Hydrodynamic Characteristic Analysis and NSGA-II Optimization of a Vacuum Fish Pump

The fish pump is an important piece of power equipment for aquaculture, especially for deep-sea engineering vessels and cage culture. Fish pump research focuses on reducing fish body damage, improving survival rates, and increasing fish lifting efficiency. The research object in this paper is a new type of vacuum fish pump, with the aim of improving the hydraulic performance of the vacuum fish pump and reducing the damage to the fish body. The dependent variables include the dynamic change process of the flow state and flow field under diachronic conditions, the fluid simulation analysis of the vacuum pump body and the flow channel structure, the inlet flow rate of the fish pump, the negative pressure of the pipeline, and the impact force of the water flow on the inner wall of the tank. The independent variables include the operating conditions of the pump body and the fish pump. The Latin hypercube sampling method is used to extract 167 sets of calculation models for the independent variables, and multi-objective optimization is performed based on the NSGA-II algorithm for the hydrodynamic performance of the fish pump. On the basis of ensuring the fish body damage rate, the structural parameters of the vacuum fish pump with the optimal hydrodynamic performance under 167 sets of parameter values were obtained. The optimized parameters were then entered into the solver again, and the results showed that, in the optimal structural parameters under certain conditions, the direction of the incident water flow in the vacuum fish pump tank is close to the upper end of the tank body, which will reduce the speed of the fish-water mixed flow when entering the tank, thereby reducing the collision damage to the fish body. Currently, the water flow velocity at the water inlet is about 2.5 m/s, and the negative pressure value distribution gradient between the tank body and the water inlet pipeline is quite consistent, which can achieve good fish suction and fish lifting effects.

[1]  M. Afzal,et al.  3D CFD Study of Scour in Combined Wave–Current Flows around Rectangular Piles with Varying Aspect Ratios , 2023, Water.

[2]  Liang Zhang,et al.  Waveform Prediction of Blade Tip-Timing Sensor Based on Kriging Model and Static Calibration Data , 2023, Mathematical Problems in Engineering.

[3]  V. Snás̃el,et al.  Acceleration of Particle Swarm Optimization with AVX Instructions , 2023, Applied Sciences.

[4]  F. Zhou,et al.  Novel efficient energy saving approach for liquid ring vacuum pump in coal mine gas drainage , 2023, Chemical engineering research & design.

[5]  Shaban Mohammadi,et al.  Using particle swarm optimization and genetic algorithms for optimal control of non-linear fractional-order chaotic system of cancer cells , 2022, Math. Comput. Simul..

[6]  A. A. Laskin,et al.  Conductance of Channels of a Dry Screw Vacuum Pump in the Molecular Gas Flow Mode , 2022, Journal of Machinery Manufacture and Reliability.

[7]  P. Samui,et al.  Spatial variation of permeability and consolidation behaviors of soil using ordinary kriging method , 2022, Groundwater for Sustainable Development.

[8]  O. Oyewola,et al.  Thermodynamic optimisation of solar thermal Brayton cycle models and heat exchangers using particle swarm algorithm , 2022, Ain Shams Engineering Journal.

[9]  Yifan Zhang,et al.  The effect of discharge areas on the operational performance of a liquid-ring vacuum pump: Numerical simulation and experimental verification , 2022, Vacuum.

[10]  Hong Yuan,et al.  SHAKING: adjusted Spherical Harmonics Adding KrigING method for near real-time ionospheric modeling with multi-GNSS observations , 2022, Advances in Space Research.

[11]  A. Burmistrov,et al.  Efficiency improvement of Roots vacuum pump working process , 2022, Vakuum in Forschung und Praxis.

[12]  Renhui Zhang,et al.  Experimental study on pressure fluctuation characteristics of gas–liquid flow in liquid ring vacuum pump , 2022, Journal of the Brazilian Society of Mechanical Sciences and Engineering.

[13]  H. Bihs,et al.  Computational Fluid Dynamics modelling of hydrodynamic characteristics of oscillatory flow past a square cylinder using the level set method , 2022, Ocean Engineering.

[14]  Shiyang Pan,et al.  Optimal design and development of two-segment variable-pitch screw rotors for twin-screw vacuum pumps , 2022, Vacuum.

[15]  Xingyu Peng,et al.  Reliability analysis of city gas pipelines subjected to surface loads based on the Kriging model , 2022, Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability.

[16]  Guoqing Wang,et al.  Design and simulation analysis of vacuum fish suction pump , 2021, Journal of Physics: Conference Series.

[17]  A. Grasmick,et al.  Water delivery capacity of a vacuum airlift – Application to water recycling in aquaculture systems , 2012 .

[18]  John Davidson,et al.  Advances in fish harvest technologies for circular tanks , 2009 .