EFFICIENCY OF ADAPTIVE ALGORITHMS FOR CONTROLLING THE PARAMETERS OF INTERBLOCK ELECTRICAL CONNECTIONS

  • Bukovsky O.
  • Vysloukh S.
Keywords: electrical systems, production process, interblock electrical connections, parameter control, performance, accuracy, reliability, efficiency, stability, testing, control methods, automated control system, adaptive algorithms, optimization.

Abstract

The article discusses the current challenges associated with the control of the parameters of cable and wire products, especially in the context of interconnection electrical connections. It is noted that traditional methods of control often do not correspond to dynamic changes in operating conditions, which leads to an increased level of defects. Given these limitations, the study focuses on the need to implement adaptive algorithms that not only improve measurement accuracy but also provide immunity to external interference. The literature review shows the active use of automated control systems, but the emphasis is on insufficient attention to adaptive algorithms that could significantly improve the quality of control. Among the methods considered, adaptive algorithms such as Adam, Levenberg-Marquardt, LMS, and RLS prove to be effective tools for improving the objectivity and performance of control systems. Their implementation allows systems to respond faster to changes in production conditions, increasing the reliability and stability of production processes. An important aspect is the integration of adaptive technologies into specialized software of automated control systems, which expands the capabilities of existing methods and can significantly reduce the negative consequences of self-heating during measurement.

Thus, the studies carried out demonstrate that an adaptive approach to parameter control not only improves the accuracy and stability of products, but also brings modern production systems closer to high quality standards. This allows you to ensure the reliability of the electrical infrastructure, which is critical for the successful functioning of various electrical systems.

Published
2024-12-30