首页|期刊导航|排灌机械工程学报|基于NSGA-Ⅱ算法的液环泵叶片型线流热特性多目标优化

基于NSGA-Ⅱ算法的液环泵叶片型线流热特性多目标优化OA

Multi-objective optimization of flow-thermal characteristics of liquid-ring pump blade profile based on NSGA-Ⅱ algorithm

中文摘要英文摘要

针对液环泵工作过程中大量的能量损失转换为热能,引起介质温升从而导致泵性能下降等问题,应用数值模拟与试验相结合的方法,并采用RBF神经网络代理模型和NSGA-Ⅱ遗传算法,对液环泵叶片型线进行流热特性的多目标优化分析.结果表明:泵启动过程中,流动的热平衡状态要比水力特性平衡状态滞后很长一段时间,引起热能增加的源项为压缩功和耗散损失项,耗散功主要分布在叶轮外缘、叶片出口背面及吸气区和压缩区壳体内壁,压缩功的较大区域主要分布在气相压缩区及排气区;构建的热能-效率代理模型及真空度-效率代理模型的预测误差均小于5%;多目标优化得到的Pareto前沿中,热能最低模型的热能比原始模型的热能降低了13.80%,其叶片呈现较大出口安放角β2和较小包角φ;效率最优模型的效率比原始模型的效率提高了 7.97%,其叶片呈现较大出口安放角β2和包角φ;真空度最优模型的真空度比原始模型的提高了 7.32%,其叶片呈现较小出口安放角β2和较大包角φ;随着出口安放角β2增大及包角φ减小,泵内产生的热能逐渐减小,热能与真空度存在一定的正相关性.研究结果可为液环泵性能优化提供一定的理论支撑.

To tackle the problems of substantial energy loss being converted into heat during the opera-tion of liquid-ring pumps,which causes a temperature rise of the medium and consequently leads to a decline in pump performance,the simulation combined with experimental test,the RBF neural network surrogate model and NSGA-Ⅱ genetic algorithm were used to conduct a flow-thermal coupled multi-objective optimization analysis of the liquid-ring pump's blade profile.The results show that the thermal equilibrium state of the flow in the pump startup process lags behind the equilibrium state of the hy-draulic characteristics for a long time,and the source terms contributing to the increase in thermal energy include compression power and dissipation loss terms.The dissipative power is primarily con-centrated on the outer rim of the impeller,the backside of the blade outlet,as well as the inner wall of the casing within the suction and compression zones.The regions with significant compressive power are mainly located in the gas compression zone and the exhaust zone.The prediction errors of the construc-ted thermal-efficiency surrogate model and vacuum-efficiency surrogate model are both within 5%.In the Pareto frontier of multi-objective optimization,the thermal energy of the model with the minimum thermal energy is 13.80%lower than that of the original model,and its blades feature a larger outlet setting angle β2 and a smaller wrap angle φ.The efficiency of the model with optimal efficiency has im-proved by 7.97%compared to the original model,and its blades feature a larger outlet angle β2 and wrap angle φ.The vacuum of the vacuum optimal design is 7.32%higher than that of the original de-sign,and its blades show smaller outlet angle β2,and larger wrap angle φ.With the increase of outlet angle β2 and the decrease of wrap angle φ,the thermal energy gradually decreases,and there is a cer-tain positive correlation between thermal energy and vacuum degree.The research results can provide a certain theoretical support for performance optimization of liquid-ring pumps.

张人会;叶文海;冯彦辉;唐玉

兰州理工大学能源与动力工程学院,甘肃兰州 730050||甘肃省流体机械及系统重点实验室,甘肃兰州 730050兰州理工大学能源与动力工程学院,甘肃兰州 730050兰州理工大学能源与动力工程学院,甘肃兰州 730050兰州理工大学能源与动力工程学院,甘肃兰州 730050

机械制造

液环泵NSGA-Ⅱ算法流热特性耗散功压缩功

liquid-ring pumpNSGA-Ⅱ algorithmfluid-thermal characteristicsdissipative powercompression power

《排灌机械工程学报》 2026 (3)

234-241,8

甘肃省联合科研基金资助项目(24JRRA834)国家市场监管总局科技计划项目(2024MK072)国家自然科学基金资助项目(51979135)

10.3969/j.issn.1674-8530.24.0003

评论