南京理工大学能源与动力工程学院, 江苏 南京 210094
*邮箱: shijg1122@163.com
收稿:2022-06-07,
网络首发:2023-12-15,
纸质出版:2023-10-30
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张宁, 史金光, 王中原, 等. 基于支持向量回归模型的弹用冲压发动机性能预测及优化[J]. 兵工学报, 2023,44(10):2944-2953.
Ning ZHANG, Jinguang SHI, Zhongyuan WANG, et al. Performance Prediction and Optimization of Ramjet for Projectiles Using Support Vector Regression Model[J]. Acta Armamentarii, 2023, 44(10): 2944-2953.
张宁, 史金光, 王中原, 等. 基于支持向量回归模型的弹用冲压发动机性能预测及优化[J]. 兵工学报, 2023,44(10):2944-2953. DOI: 10.12382/bgxb.2022.0493.
Ning ZHANG, Jinguang SHI, Zhongyuan WANG, et al. Performance Prediction and Optimization of Ramjet for Projectiles Using Support Vector Regression Model[J]. Acta Armamentarii, 2023, 44(10): 2944-2953. DOI: 10.12382/bgxb.2022.0493.
为提高弹用固体燃料冲压发动机的工作性能和优化设计效率
提出一种与弹内有限空间适配的发动机性能预测及优化方法。采用带转捩的剪切应力输运和涡概念耗散方程
建立其内弹道计算模型
获得流场结构与性能参数;在此基础上
基于支持向量回归方法构建了发动机性能参数的预测模型
并结合改进非支配排序遗传算法对发动机结构进行优化。研究结果表明:新建立的内弹道计算模型
可较好地模拟发动机内燃烧与流动过程;构建的预测模型可靠性较高
与高可信度模型相比
最大相对误差小于3%;发动机结构优化后
燃烧室缩短了13.88%
补燃室增长了13.50%
燃烧效率、推力和比冲分别提高12.02%、24.22%、20.28%。
To improve the working performance of solid fuel ramjet for projectiles and shorten the optimization period
the transitionshear stress transfer and vortex concept dissipation equations are used to establish an internal ballistic calculation model
and the flow field and performance parameters are obtained. Then
based on the support vector regression method
a prediction model of the performance parameters is built
and the ramjet structure is optimized using the NSGA-Ⅱ algorithm. The results show that the internal ballistic calculation model can simulate the combustion and flow process in the ramjet well. At the same time
the constructed prediction model has high reliability
and the maximum relative error is less than 3% compared with that of the high-confidence model. After the ramjet is optimized
the combustion chamber is shortened by 13.88%
the aft mixing chamber is increased by 13.50%
and the combustion efficiency
thrust and specific impulse are increased by 12.02%
24.22% and 20.28%
respectively.
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张宁 , 史金光 , 马晔璇 . 冲压增程制导炮弹气动特性研究 [J ] . 兵工学报 , 2020 , 41 ( 3 ): 460 - 470 . DOI: 10.3969/j.issn.1000-1093.2020.03.006 http://doi.org/10.3969/j.issn.1000-1093.2020.03.006 为研究冲压增程制导炮弹在不同弹道阶段的气动特性,依据其工作原理与飞行特点,设计冲压助推、爬升飞行、滑翔控制状态所对应的3种气动外形。运用拼接网格技术与雷诺转捩模型,对冲压增程制导炮弹的三维流场与气动特性进行模拟和数值计算。结果表明:3种气动外形与相同外形参数(除舵翼与头部母线外)但不采用冲压结构形式的鸭式布局制导炮弹(参考弹)相比,升阻力系数规律一致;冲压助推、滑翔控制、爬升飞行外形在相同条件下对应的阻力系数依次递减,分别较参考弹阻力系数增大约50.5%、42.9%、33%;滑翔控制外形因鸭舵展开,相同条件下升力系数较其他两种外形大,又因进气道限制了鸭舵面积,相同条件下升力系数较参考弹小(约小11.9%);弹体摆动减小了冲压发动机进气道的流量系数和总压恢复系数,对其总体性能产生了不利影响。
