Optimization of a Screw Centrifugal Blood Pump Based on Random Forest and Multi-Objective Gray Wolf Optimization Algorithm DOI Creative Commons
Jing Teng, Haoran Sun, Jianan Cheng

et al.

Micromachines, Journal Year: 2023, Volume and Issue: 14(2), P. 406 - 406

Published: Feb. 8, 2023

The centrifugal blood pump is a commonly used ventricular assist device. It can replace part of the heart function, pumping throughout body in order to maintain normal function. However, high shear stress caused by impeller rotating at speeds lead hemolysis and, as consequence, stroke and other syndromes. Therefore, reducing level while ensuring adequate pressure generation key optimization pumps. In this study, screw was research object. addition, were optimized simultaneously using coupled algorithm composed random forest (RF) multi-objective gray wolf (MOGWO). After verifying prediction accuracy algorithm, three models selected compared with baseline model terms cloud, 2D streamline, SSS distribution, HI vortex distribution. Finally, via comprehensive evaluation, final design, which increased 24% value decreased 48%.

Language: Английский

Numerical investigation on the unstable flow and its interaction with the hump characteristic in a pump turbine at pump mode DOI
Weixiang Ye, Zhaohui Qian, Yongshun Zeng

et al.

Journal of Energy Storage, Journal Year: 2024, Volume and Issue: 101, P. 113853 - 113853

Published: Sept. 24, 2024

Language: Английский

Citations

2

A data-driven identification of runner flow patterns in a model pump-turbine by machine learning methods DOI
Xiaoxi Zhang, Qing Yang, Qiuhua Chen

et al.

Journal of Energy Storage, Journal Year: 2024, Volume and Issue: 103, P. 114245 - 114245

Published: Oct. 28, 2024

Language: Английский

Citations

2

Investigation on flow instability in the hump region of the large vertical centrifugal pump under cavitation conditions based on proper orthogonal decomposition DOI
Gang Yang, Desheng Zhang, Xi Shen

et al.

Physics of Fluids, Journal Year: 2024, Volume and Issue: 36(11)

Published: Nov. 1, 2024

Complex flow patterns in a large vertical centrifugal pump (LVCP) when operating the hump region under cavitation conditions should deserve more attention. This research investigates interaction between and vortices LVCP from perspective of rigid vortex transport characteristics modal decomposition. The are pronounced cavitation. backflow at impeller inlet leading edge diffuser vanes can be found part-load conditions. Rigid analysis reveals low pressure generated pipe. fusion separation with surface shedding high trailing generates unique stall gradient. Under conditions, combination stretching, dilation (RVD), coriolis force, baroclinic torque (BT) cause further increase strength tail vortices. RVD BT caused by accelerate development vortices, diffuser, then generate gradient advance. Proper orthogonal decomposition indicates that occupy main energy pattern. pattern is superimposed variety different frequency characteristics, these show particular signal well below fn. interacts to induce easily, always dominate evolution.

Language: Английский

Citations

2

Modulation effect on rotor-stator interaction subjected to fluctuating rotation speed in a centrifugal pump DOI Creative Commons
Shi-Wei Ni,

Guofeng Zhao,

Yuxuan Chen

et al.

Engineering Applications of Computational Fluid Mechanics, Journal Year: 2023, Volume and Issue: 17(1)

Published: Jan. 6, 2023

In the paper, modulation effect of rotor-stator interaction subjected to fluctuating rotation speed is investigated numerically. A quasi-bivariate variable mode decomposition method for analyzing non-stationary flow fields proposed first time. Different from previous studies, this paper emphasizes local features transient field at speed. The results show that impact on impeller force limited, but it significantly impacts pressure pulsation frequency. correlation between amplitude and fluctuation ratio positive. Meanwhile, also induces sidebands centered blade passing frequency its harmonics. periodic changes in rotational lead pulsations. magnitude instantaneous increases as grows. change well synchronized with speed, while velocity lags behind variation mainly attributed two aspects. One structure frequency, other component

Language: Английский

Citations

5

Optimization of a Screw Centrifugal Blood Pump Based on Random Forest and Multi-Objective Gray Wolf Optimization Algorithm DOI Creative Commons
Jing Teng, Haoran Sun, Jianan Cheng

et al.

Micromachines, Journal Year: 2023, Volume and Issue: 14(2), P. 406 - 406

Published: Feb. 8, 2023

The centrifugal blood pump is a commonly used ventricular assist device. It can replace part of the heart function, pumping throughout body in order to maintain normal function. However, high shear stress caused by impeller rotating at speeds lead hemolysis and, as consequence, stroke and other syndromes. Therefore, reducing level while ensuring adequate pressure generation key optimization pumps. In this study, screw was research object. addition, were optimized simultaneously using coupled algorithm composed random forest (RF) multi-objective gray wolf (MOGWO). After verifying prediction accuracy algorithm, three models selected compared with baseline model terms cloud, 2D streamline, SSS distribution, HI vortex distribution. Finally, via comprehensive evaluation, final design, which increased 24% value decreased 48%.

Language: Английский

Citations

5