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A TurboOriented DataDriven Modification to the Spalart–Allmaras Turbulence Model
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The Spalart–Allmaras (SA) turbulence model is one of the most popular models applied to compressors, but it often overpredicts blockage size and hence underpredicts the stall margin. In this paper, a novel modification to ...
Network Modeling of Fin-and-Tube Evaporator Performance Under Dry and Wet Conditions
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A new neural network modeling approach to the evaporator performance under dry and wet conditions has been developed. Not only the total cooling capacity but also the sensible heat ratio and ...
Effects of Incorporating Acrylic Particles on Mechanical and Photocatalytic Properties of Recycled Concrete
Publisher: American Society of Civil Engineers
Abstract: To mitigate the impact of vehicular emissions on air quality and reduce the concentrations of atmospheric pollutants, this study developed pavement materials with purification functions using TiO2 as a photocatalyst and ...
A Generalized Neural Network Model of Refrigerant Mass Flow Through Adiabatic Capillary Tubes and Short Tube Orifices
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Adiabatic capillary tubes and short tube orifices are widely used as expansive devices in refrigeration, residential air conditioners, and heat pumps. In this paper, a generalized neural network ...