Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Impeller meridional plane optimization of pump as turbine

View through CrossRef
How to improve efficiency is still a very active research point for pump as turbine. This article comes up with a method for optimal design of pump as turbine impeller meridional plane. It included the parameterized control impeller meridional plane, the computational fluid dynamics technique, the optimized Latin hypercube sampling experimental design, the back propagation neural network optimized by genetic algorithm and genetic algorithm. Concretely, the impeller meridional plane was parameterized by the Pro/E software, the optimized Latin hypercube sampling was used to obtain the test sample points for back propagation neural network optimized by genetic algorithm, and the model corresponding to each sample point was calculated to obtain the performance values by the computational fluid dynamics techniques. Then, back propagation neural network learning and training are carried out by combining sample points and corresponding model performance values. Last but not least, back propagation neural network optimized by genetic algorithm and genetic algorithm were combined to deal with the optimization problem of impeller meridional plane. According to the aforementioned optimization design method, impeller meridional plane of the pump as turbine was optimized. The result manifests that the optimized pump as turbine energy-conversion efficiency was improved by 2.28% at the optimum operating condition, at the same time meet the pressure head constraint, namely the head difference between initial and optimized model is under the set numeric value. This demonstrates that the optimization method proposed in this article to optimize the impeller meridional plane is practicable.
Title: Impeller meridional plane optimization of pump as turbine
Description:
How to improve efficiency is still a very active research point for pump as turbine.
This article comes up with a method for optimal design of pump as turbine impeller meridional plane.
It included the parameterized control impeller meridional plane, the computational fluid dynamics technique, the optimized Latin hypercube sampling experimental design, the back propagation neural network optimized by genetic algorithm and genetic algorithm.
Concretely, the impeller meridional plane was parameterized by the Pro/E software, the optimized Latin hypercube sampling was used to obtain the test sample points for back propagation neural network optimized by genetic algorithm, and the model corresponding to each sample point was calculated to obtain the performance values by the computational fluid dynamics techniques.
Then, back propagation neural network learning and training are carried out by combining sample points and corresponding model performance values.
Last but not least, back propagation neural network optimized by genetic algorithm and genetic algorithm were combined to deal with the optimization problem of impeller meridional plane.
According to the aforementioned optimization design method, impeller meridional plane of the pump as turbine was optimized.
The result manifests that the optimized pump as turbine energy-conversion efficiency was improved by 2.
28% at the optimum operating condition, at the same time meet the pressure head constraint, namely the head difference between initial and optimized model is under the set numeric value.
This demonstrates that the optimization method proposed in this article to optimize the impeller meridional plane is practicable.

Related Results

PRELIMINARY DESIGN OF RDE FEEDWATER PUMP IMPELLER
PRELIMINARY DESIGN OF RDE FEEDWATER PUMP IMPELLER
Nowadays, pumps are being widely used in the thermal power generation including nuclear power plants. Reaktor Daya Eksperimental (RDE) is a proposed nuclear reactor concept for the...
Effect of Vaned Diffuser on a Small Centrifugal Impeller Performance
Effect of Vaned Diffuser on a Small Centrifugal Impeller Performance
A small transonic centrifugal compressor with 3D vaned diffuser has been developed for a turbine engine by Nanjing University of Aeronautics and Astronautics. The centrifugal impel...
Case Study of Multi-Stage Impeller with Guidevane
Case Study of Multi-Stage Impeller with Guidevane
In the previous paper, the optimum meridian profile of impeller was obtained for various specific speed by means of eight shape factors, that is, inlet relative flow angle β1, turn...
Impact of Individual High-Pressure Turbine Rotor Purge Flows on Turbine Center Frame Aerodynamics
Impact of Individual High-Pressure Turbine Rotor Purge Flows on Turbine Center Frame Aerodynamics
This paper presents an experimental study of the impact of individual high-pressure turbine purge flows on the main flow in a downstream turbine center frame duct. Measurements wer...
Comprehensive Calculation And Performance Analysis Of Gas Turbine Reversible Power Turbine
Comprehensive Calculation And Performance Analysis Of Gas Turbine Reversible Power Turbine
Gas turbine technology trends to be maturing now, but the problem of which not being able to reverse directly remains resolve. In the field of marine, most ships reverse by adjusta...
Analysis of Flow Characteristics for Different Blade Outlet Angle in LVAD
Analysis of Flow Characteristics for Different Blade Outlet Angle in LVAD
Mechanical heart assist device is an emerging treatment for end stage of heart failure which is an alternative to heart transplant due the shortage of heart donors. Despite the cli...
Design and Analysis of Key Instruments of Supercritical Carbon Dioxide Brayton Cycle in Future Nuclear Power Field
Design and Analysis of Key Instruments of Supercritical Carbon Dioxide Brayton Cycle in Future Nuclear Power Field
The Brayton cycle with supercritical carbon (S-CO2) as working medium is one of the most promising new nuclear power systems. As the key device during the expansion and compression...
Mixing of complex fluids with coaxial mixers composed of two central impellers and an anchor
Mixing of complex fluids with coaxial mixers composed of two central impellers and an anchor
The coaxial mixers composed of a high-speed central impeller and a low-speed anchor have been recommended by the previous researchers for the mixing of highly viscous and non-Newto...

Back to Top