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Keywords: reduced-order model
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Journal Articles
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011705.
Paper No: MD-22-1319
Published Online: November 17, 2022
... computational expenses of explicitly modeling spatially varying microstructures in a macroscopic part. To address this challenge and open the doors for the fracture-aware design of multiscale materials, we propose a data-driven framework that integrates a mechanistic reduced-order model (ROM) with a calibration...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091710.
Paper No: MD-22-1059
Published Online: August 5, 2022
.... The proposed approach is demonstrated for a structural digital twin of a 12 ft wingspan unmanned aerial vehicle. Offline, training data are generated by simulating scenarios using predictive reduced-order models of the vehicle in a range of structural states. These training data can be further augmented using...