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COMBUSTION PROCESS OPTIMIZATION USING EVOLUTIONARY ALGORITHM

机译:进化算法的燃烧过程优化

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Flame stabilization in a swirl-stabilized combustor occurs in an aerodynamically generated recirculation region which is a result of vortex breakdown. The characteristics of the recirculating flow are dependent on the swirl number and on axial pressure gradients. Coupling to downstream pressure pulsations is also possible. Flame stability and emission formation depend on flow and mixing properties. The mixing properties of the investigated burner can be influenced by the position and the amount of fuel injection into the burner. The fuel injection is controlled by two different setups using (a) 8 proportional valves to adjust the mass flow for each fuel injector individually or using (b) 16 digital valves to include or exclude fuel injectors along the distribution holes. The objectives are the minimization of NO_x emissions and the reduction of pressure pulsations of the flame. These two objectives are conflicting, affecting the environment and the lifetime of the combustion chamber, respectively. A multi-objective evolutionary algorithm is applied to optimize the combustion process. Each optimization run results in an approximation of the Pareto front by a set of solutions of equal quality, each representing a different compromise between the conflicting objectives. One compromise solution is selected with NO_x emissions reduced by 30%, while mainaining the pulsation level of the given standard burner design. Chemiluminescence pictures of this solution showed that a more uniform distribution of heat release in the re-circulation zone was achieved. The results were confirmed in high pressure single burner tests. The suggested fuel injection pattern has been successfully implemented in engines with sufficient stability margins and good operational flexibility. This paper shows the careful development process from lab scale tests to full scale pressurized tests.
机译:在涡流稳定的燃烧器中,火焰稳定在空气动力学产生的再循环区域中发生,这是涡旋破坏的结果。循环流的特性取决于旋流数和轴向压力梯度。也可以耦合到下游压力脉动。火焰的稳定性和排放物的形成取决于流动和混合特性。被研究的燃烧器的混合特性会受到注入燃烧器的位置和燃料量的影响。使用(a)8个比例阀分别调节每个燃油喷射器的质量流量,或使用(b)16个数字阀以沿着分配孔包括或不包括燃油喷射器,通过两种不同的设置控制燃油喷射。目的是最大程度地减少NO_x排放并降低火焰的压力脉动。这两个目标是矛盾的,分别影响环境和燃烧室的寿命。应用多目标进化算法优化燃烧过程。每次优化运行都会通过一组质量相等的解决方案来近似帕累托前沿,每种解决方案都代表着冲突目标之间的不同折衷。选择一种折衷方案,将NO_x排放降低30%,同时保持给定标准燃烧器设计的脉动水平。该溶液的化学发光图表明,在再循环区中实现了更均匀的放热分布。在高压单燃烧器测试中证实了该结果。建议的燃油喷射方式已在具有足够稳定性裕度和良好操作灵活性的发动机中成功实施。本文展示了从实验室规模测试到全面加压测试的精心开发过程。

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