. — 2020. — Vol. 2665. — P. 164-167
2019
1Agafonov A., Yumaganov A.Bus Arrival Time Prediction with LSTM Neural Network // Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). — 2019. — Vol. 11554 LNCS. — P. 11-18
2Agafonov A., Myasnikov V., Borodinov A.Anticipatory Vehicle Routing in Stochastic Networks Using Multi-Agent System // Proceedings - 2019 21st International Conference "Complex Systems: Control and Modeling Problems", CSCMP 2019. — 2019. — Vol. 2019-September. — P. 91-95
3Agafonov A.A., Myasnikov V.V., Maksimov A.I.Approximation of the road segments travel time using Levy distributions in the reliable shortest path problem // Journal of Physics: Conference Series. — 2019. — Vol. 1368. Issue 3.
4Agafonov A.A., Myasnikov V.V.Method for reliable shortest path determination in stochastic networks using parametrically defined stable probability distributions // SPIIRAS Proceedings 2019. — Vol. 18. Issue 3. — P. 557-581
5Agafonov A.A., Yumaganov A.S.Bus Arrival Time Prediction Using Recurrent Neural Network with LSTM Architecture // Optical Memory and Neural Networks (Information Optics) 2019. — Vol. 28. Issue 3. — P. 222-230
6Agafonov A.A., Yumaganov A.S.Performance comparison of machine learning methods in the bus arrival time prediction problem // CEUR Workshop Proceedings. — 2019. — Vol. 2416. — P. 57-62
7Agafonov A., Myasnikov V.Stochastic on-time arrival problem with levy stable distributions // 4th International Conference on Intelligent Transportation Engineering, ICITE 2019. — 2019. — P. 227-231
8Borodinov A.A., Yumaganov A.S., Agafonov A.A.Public transport route planning in the stochastic network based on the user individual preferences // CEUR Workshop Proceedings. — 2019. — Vol. 2391. — P. 66-71
2018
1Agafonov A., Borodinov A.A Route Reservation Approach for an Autonomous Vehicles Routing Problem // MATEC Web of Conferences. — 2018. — Vol. 220.
2Agafonov A.A., Myasnikov V.V.Vehicle routing algorithms based on a route reservation approach // Journal of Physics: Conference Series. — 2018. — Vol. 1096. Issue 1.
3Agafonov A.A., Myasnikov V.V.Numerical route reservation method in the geoinformatic task of autonomous vehicle routing // Computer Optics 2018. — Vol. 42. Issue 5. — P. 912-920
4Agafonov A.A., Yumaganov A.S., Myasnikov V.V.Big data analysis in a geoinformatic problem of short-term traffic flow forecasting based on a K nearest neighbors method // Computer Optics 2018. — Vol. 42. Issue 6. — P. 1101-1111
5Agafonov A.A.A public transport departure time prediction algorithm based on operation strategies and real-time monitoring data // CEUR Workshop Proceedings. — 2018. — Vol. 2210. — P. 75-81
6Agafonov A., Yumaganov A.Short-term traffic flow forecasting using a distributed spatial-temporal k nearest neighbors model // Proceedings - 21st IEEE International Conference on Computational Science and Engineering, CSE 2018. — 2018. — P. 91-98
7Agafonov A.A., Yumaganov A.S.Short-term traffic flow forecasting using a distributed spatialtemporal model // CEUR Workshop Proceedings. — 2018. — Vol. 2210. — P. 402-409
8Agafonov A., Yumaganov A.Spatial-Temporal K Nearest Neighbors Model on MapReduce for Traffic Flow Prediction // Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). — 2018. — Vol. 11314 LNCS. — P. 253-260
2017
1Agafonov A., Myasnikov V.Efficiency comparison of the routing algorithms used in centralized traffic management systems // Procedia Engineering. — 2017. — Vol. 201. — P. 265-270
2Abdulganiev I., Agafonov A.Acceleration of the reliable shortest path algorithm in a time-dependent stochastic transport network // CEUR Workshop Proceedings. — 2017. — Vol. 1901. — P. 1-5
2016
