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AIAA Journal

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ISSN 0001-1452 · American Institute of Aeronautics and Astronautics · 2 articles in the index

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  1. Journal Article Full text

    Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning

    Steven L. Brunton; J. Nathan Kutz; Krithika Manohar et al.

    AIAA Journal · 2021 · English · OpenAlex Scopus

    Data science, and machine learning in particular, is rapidly transforming the scientific and industrial landscapes. The aerospace industry is poised to capitalize on big data and machine learning, which excels at solving the types of multi-objective, constrained optimization problems that arise in…

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  2. Journal Article Full text

    Guide to Spectral Proper Orthogonal Decomposition

    Oliver T. Schmidt; Tim Colonius

    AIAA Journal · 2020 · English · OpenAlex Scopus

    This paper discusses the spectral proper orthogonal decomposition and its use in identifying modes, or structures, in flow data. A specific algorithm based on estimating the cross-spectral density tensor with Welch’s method is presented, and guidance is provided on selecting data sampling…

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