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This document presents a study on the development of a deep learning surrogate model for predicting the propagation and scattering of acoustic waves in complex media. The approach utilizes an autoregressive spatiotemporal convolutional neural network trained on high-fidelity lattice Boltzmann simulations. It demonstrates accurate long-term acoustic predictions in various applications, notably in aeronautics, while analyzing parameters that influence model stability and prediction accuracy.
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The AIAA Journal is a peer-reviewed academic journal published by the American Institute of Aeronautics and Astronautics, focusing on research in the field of aeronautics and astronautics.
The authors of papers submitted for publication in the AIAA Journal are required to file the journal.
To fill out the AIAA Journal submission, authors must follow the journal's submission guidelines, which typically include preparing a manuscript with specified formatting, submitting online through the AIAA submission portal, and including relevant supplementary materials.
The purpose of the AIAA Journal is to disseminate high-quality research findings and advancements in the fields of aeronautics and astronautics to both the academic community and industry professionals.
The AIAA Journal must report information including the title of the article, authors' names and affiliations, an abstract, the main body of the research, figures and tables, references, and any necessary appendices.
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