Javascript must be enabled to continue!
Structurally Constrained Aerodynamic Adjoint Optimisation of Highly Loaded Compressor Blades
View through CrossRef
Abstract
Adjoint aerodynamic optimisation has recently gained increased popularity for turbomachinery applications due to the large number of parameters that can be used without incurring additional major computational costs. This work presents an adjoint based aero-structural optimisation method having efficiency as the objective function and maximum von Mises stress set as a constraint. The full optimisation loop was set up with free-form deformation for geometry parametrisation. A response surface was created beforehand for computing the maximum von Mises stress using a meshless method. A discrete adjoint approach was used to obtain the gradients of the objective function with respect to each design parameter, while the constraint gradients were computed using finite differences. A sequential least squares programming algorithm was used as the optimizer. Tests carried out on a highly loaded compressor blade showed that the method successfully increases the efficiency by more than 3% while maintaining the maximum stress under the imposed value. The results also showed that the constrained optimisation loses about 1% in potential efficiency gain compared to the same optimisation process without stress constraint. Overall, the work provides a methodology for conducting structurally constrained adjoint aerodynamic optimisation that can be applied for large number of design parameters while maintaining low computational costs. It also provides reference for constructing and selecting a response surface to be used in the optimisation process.
Title: Structurally Constrained Aerodynamic Adjoint Optimisation of Highly Loaded Compressor Blades
Description:
Abstract
Adjoint aerodynamic optimisation has recently gained increased popularity for turbomachinery applications due to the large number of parameters that can be used without incurring additional major computational costs.
This work presents an adjoint based aero-structural optimisation method having efficiency as the objective function and maximum von Mises stress set as a constraint.
The full optimisation loop was set up with free-form deformation for geometry parametrisation.
A response surface was created beforehand for computing the maximum von Mises stress using a meshless method.
A discrete adjoint approach was used to obtain the gradients of the objective function with respect to each design parameter, while the constraint gradients were computed using finite differences.
A sequential least squares programming algorithm was used as the optimizer.
Tests carried out on a highly loaded compressor blade showed that the method successfully increases the efficiency by more than 3% while maintaining the maximum stress under the imposed value.
The results also showed that the constrained optimisation loses about 1% in potential efficiency gain compared to the same optimisation process without stress constraint.
Overall, the work provides a methodology for conducting structurally constrained adjoint aerodynamic optimisation that can be applied for large number of design parameters while maintaining low computational costs.
It also provides reference for constructing and selecting a response surface to be used in the optimisation process.
Related Results
Design method of aircraft boundary characteristics based on upwind adjoint equation
Design method of aircraft boundary characteristics based on upwind adjoint equation
The boundary characteristics of an aircraft determine its safety and flight performance, and have always been the difficulty and focus of aircraft design. This paper aims to improv...
Sensitivity Analysis of Impeller Blade Parameters to Compressor Performance and Aerodynamic Noise
Sensitivity Analysis of Impeller Blade Parameters to Compressor Performance and Aerodynamic Noise
Abstract
The effects of a series of impeller blade parameters on compressor performance and aerodynamic noise are numerical analyzed in this paper. The inversed impe...
Root Cause Analysis of the Catastrophic Failure of a Propylene Recycle Compressor
Root Cause Analysis of the Catastrophic Failure of a Propylene Recycle Compressor
Abstract
A 2-section, 6-stage propylene recycle compressor experienced a catastrophic failure that resulted in extensive damage to its internals. The compressor was ...
Compressor Piping Design Effect on Vibration Data
Compressor Piping Design Effect on Vibration Data
One of the systems for oil and gas production supports is the nitrogen compression system. Problem found that condition of the compressor has high vibration with the maximum overal...
Using Feature-Based Mesh Adaptation to Improve the Adjoint Optimisation of Transonic Compressor Blades
Using Feature-Based Mesh Adaptation to Improve the Adjoint Optimisation of Transonic Compressor Blades
Abstract
The benefit of mesh adaptation to improve the optimisation process of turbomachinery components is here demonstrated for the first time. Mesh movement is us...
Centrifugal Compressor Design Considerations
Centrifugal Compressor Design Considerations
Initial design considerations of centrifugal compressor are commonly performed with experience base, although computer technology and numerical methods had made significantly progr...
Achieving the Three Dimensions of Mixed Refrigerant Compressor Efficiency
Achieving the Three Dimensions of Mixed Refrigerant Compressor Efficiency
Abstract
Investors in small-scale LNG (SSLNG) face the grave challenge of achieving cost efficiency, operational efficiency, and energy efficiency in the equipment t...
The Effects of Wet Compression on Gas Turbine Engine Operating Performance
The Effects of Wet Compression on Gas Turbine Engine Operating Performance
Water, in the liquid or vapor phase, injected at various locations into the gas turbine cycle has frequently been employed to improve engine performance. One such way to improve en...

