Topological Signatures of Out-of-Distribution Examples A mathematical perspective on machine learning robustness
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Search indexed NASA NTRS and DOE OSTI research on propulsion, heat transfer, battery materials and energy systems. Follow report and document links to the original sources.
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This study introduces a novel particle model for biomass fast pyrolysis, incorporating an anisotropic cylindrical particle to address mass and energy transport coupled with aerosol ejection, which previous models have overlooked. The main contribution lies in developing a model that considers aerosol generation in anisotropic cylindrical particles for the first time, addressing bubbling dynamics and bursting within the liquid phase. The population balance equation describes bubble dynamics and aerosol formation, capturing phenomena like nucleation, growth, coalescence, and bursting. The model employs the method of moments with bubble volume as an internal variable, substantially reducing computational costs by eliminating dependence on this variable. Results highlight the significant impact of anisotropy and particle size on aerosol ejection: smaller, less elongated particles experience faster heating, quicker conversion, and the increased accumulation of the liquid intermediate phase. Specifically, 1 mm diameter particles yield higher concentrations of metaplast and bio-oil aerosols, exceeding 15%, compared to concentrations below 11% for 3 mm particles. This model provides insights into aerosol structure (volume, surface area), aiding in understanding aerosol reactivity at the reactor scale.
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Spacecraft design having four solar panels of which two adjacent hinges have skew axes in fixed coordinate system
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Periodic solution to differential equations for nonlinear vibration system
Statistical interpretation of measurement distributions - a priori information
Sound absorbing liner effect on harmonic oscillations at cylindrical boundary of rocket combustion chamber
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Performance prediction method for communications and tracking channels of Apollo unified S-band telecommunications and tracking system
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Solutions to heat transfer problems using Laplace transform
Equations for interrelating position data of different coordinate systems used in manned space flight network tracking equipment