Development of a method for the search of solutions in the sphere of national security using bio-inspired algorithms

Abstract

The object of research are decision support systems. The subject of research is the decision-making process in management problems using bio-inspired algorithms. A method for the search of solutions in the field of national security using bio-inspired algorithms is proposed. The proposed method is based on a combination of an artificial bat algorithm and evolving artificial neural networks. The method has the following sequence of actions: ‒ input of initial data; ‒ processing of initial data taking into account the degree of uncertainty; ‒ numbering of bat agents (BA); ‒ placement of bat agents taking into account the degree of uncertainty about the state of the analysis object in the search space; ‒ setting the initial BA speed and the echolocation frequency of each BA; ‒ starting a local search; ‒ launching a global search; ‒ training knowledge bases of bat agents. The originality of the proposed method consists in the arrangement of bat agents taking into account the uncertainty of initial data, improved global and local search procedures taking into account the noise degree of data about the state of the analysis object. Another feature of the proposed method is the use of an improved procedure for training bat agents. The training procedure consists in learning the synaptic weights of an artificial neural network, the type and parameters of the membership function, the architecture of individual elements and the architecture of the artificial neural network as a whole. The method makes it possible to increase the efficiency of data processing at the level of 13–21 % due to the use of additional improved procedures. The proposed method should be used to solve the problems of evaluating complex and dynamic processes in the interests of solving national security problems

Moderní aspekty vědy: XXXVІ. Díl mezinárodní kolektivní monografie / Mezinárodní Ekonomický Institut s.r.o. Česká republika: Mezinárodní Ekonomický Institut s.r.o., 2023. str. 325.

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An improvement of the method for assessing the efficiency of the methods of performing tasks by the naval forces in the conditions of hybrid operations

“…The concept of hybrid war turned out to be theoretically and practically the most suitable for determining the specifics of the actions of the Russian Federation (RF), which is trying to achieve its political aims by combining military, quasi-military, diplomatic, informational, economic and other ways. The specificity of the Russian hybrid aggression against Ukraine lies not so much in the general methods of hybrid warfare, but in Russia's unconditional violation of the system of international legal agreements, the large scale of the damage caused and the significant duration of the conflict [3][4][5]. In addition to the above mentioned, it is necessary to note the intensive conduct of hybrid actions by the enemy in the maritime environment since 2014 in order to prevent Ukraine from conducting economic activities at sea.…”