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Keywords: neural network
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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
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
... image classification by a convolutional neural network (CNN) and ionization current signal analysis. Wave mode identification through single-image CNN classification bypasses the need to evaluate sequential images and offers instantaneous identification of the wave mode present in the RDE annulus. Real...
View Article titled, Use of Convolutional <span class="search-highlight">Neural</span> <span class="search-highlight">Network</span> 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 <span class="search-highlight">Neural</span> <span class="search-highlight">Network</span> 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
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
...Kristyn B. Johnson; Donald H. Ferguson; Robert S. Tempke; Andrew C. Nix Utilizing a neural network, individual down-axis images of combustion waves in the rotating detonation engine (RDE) can be classified according to the number of detonation waves present and their directional behavior. While...
View Article titled, Application of a Convolutional <span class="search-highlight">Neural</span> <span class="search-highlight">Network</span> for Wave Mode Identification in a Rotating Detonation Combustor Using High-Speed Imaging
Open the PDF for Application of a Convolutional <span class="search-highlight">Neural</span> <span class="search-highlight">Network</span> for Wave Mode Identification in a Rotating Detonation Combustor Using High-Speed Imaging in another window
Topics: Artificial neural networks, Explosions, Waves, Imaging, Annulus, Combustion chambers