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arcjetCV: an Open-Source Software to Analyze Material AblationarcjetCV is an open-source Python software designed to automate time-resolved measurements of heatshield material ablation and recession rates from arcjet test video footage. This new automated and accessible capability enables two-dimensional (2D) in-situ recession characterization from profile video. arcjetCV automates the video segmentation process using two primary machine learning models: a one-dimensional (1D) Convolutional Neural Network (CNN) to infer the time-window of interest and a 2D CNN for image segmentation. A graphical user interface (GUI) simplifies the user experience and an application programming interface (API) allows users to call the core functions from scripts, enabling batch video processing. arcjetCV’s capability to measure time-resolved recession in turn enables characterization of non-linear processes (non-linear recession, shrinkage, swelling, etc.), contributing to higher fidelity validation and improved modeling of heatshield material performance. The source code
associated with this article can be found at https://github.com/magnus-haw/arcjetCV.
Document ID
20250002753
Acquisition Source
Ames Research Center
Document Type
Accepted Manuscript (Version with final changes)
Authors
Alexandre M Quintart
(Flying Squirrel Valais, Switzerland)
Magnus A Haw
(Ames Research Center Mountain View, United States)
Federico Semeraro
(Analytical Mechanics Associates (United States) Hampton, Virginia, United States)
Date Acquired
March 17, 2025
Publication Date
April 2, 2025
Publication Information
Publication: Journal of Spacecraft and Rockets
Publisher: American Institute of Aeronautics and Astronautics
ISSN: 0022-4650
e-ISSN: 1533-6794
Subject Category
Aeronautics (General)
Computer Programming and Software
Funding Number(s)
CONTRACT_GRANT: NNA15BB15C
Distribution Limits
Public
Copyright
Public Use Permitted.
Technical Review
NASA Technical Management
Keywords
Arcjet
Machine Learning
time-resolved recession
thermal protection systems
heatshield
Recession Tracking
Computer vision
Porous Ablator
Open-source
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