1Agafonov A., Myasnikov V.Reliable routing in stochastic time-dependent network with the use of actual and forecast information of the traffic flows // IEEE Intelligent Vehicles Symposium, Proceedings. — 2016. — Vol. 2016-August. — P. 1168-1172
2Agafonov A.A., Myasnikov V.V.Method for the reliable shortest path search in time-dependent stochastic networks and its application to GIS-based traffic control // Computer Optics 2016. — Vol. 40. Issue 2. — P. 275-283
3Agafonov A., Myasnikov V.Structural optimization of the travel time prediction model based on hierarchical regression // CEUR Workshop Proceedings. — 2016. — Vol. 1710. — P. 1-9
4Abdulganiev I., Agafonov A.Automatic checking of road network models // CEUR Workshop Proceedings. — 2016. — Vol. 1638. — P. 249-255
2015
1Agafonov A., Myasnikov V.An Adaptive Algorithm for Public Transport Arrival Time Prediction Based on Hierarhical Regression // IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC. — 2015. — Vol. 2015-October. — P. 2776-2781
2Agafonov A., Myasnikov V.Traffic flow forecasting algorithm based on combination of adaptive elementary predictors // Communications in Computer and Information Science. — 2015. — Vol. 542. — P. 163-174
3Agafonov A.A., Chernov A. V. , Sergeev A.V.Using satellite monitoring and statistical data to predict arrival time of city public transport // Pattern Recognition and Image Analysis 2015. — Vol. 25. Issue 3. — P. 385-388
2014
1Agafonov A.A., Myasnikov V.V.An algorithm for traffic flow parameters estimation and prediction using composition of machine learning methods and time series models // Computer Optics 2014. — Vol. 38. Issue 3. — P. 539-549
2Agafonov A.A., Myasnikov V.V.An algorithm for city transport arrival time estimation using adaptive elementary predictions composition // Computer Optics 2014. — Vol. 38. Issue 2. — P. 356-368
2012
1Agafonov A.A., Sergeev A.V., Chernov A. V. Forecasting of the motion parameters of city transport by satellite monitoring data // Computer Optics 2012. — Vol. 36. Issue 3. — P. 453-458
ВАК
2016
1Агафонов А. А. , Мясников В. В. Method for the reliable shortest path search in time-dependent stochastic networks and its application to GIS-based traffic control // Компьютерная оптика. — 2016. — Т. 40. Вып. 2. — С. 275-283
2014
1Агафонов А. А. , Мясников В. В. An algorithm for traffic flow parameters estimation and prediction using composition of machine learning methods and time series models // Компьютерная оптика. — 2014. — Т. 38. Вып. 3. — С. 539-549
2Агафонов А. А. , Мясников В. В. An algorithm for city transport arrival time estimation using adaptive elementary predictions composition // Компьютерная оптика. — 2014. — Т. 38. Вып. 2. — С. 356-368
Другие
2020
1Агафонов А.А., Максимов А.И., Бородинов А.А.Исследование эффективности вычисления надежного кратчайшего пути с использованием GPU // VI Международная конференция и молодёжная школа «Информационные технологии и нанотехнологии» (ИТНТ-2020). — 2020. — Т. 2. — С. 732-738
2019
1Агафонов А.А., Мясников В.В., Бородинов А.А.Многоагентная система маршрутизации транспортных средств в стохастической транспортной сети // XXI Международная научная конференция "Проблемы управления и моделирования в сложных системах" (ПУМСС-2019). — 2019. — Т. 2. — С. 200-205
2Бородинов А.А., Агафонов А.А., Юмаганов А.С.Построение маршрута движения на общественном транспорте с учетом индивидуальных предпочтений участников движения // V Международная конференция и молодежная школа «Информационные технологии и нанотехнологии» (ИТНТ-2019). — 2019. — Т. 2. — С. 342-348
3Агафонов А.А., Мясников В.В., Максимов А.И.Использование параметрически заданных устойчивых распределений вероятностей в задаче нахождения надежного кратчайшего пути // V Международная конференция и молодежная школа «Информационные технологии и нанотехнологии» (ИТНТ-2019). — 2019. — Т. 2. — С. 556-562