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A contemporary study into the application of neural network techniques employed to automate CAD/CAM integration for die manufacture


Reference:

Ding, L. and Matthews, J., 2009. A contemporary study into the application of neural network techniques employed to automate CAD/CAM integration for die manufacture. Computers and Industrial Engineering, 57 (4), pp. 1457-1471.

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    Official URL:

    http://dx.doi.org/10.1016/j.cie.2009.01.006

    Abstract

    In recent years, collaborative research between academia and industry has intensified in finding a successful approach to take the information from a computer generated drawings of products such as casting dies, and produce optimal manufacturing process plans. Core to this process is feature recognition. Artificial neural networks have a proven track record in pattern recognition and there ability to learn seems to offer an approach to aid both feature recognition and process planning tasks. This paper presents an up-to-date critical study of the implementation of artificial neural networks (ANN) applied to feature recognition and computer aided process planning. In providing this comprehensive survey, the authors consider the factors which define the function of a neural network specifically: the net topology, the input node characteristic, the learning rules and the output node characteristics. In additions the authors have considered ANN hybrid approaches to computer aided process planning, where the specific capabilities of ANN’s have been used to enhance the employed approaches.

    Details

    Item Type Articles
    CreatorsDing, L.and Matthews, J.
    DOI10.1016/j.cie.2009.01.006
    Uncontrolled Keywordscomputer aided process planning, artificial neural networks, feature recognition, casting die machining
    DepartmentsFaculty of Engineering & Design > Mechanical Engineering
    Research CentresInnovative Design & Manufacturing Research Centre (IdMRC)
    Publisher StatementMatthews_CIE_2009_57_4_1457.pdf: This is the author’s version. A definitive version was subsequently published in Computers and Industrial Engineering, 57 (4), 2009, DOI: 10.1016/j.cie.2009.01.006; Matthews_CIE_2009_57_4_1457.doc: This is the author’s version. A definitive version was subsequently published in Computers and Industrial Engineering, 57 (4), 2009, DOI: 10.1016/j.cie.2009.01.006
    RefereedYes
    StatusPublished
    ID Code12759
    Additional InformationID number: doi:10.1016/j.cie.2009.01.006

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