Towards an Evolutionary Approximation of Subdivision Control Meshes

    Aktivität: Vortrag oder PräsentationVortrag bei Konferenz oder FachtagungScience to science

    Beschreibung

    Although numerical models may be derived ab initio many CAD models
    are still derived from real-world objects. That is, a real shape is captured
    and then converted into a numerical representation using either NURBS or
    subdivision. This process is referred to as surface reconstruction.
    Approaches to find a subdivision control mesh for a given input shape are
    typically based on analysing the given surface and then manually or semi-
    automatically fit a control mesh which approximates in the limit the smooth
    input shape while respecting differential properties of the surface.
    The surface reconstruction we present avoids analysis of the input shape.
    Instead we use a genetic algorithm to optimize a set of typical modelling op-
    erations to derive a subdivision control mesh which in the limit approximates
    the input or target shape. The operations are applied to a simple base object
    like a cube or torus and are randomly initialized.
    The genetic algorithm tries to optimize the set of modelling operations not
    only with respect to the input shape, but also such that a good control mesh
    for the target shape is achieved. To achieve this a meaningful fitness functions
    has to be defined that takes into account the distance of the subdivided test
    shape to the target shape how many operations are applied and how many
    vertices the subdivided test shape has in comparison to the target shape. A
    well suited test shape, with a high fitness value should minimize all three
    measures.
    We present our genetic algorithm including metrics for determining the
    fitness of a test shape.
    Zeitraum22 Sept. 2022
    Ereignistitel3rd International Conference on Subdivision, Geometric and Algebraic Methods, Isogeometric Analysis and Refinability: SMART 2022
    VeranstaltungstypKonferenz
    OrtRimini, ItalienAuf Karte anzeigen