While completing the work at the first stage of applied scientific research on the topic “Development of intelligent algorithms for detecting network threats in cloud computing environment and protective methods against them, based on traffic dynamics analysis and determination of deviations in user behavior” the following results were obtained:
- An analytical review of modern scientific and technical, normative, methodological literature, which touch upon scientific\technical problem investigated during the ASREX;
- Information security threats model in the cloud environment was developed;
- Was made a study of existing methods and algorithms for detecting information security threats and methods and algorithms against them;
- Selection and substantiation of the methods for solving the tasks set in ASREX were carried out;
- Patent researches were carried out;
- Imitation model of user behavior in the cloud environment was developed;
- Algorithm for information security threats detection based on user behavior was developed;
- Software implementation of user behavior in the cloud environment simulation model was carried out;
- Investigations of characteristics of developed algorithm for information security threats detection with the use of simulation modelling were made;
- The application for the protection document of results of intellectual activity (patent, certificate) was prepared and filled, the state fee was paid;
- All necessary materials were prepared for participating in the events aimed at highlighting and promoting intermediate results of ASREX (conferences, seminars, symposiums, exhibitions, etc., including international ones);
- Architecture of simulation model of user behavior in the cloud environment was developed;
- Plan of experiments on simulation of user behavior in the cloud environment was developed;
- Simulation model of user behavior in the cloud environment was tested;
- Technical requirements for the annotated database of user behavior descriptors and traffic characteristics were developed;
- The equipment, components and software needed for the project was purchased;
- Project page containing developed content was created;
- Preliminary marketing researches with the aim of studying marketing requirements, product requirements and commercialization perspectives for the results of intellectual activity obtained within completing ASREX were carried out;
- Mathematical criterias for quality of work of the system for detecting network attacks and information security threats were developed;
- Research of modern methods of high-speed server implementation of data analysis algorithms based on deer neural network architectures was carried out;
- Study of possibility of application and testing open source implementations of deep neural network architectures and methods based on LSTM for solving information security problems was carried out;
- Web interface architecture for system management in detecting attacks and information security threats was developed.