NN Modelling of the Energy Consumption in The Welding Process

  • Cezarina Afteni „Dunărea de Jos” University of Galați, Department of Manufacturing Engineering
  • Gabriel Frumușanu „Dunărea de Jos” University of Galați, Department of Manufacturing Engineering
  • Cătălina Comșa „Dunărea de Jos” University of Galați, Department of Manufacturing Engineering
Keywords: welding process, energy consumption, NN modelling, causal identification, pipes welding

Abstract

Energy consumption is different for various technological processes used in manufacturing (cutting, plastic deformation, sintering, welding, etc.) and nowadays is becoming a more and more important issue to be considered when planning certain manufacturing processes. Related to this, when releasing a quotation for a given product request coming for the market, it is important to have a tool enabling to evaluate the estimated energy consumption that will be required. This paper proposes a method to predict the consumption of energy in the welding process depending on the same main parameters of the process. The method is based on causal identification and on the NN modelling technique. Method application is sampled in the case of a real database including information concerning pipes welding. The method proves to be fast and delivers results of reasonable precision.

Published
2022-01-17
How to Cite
1.
Afteni C, Frumușanu G, Comșa C. NN Modelling of the Energy Consumption in The Welding Process. Annals of ”Dunarea de Jos” University of Galati, Fascicle V, Technologies in machine building [Internet]. 17Jan.2022 [cited 25Apr.2024];39(1):41-8. Available from: https://www.gup.ugal.ro/ugaljournals/index.php/tmb/article/view/5011

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