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A Single Formulation for Uncertainty Propagation in Turbomachinery: SAMBA PC
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This work newly proposes an uncertainty quantification (UQ) method named sparse approximation of moment-based arbitrary polynomial chaos (SAMBA PC) that offers a single solution to many current problems in turbomachinery ...
A Non-Parametric Histogram Interpolation Method for Design Space Exploration
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: A novel algorithm is presented to aid designers during the conceptual design phase of a new engineering product by rapidly assessing new areas of the design space. The algorithm presented here develops a polynomial chaos-based ...
Characteristics of Deterministic and Stochastic Unsteadiness of Trailing Edge Cutback Film Cooling Flows
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Trailing edge cutback film cooling flows are ubiquitous in small and medium gas turbines, but they are difficult to predict accurately due to the inherent deterministic and stochastic unsteadiness that controls the ...
Autonomous Uncertainty Quantification for Discontinuous Models Using Multivariate Padé Approximations
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Problems in turbomachinery computational fluid dynamics (CFD) are often characterized by nonlinear and discontinuous responses. Ensuring the reliability of uncertainty quantification (UQ) codes in such conditions, in an ...
Uncertainty Quantification of Leakages in a Multistage Simulation and Comparison With Experiments
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This paper presents a numerical study of the impact of tip gap uncertainties in a multistage turbine. It is well known that the rotor gap can change the gas turbine efficiency, but the impact of the random variation of the ...
On the Role of Fluid–Structure Interaction on Structural Loading by Pressure Waves in Air
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This study investigates the significance of fluid–structure interaction (FSI) effects on structural response to pressure wave and shock wave loading. Finite element (FE) simulations and one-dimensional (1D) analytical ...
Machine Learning for the Development of Data-Driven Turbulence Closures in Coolant Systems
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This work shows the application of Gene Expression Programming to augment RANS turbulence closures for flows though complex geometries. Specifically, an optimized internal cooling channel of a turbine blade, designed for ...
An Energy-Based Fouling Model for Gas Turbines: EBFOG
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Fouling is a major problem in gas turbines for aeropropulsion because the formation of aggregates on the wet surfaces of the machine affects aerodynamic and heat loads. The representation of fouling in computational fluid ...
EBFOG: Deposition, Erosion, and Detachment on High-Pressure Turbine Vanes
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Fouling and erosion are two pressing problems that severely affect gas turbine performance and life. When aircraft fly through a volcanic ash cloud, the two phenomena occur simultaneously in the cold as well as in the hot ...
Gas Turbine Fouling Tests: Review, Critical Analysis, and Particle Impact Behavior Map
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Fouling affects gas turbine operation, and airborne or fuel contaminants, under certain conditions, become very likely to adhere to surfaces if impact takes place. Particle sticking implies the change in shape in terms of ...