Principles of Constructing Artificial Intelligence Systems and their Application in Electrical Power Industry

Authors

  • Alexander Khrennikov JSC “S&T Centre of Federal Grid Company of Unified Energy System” Rosseti, Moscow, Russia
  • Yuri Lyubarsky JSC “S&T Centre of Federal Grid Company of Unified Energy System” Rosseti, Moscow, Russia
  • Andrei Khrennikov Mathematical Institute of Linnaeus University, Växjö, Sweden

Keywords:

artificial intelligence systems, expert systems, neural networks, hierarchical structure of the brain, neurocybernetics, monitoring the state of electrical equipment, operational dispatch control of power grids, emergency situations, automated dispatch control systems (ASDU)

Abstract

The paper considers two historically established directions of building artificial intelligence systems: expert systems and neural networks. The consideration is given to parallels and analogies between the work of neural networks and the work of the human brain, the hierarchical structure of the brain, the history of the neurocybernetics development, and the theoretical foundations of neural networks.

Models of reasoning of specialists are used in expert systems based on production rules (expressions of the form “if ..., then”). The main semantic elements in neural networks are models of neurons and layers of neurons (input, output, intermediate). Large amounts of data are associated with neuron models (the so-called “big data”).

The paper gives examples of using neural networks and artificial intelligence systems in the electric power industry for the electrical equipment state monitoring, operational dispatch control of electrical networks, for the analysis of emergencies, and intelligent functions of automated dispatch control systems (ADCS).

Author Biography

Alexander Khrennikov, JSC “S&T Centre of Federal Grid Company of Unified Energy System” Rosseti, Moscow, Russia

Scientific secretary of Scientific and Technical Center of Federal Grid Company of United Energy System, Russia. Honored Member of CIGRE and Professor of Samara State Technical University, Russia.

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Published

2022-02-04