Methods of processing various data in intelligent systems for management of the network and server architecture of the internet of combat things

In this chapter of the research, a method of processing various types of data in intelligent management systems of the network and server architecture of the internet of military equipment is proposed. The basis of this research is the theory of artificial intelligence, namely evolving artificial neural networks, basic genetic algorithm procedures, neuro-fuzzy expert systems, as well as bio-inspired algorithms.

In the course of the research, the authors proposed:
– a complex model of processing various types of data in intelligent decision-making support systems;
– a method of processing various types of data in intelligent management systems of network and server architecture;
– a method of increasing the efficiency of processing various types of data in intelligent management systems of network and server architecture.

The use of methods of processing various types of data in intelligent management systems of the network and server architecture of the internet of military equipment:
– to reduce the probability of premature convergence of the metaheuristic algorithm while processing various types of data in intelligent management systems of the network and server architecture of the internet of military equipment;
– to maintain a balance between the speed of convergence of the metaheuristic algorithm and diversification while processing various types of data in the intelligent control systems of the network and server architecture of the internet of military equipment;
– to take into account the type of uncertainty and noise of the data of the metaheuristic algorithm while processing various types of data in the intelligent control systems of the network and server architecture of the internet of military equipment;
– to take into account the available computing resources of the system while processing various types of data in the intelligent management systems of the network and server architecture of the internet of military equipment;
– to take into account the priority of search by swarm agents of the meta-heuristic algorithm while processing various types of data in intelligent management systems of the network and server architecture of the internet of military equipment;
– to conduct an initial display of flock individuals taking into account the type of uncertainty;
– to conduct accurate training of metaheuristic algorithms;
– to conduct a local and global search taking into account the degree of data noise while processing various types of data in intelligent management systems of the network and server architecture of the internet of military equipment.