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根生群优化算法
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作者 吴正军 冯翔 虞慧群 《计算机应用研究》 CSCD 北大核心 2019年第1期22-26,52,共6页
针对全局优化问题,基于一类支持向量数据描述(SVDD)和已有的根系生长算法提出一种新的智能优化算法——根生群优化算法,将根系划分为主根群体和侧根群体。基于SVDD描述主根群体的生长行为,将土壤中养分浓度最高的位置作为全局优化的目标... 针对全局优化问题,基于一类支持向量数据描述(SVDD)和已有的根系生长算法提出一种新的智能优化算法——根生群优化算法,将根系划分为主根群体和侧根群体。基于SVDD描述主根群体的生长行为,将土壤中养分浓度最高的位置作为全局优化的目标,构建了根系生长模型;分析了RGSO的数学模型,从理论上证明了RGSO的收敛性。在实验中,与当前最先进的其他三种算法进行综合比较,并观察了不同参数对优化效果的影响。实验结果验证了RGSO的收敛性和有效性,表明RGSO是一种解决全局优化问题的有效算法。 展开更多
关键词 根生算法 分群机制 SVDD 优化问题
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Genetic Algorithm to Optimize the Design of Main Combustor and Gas Generator in Liquid Rocket Engines 被引量:5
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作者 Min Son Sangho Ko Jaye Koo 《Journal of Thermal Science》 SCIE EI CAS CSCD 2014年第3期259-268,共10页
A genetic algorithm was used to develop optimal design methods for the regenerative cooled combustor and fuel-rich gas generator of a liquid rocket engine. For the combustor design, a chemical equilibrium analysis was... A genetic algorithm was used to develop optimal design methods for the regenerative cooled combustor and fuel-rich gas generator of a liquid rocket engine. For the combustor design, a chemical equilibrium analysis was applied, and the profile was calculated using Rao's method. One-dimensional heat transfer was assumed along the profile, and cooling channels were designed. For the gas-generator design, non-equilibrium properties were derived from a counterflow analysis, and a vaporization model for the fuel droplet was adopted to calculate residence time. Finally, a genetic algorithm was adopted to optimize the designs. The combustor and gas generator were optimally designed for 30-tonf, 75-tonf, and 150-tonf engines. The optimized combustors demonstrated superior design characteristics when compared with previous non-optimized results. Wall temperatures at the nozzle throat were optimized to satisfy the requirement of 800 K, and specific impulses were maximized. In addition, the target turbine power and a burned-gas temperature of 1000 K were obtained from the optimized gas-generator design. 展开更多
关键词 Liquid Rocket Engine Main Combustor Gas Generator OPTIMIZATION Genetic Algorithm
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