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Keywords: artificial neural networks
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Journal Articles
Robust Design of Herringbone Grooved Journal Bearings Using Multi-Objective Optimization With Artificial Neural Networks
Available to Purchase
Journal:
Journal of Turbomachinery
Publisher: ASME
Article Type: Research Papers
J. Turbomach. November 2023, 145(11): 111010.
Paper No: TURBO-23-1158
Published Online: October 4, 2023
... using ensembles of artificial neural networks trained on a large dataset of rotor and bearing designs as well as operating conditions. The developed framework is then applied to a series of case studies representative of heat-pump and fuel-cell micro-turbomachines. To highlight the importance of rotor...
Journal Articles
Assessment of the Impeller/Volute Relationship of Centrifugal Fans From an Aerodynamic and Aeroacoustic Perspective
Available to Purchase
Journal:
Journal of Turbomachinery
Publisher: ASME
Article Type: Research Papers
J. Turbomach. August 2023, 145(8): 081012.
Paper No: TURBO-22-1141
Published Online: May 22, 2023
... performance can be improved by 5.5% and 4.5% at the design and part load conditions, respectively. centrifugal fan volute optimization artificial neural networks aerodynamics aeroacoustics computational fluid dynamics (CFD) Industrial fans are facing various challenges and requirements...
Journal Articles
Rapid Estimate of Wind Turbine Energy Loss Due to Blade Leading Edge Delamination Using Artificial Neural Networks
Available to Purchase
Journal:
Journal of Turbomachinery
Publisher: ASME
Article Type: Research Papers
J. Turbomach. July 2020, 142(7): 071002.
Paper No: TURBO-19-1260
Published Online: June 26, 2020
... of the knowledge repository of the airfoil database. In this study, artificial neural networks (ANNs) are used to estimate the values of lift and drag for the whole operating range of the local angle of attack (AoA). The GAS module will include parametric representations of typical blade surface damage patterns...