Ozawa, Yuta and Nishikori, Hiroki and Nagata, Takayuki and Nonomura, Taku and Asai, Keisuke and Colonius, Tim (2022) DMD-based Superresolution Measurement of a Supersonic Jet using Dual Planar PIV and Acoustic Data. In: 28th AIAA/CEAS Aeroacoustics 2022 Conference, 14-17 June 2022, Southampton, UK. https://resolver.caltech.edu/CaltechAUTHORS:20220614-222392000
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Abstract
The present study proposes a framework of the superresolution measurement based on the dynamic mode decomposition (DMD) with the Kalman filter and Rauch–Tung–Striebel smoother. The dual-planar particle image velocimetry (PIV) systems were constructed to acquire the paired velocity fields of a Mach 1.1 supersonic jet. The acoustic measurement was simultaneously performed, and the velocity and acoustic data are used for the superresolution. Although the dual PIV system measures the basic characteristics of the velocity fields, all the DMD modes calculated by the exact DMD are decay modes due to the measurement noise. The superresolved velocity field shows smooth convection of the large-scale structures at the downstream side. Therefore, the proposed method is effective to reconstruct the entire flow fluctuation because the DMD modes express the linear dynamical system of the velocity fields.
Item Type: | Conference or Workshop Item (Paper) | ||||||
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Additional Information: | © 2022 American Institute of Aeronautics and Astronautics. | ||||||
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DOI: | 10.2514/6.2022-3065 | ||||||
Record Number: | CaltechAUTHORS:20220614-222392000 | ||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:20220614-222392000 | ||||||
Official Citation: | Yuta Ozawa, Hiroki Nishikori, Takayuki Nagata, Taku Nonomura, Keisuke Asai and Tim Colonius. "DMD-based Superresolution Measurement of a Supersonic Jet using Dual Planar PIV and Acoustic Data," AIAA 2022-3065. 28th AIAA/CEAS Aeroacoustics 2022 Conference. June 2022. doi:10.2514/6.2022-3065 | ||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | ||||||
ID Code: | 115157 | ||||||
Collection: | CaltechAUTHORS | ||||||
Deposited By: | George Porter | ||||||
Deposited On: | 14 Jun 2022 19:43 | ||||||
Last Modified: | 14 Jun 2022 19:43 |
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