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• SCENARIO- AND RISK-WEIGHTED LOGGING DEFICIT METHODOLOGY FOR SIEM WITH A PROBABILISTIC INTENSITY BASELINE AND ASSESSMENT OF EVENT SUITABILITY FOR CORRELATION

  М. А. Kiselev

  68-83

  2026-07-07

  Abstract ▼

  Relevance. The effectiveness of correlation in SIEM is determined not only by the completeness of incoming events, but also by their suitability for scenario-based analysis. Practical logging defects, including under-logging, violations of temporal consistency, loss of mandatory attributes, and record duplication, degrade detection quality and increase the likelihood of false positives. Objective. To develop a scenario- and risk-weighted methodology for the quantitative assessment of logging deficit as a measure of the suitability of an event stream for correlation. Tasks. To form a scenario-justified set of controlled event classes, assign risk weights to them, construct a probabilistic baseline intensity profile, introduce criteria of temporal validity and structural suitability of records, and obtain an integral indicator with diagnostic interpretation of the causes of logging quality degradation. Methods. The study employs scenario analysis of detection content, risk-weighted aggregation, baseline construction from historical data, monitoring of event temporal validity, and assessment of the completeness of minimally sufficient profiles of correlation-significant attributes. Results. The proposed method extends the basic logging deficit indicator by introducing a probabilistic baseline intensity profile, sensitivity to over-logging, loss of correlation-significant fields, and a diagnostic decomposition of logging quality degradation causes. Experimental validation showed that in the baseline mode, DL_new = 0.000 while DL_old = 0.297, confirming the absence of false positives produced by the new indicator on a normal event stream. In the duplication scenario, DL_old = 0.000 while DL_new = 0.073, demonstrating the ability of the new inidcator to detect over-logging that remains invisible to the basic indicator. When temporal consistency is violated, all indicators reach 1.000, which corresponds to the complete unsuitability of the event stream for correlation. Conclusions and significance. The scientific novelty lies in the formalization of logging deficit as a deficit of event-stream suitability for correlation, taking into account the scenario significance of event classes and introducing a diagnostic decomposition that makes it possible to identify the dominant diagnostic component of degradation. The practical significance lies in the ability to quantitatively justify priority measures for improving event sources, normalization procedures, and correlation rules in SIEM.

• ALGORITHMS OF ELECTRIC NETWORK CONTROL OF A HYBRID POWER SUPPLY SYSTEM OF AUV

  N.K. Kiselev, L.A. Martynova

  2022-03-02

  Abstract ▼

  The aim of the research was to control the electrical network of a hybrid power supply system
  for an autonomous underwater vehicle designed to travel over ultra-long distances over tens
  of thousands of kilometers. To overcome ultra-long distances, the urgent task is to minimize the
  specific consumption of electricity, provided that all consumers are provided with electricity. The
  relevance of the work is determined by the novelty of using a hybrid power supply system in autonomous
  unmanned underwater vehicles, consisting of heterogeneous sources of electricity operating
  on different physical principles. Due to the lack of research to date, related to the control of
  the hybrid power supply system, coordinated with the modes of motion of the vehicle in a wide range of speeds, the problem arose of developing control algorithms for the hybrid power supply
  system. To solve the problem, the reasons for the change in current consumption during the
  movement of the device were analyzed, the necessary conditions for connecting consumers to the
  bus ducts were formed, including providing all consumers with electricity in full, excluding the
  excess of the rated currents of each bus duct with consumption currents, minimizing electricity
  losses when passing through the conductor and through the equipment. In this regard, the possible
  configurations of the construction of the electrical network using conductors and equipment were
  analyzed, and losses on the current conductors and on the equipment used were estimated. Based
  on the results of the research, a graph of consumers' connections to the conductors was formed,
  and to determine the way of connecting each consumer to the energy source through the power
  grid, a connection path was determined that minimizes losses. The problem was formalized as
  finding the shortest path in a graph, and Dijkstra's algorithm was used as a basis to solve it. Based
  on the research results, algorithms were formed for the formation of ways to connect consumers to
  electricity sources through the power grid and an algorithm for controlling the switching of keys
  in the power grid when the consumption currents change. The developed algorithms were implemented
  in software, and a numerical experiment was carried out using a simulation model. The
  results of the experiment showed the correctness of the developed algorithms, and can be further
  used for implementation in the devices under development for moving over ultra-long distances.

