End milling: A neural approach for defining cutting conditions

Orlando Duran, Nibaldo Rodriguez, Luiz Airton Consalter

Resultado de la investigación: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

Resumen

The purpose of this paper is to present a new adaptive solution based on a feed forward neural network (FNN) in order to improve the task of selecting cutting conditions for milling operations. From a set of inputs parameters, such as work material, its mechanical properties, and the type of cutting tool, the system suggests feed rate and cutting speed values. The four main issues related to the neural network-based techniques, namely, the selection of a proper topology of the neural network, the input representation, the training method and the output format are discussed. The proposed network was trained using a set of inputs parameters provided by cutting operations manuals and tool manufacturers catalogues. Some tests and results show that adaptative solution proposed yields performance improvements. Finally, future work and potential applications are outlined.

Idioma originalInglés
Título de la publicación alojadaArtificial Neural Networks and Intelligent Information Processing - Proc. 4th Int. Workshop on Artificial Neural Networks and Intelligent Information Processing, ANNIIP 2008; ICINCO 2008
Páginas41-50
Número de páginas10
EstadoPublicada - 2008
Publicado de forma externa
Evento4th International Workshop on Artificial Neural Networks and Intelligent Information Processing, ANNIIP 2008; In Conjunction with ICINCO 2008 - Madeira, Portugal
Duración: 11 may. 200815 may. 2008

Serie de la publicación

NombreArtificial Neural Networks and Intelligent Information Processing - Proc. 4th Int. Workshop on Artificial Neural Networks and Intelligent Information Processing, ANNIIP 2008; ICINCO 2008

Conferencia

Conferencia4th International Workshop on Artificial Neural Networks and Intelligent Information Processing, ANNIIP 2008; In Conjunction with ICINCO 2008
País/TerritorioPortugal
CiudadMadeira
Período11/05/0815/05/08

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