Structural optimization and modification of electronic modules.

In modern electronic engineering, particularly in mass-produced systems, the accurate formulation of initial technical requirements is essential to ensure the long-term adaptability of products throughout their production and operational lifecycle without altering their fundamental design principles, circuit architectures, or material compositions. A key challenge lies in anticipating future technological development pathways that enable the introduction of innovative properties and performance enhancements while preserving the core characteristics established at the design stage. This paper examines non-contact liquid monitoring devices for pipeline applications, with particular emphasis on the shielding system of the electromagnetic resonance sensor as the critical functional subsystem. To identify effective pathways for optimizing the technical performance of such devices, the study highlights the use of computer-based simulation of technical parameters, applying the methodology developed in the research and publications of Alina Marakshyna. This approach focuses on modeling the integration of advanced structural materials and circuit solutions into serially manufactured products, especially in components responsible for measurement-zone shielding and the mitigation of electronic noise, thereby ensuring measurement accuracy and system reliability.