• ORGANIZATION OF THE ELECTRIC NETWORK OF THE HYBRID POWER SUPPLY SYSTEM OF AUTONOMOUS UNDERWATER VEHICLE

  N.K. Kiselev, L.A. Martynova, I.V. Pashkevich

  2021-04-04

  Abstract ▼

  The aim of the study is to organize the power grid of a hybrid power supply system for an autonomous
  underwater vehicle capable of moving in a wide range of speeds. The need to move the
  autonomous underwater vehicle in a wide range of speeds requires the use of heterogeneous sources
  of electricity operating on different physical principles - storage batteries and electrochemical generators
  using reagents from the reagent storage. In addition, in order to provide consumers with
  electricity with the required parameters (currents, voltages, volumes of electricity), it is necessary to
  use additional switchboards, voltage converters, protective switching equipment, keys. The use of
  additional equipment in the power grid allows you to flexibly configure the power grid in order to
  generate energy in an amount consistent with the amount of electricity consumed. On the other hand,
  additional equipment causes losses of electricity in the network, and, accordingly, additional electricity.
  In this regard, the task of determining the option for organizing the power grid, at which the loss
  of electricity would be minimal, is relevant. To solve this problem, the features of the use of additional
  equipment in the power grid were analyzed, the consumption of electricity by an autonomous underwater
  vehicle at different stages of a route assignment was analyzed, the minimum and maximum
  volumes of consumption were determined when an autonomous underwater vehicle moved in different
  speed modes. This made it possible to determine the degree of involvement of heterogeneous
  sources of electricity in the process of performing a route assignment. Based on the results of the
  analysis, alternative options for the power grid were formed. To select the option of the organization
  that ensures the minimum losses of electricity, a target graph of the effect of losses on individual
  devices of the power grid was formed - on the losses of the entire power grid, and using the method of
  distributing tags, quantitative estimates of each of the alternative options were obtained. Teaching
  quantitative assessments made it possible to determine the option of organizing an electrical network
  that minimizes losses. This allows, in turn, to formulate the requirements for the functioning of the
  elements of the hybrid power supply system, to develop control algorithms. In general, the result
  obtained makes it possible to minimize the consumption of energy resources during the movement of
  an autonomous underwater vehicle throughout the entire duration of the route assignment.

• THE MATHEMATICAL MODEL OF THE FUNCTIONING OF A HYBRID ENERGY SUPPLY SYSTEM AS PART OF A DEBUGGING AND MAINTENANCE STAND AUV

  N.K. Kiselev, L.A. Martynova, I.V. Pashkevich

  2020-07-10

  Abstract ▼

  The aim of the research is to develop a complex of mathematical models that provide initial data for a mathematical model of the hybrid energy supply system for subsequent integration into the stand for debugging and maintenance. The work is a development of the previously published mathematical model of the functioning of the hybrid energy supply system of an autonomous un-derwater vehicle. In the work, based on the results of the analysis of the goals and objectives of modeling, mathematical models of electric power sources — a storage battery and an electro-chemical generator — are developed. Since control over the operating parameters of the battery and the electrochemical generator depends on the parameters of the vehicle’s movement, addi-tional mathematical models of the marching propulsion engine and the integrated control system of the vehicle have been developed. The external conditions for the functioning of the vehicle and the route task were set in a specially developed tactical situation simulator. Based on the theory of integrated hierarchical modeling with variable resolution, the most appropriate degree of detail of the developed mathematical models was determined. In view of the need to take into account the non-uniformity of gas blowing of fuel elements in an electrochemical generator, the mathematical model is based on solving a non-linear system of equations, including the Navier-Stokes equation, equations of conservation of momentum, energy and charge. When developing a mathematical model of the battery, the uneven charge of individual batteries was taken into account; The math-ematical model took into account the parameters of individual batteries according to their manu-facturer. The simulation results were the charge-discharge characteristics of the battery. In the mathematical model of the main consumer of electricity - the marching propulsion - the depend-ence of the generated thrust on the required speed of the vehicle is implemented, which allowed to obtain the amount of electricity consumed by the marching propulsion. In the mathematical model of an integrated control system, depending on the current position of the vehicle, motion control-lers are implemented to form control elements of the propulsion system, providing typical modes of maneuvering the vehicle. In addition, the control of the functioning parameters of the hybrid ener-gy supply system was implemented - switching of electric power sources, switching of battery charge processes. In the mathematical model of a tactical situation simulator, the possibilities of defining a route and external conditions are realized. In addition, a model of the vehicle movement was implemented taking into account the forces and moments acting on the vehicle. The developed complex of mathematical models, which provides the data with a mathematical model of the func-tioning of the hybrid energy supply system, can be used as a part of the stand for debugging and maintenance of an autonomous underwater vehicle.