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Universal Research and Academic Journal
VOL.: 4 ISSUE.: 4 (April 2026)
Author(s): Neha Kapil, Dr. Sunil Verma
Abstract:
Interruptions in the supply of electricity cause numerous losses to consumers, whether residential or industrial and may result in fines being imposed on the regulatory agency’s concessionaire. In Brazil, the electrical transmission and distribution systems cover a large territorial area, and because they are usually outdoors, they are exposed to environmental variations. In this context, periodic inspections are carried out on the electrical networks, and ultrasound equipment is widely used, due to non-destructive analysis characteristics. Ultrasonic inspection allows the identification of defective insulators based on the signal interpreted by an operator. This task fundamentally depends on the operator’s experience in this interpretation. In this way, it is intended to test machine learning applications to interpret ultrasound signals obtained from electrical grid insulators, distribution, class 25 kV.Currently, research in the areauses several models of artificial intelligence for various types of evaluation. This paper discusses the Multi Layer Perceptron (MLP) and Comparison of single and multiple Multi Layer Perceptron (MLP).
Keywords: Multi Layer Perceptron (MLP), FMIC
Pages: 43 - 49 | 195 View | 89 Download
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