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Keywords: high-speed imaging
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Journal Articles

Use of Convolutional Neural Network Image Classification and High-Speed Ion Probe Data Toward Real-Time Detonation Characterization in a Water-Cooled Rotating Detonation Engine

Kristyn B. Johnson, Donald H. Ferguson, Andrew C. Nix
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. June 2023, 15(6): 061011.
Paper No: TSEA-22-1304
https://doi.org/10.1115/1.4062182
Published Online: April 24, 2023
... images were extended to an object detection CNN architecture [ 14 ]. Detonation waves within a single RDE high-speed image were detected and annotated using the you only look once (YOLO) architecture [ 21 ]. Figure 5 illustrates an example of the object detection capabilities utilizing the YOLO...
View Article titled, Use of Convolutional Neural Network Image Classification and High-Speed Ion Probe Data Toward Real-Time Detonation Characterization in a Water-Cooled Rotating Detonation Engine
Open the PDF for Use of Convolutional Neural Network Image Classification and High-Speed Ion Probe Data Toward Real-Time Detonation Characterization in a Water-Cooled Rotating Detonation Engine in another window
Topics: Artificial neural networks, Engines, Explosions, Probes, Time series, Waves
Journal Articles

Application of a Convolutional Neural Network for Wave Mode Identification in a Rotating Detonation Combustor Using High-Speed Imaging

Kristyn B. Johnson, Donald H. Ferguson, Robert S. Tempke, Andrew C. Nix
Journal: Journal of Thermal Science and Engineering Applications
Publisher: ASME
Article Type: Research Papers
J. Thermal Sci. Eng. Appl. December 2021, 13(6): 061021.
Paper No: TSEA-20-1345
https://doi.org/10.1115/1.4049868
Published Online: April 19, 2021
...: kkjohnson@mix.wvu.edu Email: donald.ferguson@netl.doe.gov Email: rstempke@mix.wvu.edu Email: andrew.nix@mail.wvu.edu 03 06 2020 05 01 2021 07 01 2021 19 04 2021 rotating detonation engine machine learning modal classification high-speed imaging neural network...
View Article titled, Application of a Convolutional Neural Network for Wave Mode Identification in a Rotating Detonation Combustor Using <span class="search-highlight">High</span>-<span class="search-highlight">Speed</span> <span class="search-highlight">Imaging</span>
Open the PDF for Application of a Convolutional Neural Network for Wave Mode Identification in a Rotating Detonation Combustor Using <span class="search-highlight">High</span>-<span class="search-highlight">Speed</span> <span class="search-highlight">Imaging</span> in another window
Topics: Artificial neural networks, Explosions, Waves, Imaging, Annulus, Combustion chambers