ZHANG N , SHI J G , MA Y X . Research on aerodynamic characteristics of solid fuel ramjet guided projectile [J ] . Acta Armamentarii , 2020 , 41 ( 3 ): 460 - 470 . (in Chinese) DOI: 10.3969/j.issn.1000-1093.2020.03.006 http://doi.org/10.3969/j.issn.1000-1093.2020.03.006 In order to study the aerodynamic characteristics of the solid fuel ramjet guided projectile in different ballistic stages, three aerodynamic configurations corresponding to the states of ramjet assisting, climbing flight and gliding control are designed according to the working principle and flight characteristics of projectile. The Renault transition model is used to simulate and numerically calculate the three-dimensional flow field and aerodynamic characteristics of solid fuel ramjet guided projectile. The results show that comparison of the three aerodynamic configurations with the same shape parameters(except for canard and head bus)do not adopt the ramjet of the duck-type layout guided projectile (reference projectile), the lift resistance coefficient is the same; the drag coefficients of punching boost, gliding control, and climbing flight shape under the same conditions are increased by 50.5%,42.9% and 33%, respectively, compared to the reference drag coefficient; the gliding control shape is unfolded due to the duck rudder. The lift coefficient is larger than the other two shapes under the same conditions, and the duck rudder area is limited by the air inlet. The lift coefficient is smaller than that of the reference bomb under the same conditions; and the flow path structure inside the shape has a slight influence on the lift.Key
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陈雄 , 朱国强 , 郑健 . 聚甲基丙烯酸甲酯在固体燃料冲压发动机中的燃面退移速率影响因素研究 [J ] . 兵工学报 , 2015 , 36 ( 9 ): 1632 - 1639 . DOI: 10.3969/j.issn.1000-1093.2015.09.005 http://doi.org/10.3969/j.issn.1000-1093.2015.09.005 采用数值计算与实验研究相结合的方法,对聚甲基丙烯酸甲脂(PMMA)在固体燃料冲压发动机中的燃速影响因素开展了研究。重点分析了来流空气质量通量和固体燃料装药内径对PMMA燃料平均燃速和局部燃速的影响。研究表明:固体燃料表面的温度、热流密度和局部燃面退移速率沿轴线方向均呈现先逐渐增大后逐渐减小的趋势,极值出现在回流区末端的再附着点附近;固体燃料表面的局部燃面退移速率随装药内径增大而减小,但随空气质量通量的增大而增大;燃料平均燃速与来流空气质量通量呈幂函数递增关系,与固体燃料装药内径呈幂函数递减关系;数值计算和实验得到的影响变化规律吻合较好,但计算值比实验值稍微偏高,最大误差不超过10%. 研究结果对固体燃料冲压发动机燃烧室的优化设计具有重要的参考价值。
CHEN X , ZHU G Q , ZHENG J . Research on influence of selected factors on fuel surface regression rate of PMMA in solid fuel ramjet [J ] . Acta Armamentarii , 2015 , 36 ( 9 ): 1632 - 1639 . (in Chinese) DOI: 10.3969/j.issn.1000-1093.2015.09.005 http://doi.org/10.3969/j.issn.1000-1093.2015.09.005 Numerical simulation and direct connected test methods are used to study the influences of selected factors on the fuel surface regression rate of polymethylmethacrylate (PMMA) in a solid fuel ramjet. The influences of air mass flux and fuel internal diameter on the solid fuel average regression rate and local regression rate are studied. The results show that the temperature, heat flux and local regression rate of the solid fuel surface firstly increase and then decrease gradually along the axial direction, and reach the maximum values at the reattachment point in the end of the recirculation zone. The local regression rate of the fuel surface increases with the inner radius of fuel, but decreases with the mass flux of the air. The average regression rate of the fuel shows an increasing power function relation with air mass flux and a decreasing power function relation with fuel internal diameter. The numerical simulation results are coincident with the experimental results, and are slightly larger than experimental results. The maximum error is less than 10%.
