A Network based modelling approach using the dimensional analysis conceptual modeling (DACM) framework for additive manufacturing technologies

Hossein Mokhtarian, Eric Coatanea, Henri Paris, Tuomas Ritola, Asko Ellman, Jorma Vihinen, Kari Koskinen, Kimmo Ikkala

    Tutkimustuotos: KonferenssiartikkeliScientificvertaisarvioitu

    5 Sitaatiot (Scopus)
    2 Lataukset (Pure)

    Abstrakti

    The application of additive manufacturing technologies in
    the industry is growing fast. This leads to an increasing need
    for reliable modeling techniques in the field of additive
    manufacturing. A methodology is proposed to systematically
    assess the influence of process parameters on the final
    characteristics of additively manufactured parts. The current
    study aims at presenting a theoretical framework dedicated to
    the modeling of the additive manufacturing technology. More
    specifically, the framework is used in the context of the study to
    plan and optimize the experimental process to minimize the
    amount of experiments required to populate the model. The
    framework presented is based on the Dimensional Analysis
    Conceptual Modelling framework (DACM). DACM is an
    approach supporting the production of models. This approach is
    designing networks representing a system architecture and
    behavior using an approach sharing similarities with neural
    networks. Based on the proposed approach, it is possible to
    detect where supplementary experimental data have to be
    collected to complete the model generated by the DACM
    approach. The modeling of the Direct Material Deposition
    process is conducted as an illustrative case study. The scope of
    the approach is vast and supported by validated scientific
    methods combined to form the core of the DACM method. The
    DACM framework is step by step extracting information from a

    description of the system architecture to create semi-
    automatically a model that can be simulated and used for
    multiple types of analyses associated for example with
    innovation and design improvement. The current paper will
    focus on the usage of the DACM framework, recently
    developed in a project, in the field of additive manufacturing.
    AlkuperäiskieliEnglanti
    OtsikkoProceedings of the ASME 2016 Computers and Information in Engineering Conference IDETC/CIE 2016
    JulkaisupaikkaCharlotte, North Carolina
    KustantajaASME
    Sivumäärä9
    ISBN (painettu)978-0-7918-5007-7
    DOI - pysyväislinkit
    TilaJulkaistu - 21 elok. 2016
    OKM-julkaisutyyppiA4 Artikkeli konferenssijulkaisussa
    TapahtumaASME International Design Engineering Technical Conferences & Computers and Information in Engineering Conference -
    Kesto: 1 tammik. 2000 → …

    Conference

    ConferenceASME International Design Engineering Technical Conferences & Computers and Information in Engineering Conference
    Ajanjakso1/01/00 → …

    Julkaisufoorumi-taso

    • Jufo-taso 1

    !!ASJC Scopus subject areas

    • Industrial and Manufacturing Engineering

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