模拟退火遗传算法在风力提水机翼型优化设计中的研究  被引量:9

RESEARCH ON SIMULATED ANNEALING GENETIC ALGORITHM IN OPTIMIZATION DESIGN OF WATER-PIMPING WIND-MILL

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作  者:吴永忠[1,2] 刘华威[3] 侯诗文 王世锋 Wu Yongzhong;Liu Huawei;Hou Shiwen;Wang Shifeng(Institute of Water Resources for Pastoral Area,Ministry of Water Resources,Hohhot 010020,China;College of Energy and Power Engineering,Inner Mongolia University of Technology,Hohhot 010051,China;China Resources Power Holdings Co.,Ltd.Northern Region,Hohhot 010020,China)

机构地区:[1]水利部牧区水利科学研究所,呼和浩特010020 [2]内蒙古工业大学能源与动力学院,呼和浩特010051 [3]华润电力投资有限公司北方分公司,呼和浩特010020

出  处:《太阳能学报》2021年第6期385-390,共6页Acta Energiae Solaris Sinica

基  金:中国水利水电科学研究院基本科研业务费专项(MK2017J03);中国水利水电科学研究院基本科研业务费专项(MK2018J09)。

摘  要:为提高风力提水机翼型气动性能,根据已有的自适应模拟退火遗传算法思想,设计一种自适应模拟退火遗传算法(GASA),将其运用到风力提水及翼型优化设计中。该种自适应模拟退火遗传算法(GASA),能弥补使用传统遗传算法(GA)进行优化设计时出现的局部搜索精度不高的缺点,提高优化算法效率。该文给出了对风力提水机设计使用的小厚度翼型NACA4412优化设计的实例,使用自适应模拟退火遗传算法和遗传算法优化后的翼型,其升阻比相比标准翼型分别提高了4.02%、3.89%,验证了设计的自适应模拟退火算法在风力提水机翼型优化设计中的可行性。对优化后翼型进行风洞实验,实验结果表明:翼型表面压力及速度变化趋势与模拟结果变化趋势基本一致,验证了优化翼型在实际环境中的气动性能。In order to improve the aerodynamic performance of airfoil with wind driven water pump,an adaptive simulated annealing genetic algorithm(GASA)is designed based on the idea of adaptive simulated annealing genetic algorithm.which is applied to the optimization design of wind driven water pump and the airfoil.Self-adaptive genetic algorithm of simulated annealing(GASA)can make up for the shortcoming of low precision of local search when using traditional genetic algorithm(GA)for optimization design,and improve the efficiency of optimization algorithm.In this paper,the living example of optimization design of small-thickness airfoil profile NACA4412 used in wind driven water pump was provided.The lift-drag ratio of the airfoil profile optimized by the self-adaptive simulated annealing genetic algorithm and genetic algorithm is 4.02%and 3.89%higher than that of the standard airfoil respectively,which verified the effectiveness of the designed self-adaptive simulated annealing algorithm in the optimization design of wind driven water pump airfoil profile.The wind tunnel experiment is carried out on the optimized airfoil profile,and the experimental results show that the variation trend of surface pressure and velocity of the airfoil profile is basically consistent with that of the simulation results,which verifies the aerodynamic performance of the optimized airfoil profile in the actual environment.

关 键 词:翼型 优化设计 空气动力学 模拟退火 风力提水 遗传算法 风洞实验 

分 类 号:TK83[动力工程及工程热物理—流体机械及工程] TP301.6[自动化与计算机技术—计算机系统结构]

 

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