Harmonic Impact analysis coming from the manufacturing processes of a Eletroeletrônica Industry Using KDD and Decision Trees
Loading...
Date
Journal Title
Journal ISSN
Volume Title
Publisher
INSTITUTO DE TECNOLOGIA
Abstract
The study analyzes the impact of harmonic distortions generated by non-linear loads (computers, notebooks, and tablets) on the electrical grid of an electronics industry in Manaus. Using the KDD (Knowledge Discovery in Databases) methodology and decision trees, data were collected over a week at different points in the production process. The results identified that the 5th and 7th order harmonics, originating from the tablet production line, contributed the most to the total harmonic distortion of voltage (THDv) at the common coupling point (PCC). The decision tree technique proved effective in classifying and prioritizing distortion sources, aiding in decision-making for impact mitigation.
Description
Keywords
Qualidade de energia, Distorção harmônica total de tensão (THDv), Árvores de decisão, Cargas não lineares, Processo de descoberta de conhecimento (KDD)
Citation
NOGUEIRA, Rildo de Mendonça; OLIVEIRA, Edson Farias de; SILVA, Waterloo Ferreira da; et al. Harmonic Impact analysis coming from the manufacturing processes of a Eletroeletrônica Industry Using KDD and Decision Trees. Journal of Engineering and Technology for Industrial Applications (JETIA), Manaus, v. 1, n. 1, p. 67-74, mar. 2015. ISSN 2447-0228. Disponível em: http://www.itegam-jetia.org.
