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Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
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Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
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Updated: May 9, 2025

Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
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Developable Approximation via Isomap on Gauss Image.

Yuan-Yuan Cheng, Qing Fang, Ligang Liu

    IEEE Transactions on Visualization and Computer Graphics
    |May 5, 2025
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    Summary
    This summary is machine-generated.

    This study introduces a new method for creating developable approximations of triangular meshes using Isomap for fitting Gauss images. The technique achieves higher fidelity and clearer seam curves compared to existing methods.

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    Area of Science:

    • Computer Graphics
    • Computational Geometry
    • Differential Geometry

    Background:

    • Developing accurate developable surfaces from arbitrary meshes is crucial in fields like computer-aided design and manufacturing.
    • Existing methods often struggle with maintaining mesh fidelity or clearly defining seam curves.

    Purpose of the Study:

    • To propose a novel method for generating developable approximations of triangular meshes.
    • To improve upon the fidelity and seam curve distinctness of current state-of-the-art techniques.

    Main Methods:

    • Utilizing Isomap, a nonlinear dimensionality reduction technique, to fit general curves on the sphere for Gauss image representation.
    • Assigning target normals to each triangle after local fitting.
    • Globally deforming the mesh iteratively to match target normals, achieving the developable approximation.

    Main Results:

    • The proposed method successfully generates developable approximations for various triangular meshes.
    • Results show higher fidelity to the original input mesh compared to existing methods.
    • The method produces more prominent and visually distinct undevelopable seam curves.

    Conclusions:

    • The Isomap-based approach offers a robust and effective way to create high-fidelity developable surface approximations.
    • This method advances the state-of-the-art in mesh developability, providing clearer seam definition.