@ARTICLE{26583204_44296456_2011, author = {Sergey Avdoshin and М. Gorbatovskiy and А. Chernov}, keywords = {, Situational awareness, Predictive behavior-based modelling, Streams processing, Dynamic optimizationSensor networks}, title = {Design and concept of an intellectual situational awereness and security system for russian railways}, journal = {}, year = {2011}, number = {4 (18)}, pages = {8-15}, url = {https://bijournal.hse.ru/en/2011--4 (18)/44296456.html}, publisher = {}, abstract = {Architecture and components are offered to design an intellectual system of situational awareness and security for transportation and railroads infrastructure are offered. The concept provides event-based streams processing approach to process the primary data and build a grid application of collecting and analysing railroads data from various sources. An architecture is proposed to support predictive analytics and decision support in real-time on very large data volumes as well as an approach to dynamically optimize the timetables on the railway infrastructure networks.}, annote = {Architecture and components are offered to design an intellectual system of situational awareness and security for transportation and railroads infrastructure are offered. The concept provides event-based streams processing approach to process the primary data and build a grid application of collecting and analysing railroads data from various sources. An architecture is proposed to support predictive analytics and decision support in real-time on very large data volumes as well as an approach to dynamically optimize the timetables on the railway infrastructure networks.} }