巩伦昆 , 陈雄 , 周长省 , 等 . 结构尺寸对固体燃料冲压发动机燃速影响的仿真研究 [J ] . 兵工学报 , 2016 , 37 ( 5 ): 798 - 807 . DOI: 10.3969/j.issn.1000-1093.2016.05.005 http://doi.org/10.3969/j.issn.1000-1093.2016.05.005 为研究结构尺寸对固体燃料冲压发动机燃速的影响规律,采用3阶单调迎风(MUSCL)重构方法,AUSMPW+通量分裂格式,k-w SST湍流模型,7组分3反应有限速率化学反应模型以及2阶矩湍流燃烧模型,编制了二维轴对称湍流燃烧仿真程序,研究入口直径、药柱直径、喷喉直径以及相似结构尺寸对燃速的影响规律。仿真结果表明:入口直径以及药柱直径影响较大,相似结构尺寸的影响相对较小,喷喉直径几乎没有影响;固体燃料冲压发动机结构尺寸影响燃速的主要机理是湍流黏性的变化以及火焰面位置的变化;突扩比对燃速起着关键的作用,燃速与突扩比近似呈线性关系。
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张宁 , 史金光 , 王中原 , 等 . 带有钝体的弹用固体燃料冲压发动机工作性能 [J ] . 兵工学报 , 2022 , 43 ( 7 ): 1519 - 1526 . DOI: 10.12382/bgxb.2021.0428 http://doi.org/10.12382/bgxb.2021.0428 为发展一种弹用高性能冲压发动机,提出了在补燃室带有钝体的发动机设计方案,并数值计算对比分析了补燃室有无钝体方案下的内流场、燃烧效率、推力、比冲与总压损失。结果表明:钝体后部孔隙外侧有两个漩涡,孔隙内的高速气流与下部漩涡在一定程度维持了尾迹的稳定性,能够保证冲压发动机工作的平稳性;与参考固体燃料冲压发动机(不带钝体结构方案)相比,在补燃室中增加钝体能提高补燃室下游燃料与空气的掺混效果与温度,当进气质量流率为0.3 kg/s时,可使发动机推力和比冲提高约16.21%、燃烧效率提高约20.50%,但此增益效果会随着空燃比的增大而减小;当燃烧效率相同时,在补燃室中增设钝体,可以有效地缩减冲压发动机长度,为其他部件提供安装空间。
ZHANG N , SHI J G , WANG Z Y , et al . Performance of solid fuel ramjet with central bluff body for projectile [J ] . Acta Armamentarii , 2022 , 43 ( 7 ): 1519 - 1526 . (in Chinese) DOI: 10.12382/bgxb.2021.0428 http://doi.org/10.12382/bgxb.2021.0428 To develop a high-performance ramjet for projectiles, a scheme of using bluff bodies in the combustion chamber of the solid fuel ramjet is proposed. The turbulent combustion model is established based on equations for Reynolds transition and eddy dissipation, and the internal flow field, combustion efficiency, thrust, specific impulse and total pressure loss of the combustion chamber with or without the bluff body are compared and analyzed by numerical calculation. The findings show that there are two vortices outside the pore behind the central bluff body. The high-speed airflow in the pore and small-scale vortices below has maintained some wake stability, which can ensure the smooth operation of the ramjet. Compared with the reference solid fuel ramjet (without bluff body structure), adding a bluff body in the afterburning chamber can improve the mixing effect and temperature of fuel and air at the downstream of this chamber, which can increase the combustion efficiency. When the intake air mass flow rate was 0.3 kg/s, the ramjet thrust and specific impulse was increased by about 16.21%, and the combustion efficiency improved by about 20.50%, but the enhancement effects would decrease with the increase of air-fuel ratio. Under the same combustion efficiency, adding a bluff body in the combustion chamber can effectively reduce the length of the ramjet and thus leaving installation space for other parts.
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