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基于响应面法的跨声速机翼气动优化设计 被引量:56
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作者 熊俊涛 乔志德 韩忠华 《航空学报》 EI CAS CSCD 北大核心 2006年第3期399-402,共4页
响应面法由于其高效、实用的特点,近年来在优化设计领域受到越来越多的重视。本文将响应面法引入到气动数值优化设计中,完成了跨声速机翼单、多目标多约束气动优化设计。该方法采用D优化准则在设计空间内选择一系列样本点,通过求解三维E... 响应面法由于其高效、实用的特点,近年来在优化设计领域受到越来越多的重视。本文将响应面法引入到气动数值优化设计中,完成了跨声速机翼单、多目标多约束气动优化设计。该方法采用D优化准则在设计空间内选择一系列样本点,通过求解三维Euler方程进行气动数值试验,来建立二次多项式响应面模型,并在此基础上得到优化的气动外形。以M6机翼为原始机翼的单、多目标多约束优化设计算例表明:采用的响应面法能够较好的捕捉在跨声速流动中目标函数的非线性特征和消除流动中的高频噪声;响应面模型精度满足设计要求,计算误差均小于3%,因而保证了设计方法的实用有效。对于单目标机翼阻力优化设计,阻力系数减少了19%左右。 展开更多
关键词 响应面法 优化设计 跨声速机翼 多目标优化
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基于黏性伴随方法的跨声速机翼气动优化设计 被引量:26
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作者 熊俊涛 乔志德 +1 位作者 杨旭东 韩忠华 《航空学报》 EI CAS CSCD 北大核心 2007年第2期281-285,308,共6页
进行了基于黏性伴随方法和Navier-Stokes方程的跨声速机翼气动优化设计研究。分别推导了适用于三维跨声速机翼气动反设计和减阻设计的黏性伴随方程、边界条件和梯度求解表达式,并研究了伴随方程的数值求解方法。通过将网格生成、流场计... 进行了基于黏性伴随方法和Navier-Stokes方程的跨声速机翼气动优化设计研究。分别推导了适用于三维跨声速机翼气动反设计和减阻设计的黏性伴随方程、边界条件和梯度求解表达式,并研究了伴随方程的数值求解方法。通过将网格生成、流场计算、黏性伴随方程数值求解、梯度求解和拟牛顿优化算法等几方面的有效结合,发展了一种跨声速机翼气动优化设计方法。为了提高计算效率,将多重网格方法应用到方程的数值求解中来加速收敛。跨声速机翼反设计和减阻设计算例验证了本文所发展的方法的正确性。采用本文的方法进行优化设计,一般通过20~30次迭代就能得到满意的结果。 展开更多
关键词 优化设计 黏性伴随方法 黏性伴随方程 跨声速机翼
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民用客机机翼/机身/平尾构型气动外形优化设计 被引量:17
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作者 陈颂 白俊强 +1 位作者 史亚云 乔磊 《航空学报》 EI CAS CSCD 北大核心 2015年第10期3195-3207,共13页
针对典型跨声速民用客机的机翼/机身/平尾构型开展了基于离散伴随技术的气动外形优化设计方法研究,并采用自由型面变形(FFD)技术在优化设计过程中进行平尾的整体偏转,以实现最终设计结果全机俯仰力矩配平。采用基于雷诺平均Navier-Stoke... 针对典型跨声速民用客机的机翼/机身/平尾构型开展了基于离散伴随技术的气动外形优化设计方法研究,并采用自由型面变形(FFD)技术在优化设计过程中进行平尾的整体偏转,以实现最终设计结果全机俯仰力矩配平。采用基于雷诺平均Navier-Stokes(RANS)方程的离散伴随技术求解气动参数对设计变量的梯度,使梯度求解计算量与设计变量个数实现解耦,提高了优化效率。应用FFD技术对全机构型进行整体参数化,可通过FFD控制体控制机翼外形的变化以及平尾偏转,在实现机翼优化设计的同时通过偏转平尾来进行力矩配平,避免了单独优化机翼外形可能带来的额外配平阻力。采用序列二次规划算法进行基于梯度的优化设计并处理大规模的约束条件。以Drag Prediction Workshop IV Common Research Model作为初始构型进行了有/无力矩配平约束的优化设计,并在优化过程中施加升力约束以及几何约束。算例结果表明,优化后的气动外形显著改善了机翼表面压力分布,消除了激波,在力矩配平约束下的算例中,通过平尾的偏转实现了俯仰力矩配平下的机翼优化设计。 展开更多
关键词 气动优化 机翼设计 力矩配平 离散伴随 自由型面变形(FFD)
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Integrated optimization design of smart morphing wing for accurate shape control 被引量:14
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作者 Xiaojun GU Kaike YANG +3 位作者 Manqiao WU Yahui ZHANG Jihong ZHU Weihong ZHANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2021年第1期135-147,共13页
Smart morphing wing, which is equipped with smart materials and able to change structural geometry adaptively, can further improve aerodynamic efficiency of aircraft. This paper presents a new integrated layout and to... Smart morphing wing, which is equipped with smart materials and able to change structural geometry adaptively, can further improve aerodynamic efficiency of aircraft. This paper presents a new integrated layout and topology optimization design for morphing wing driven by shape memory alloys(SMAs). By simultaneously optimizing the layout of smart actuators and topology of wing substrate, the ultimately determined configuration can achieve smooth, continuous and accurate geometric shape changes. In addition, aerodynamic analysis is carried out to compare smart morphing wing with traditional hinged airfoil. Finally, the optimized smart wing structure is constructed and tested to demonstrate and verify the morphing functionality. Application setbacks are also pointed out for further investigation. 展开更多
关键词 Layout optimization Morphing wing Shape memory alloy Shape morphing Topology optimization
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Optimization and design of an aircraft's morphing wing-tip demonstrator for drag reduction at low speed, Part Ⅰ–Aerodynamic optimization using genetic, bee colony and gradient descent algorithms 被引量:11
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作者 Andreea Koreanschi Oliviu Sugar Gabor +5 位作者 Joran Acotto Guillaume Brianchon Gregoire Portier Ruxandra Mihaela Botez Mahmoud Mamou Youssef Mebarki 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第1期149-163,共15页
In this paper, an ‘in-house' genetic algorithm is described and applied to an optimization problem for improving the aerodynamic performances of an aircraft wing tip through upper surface morphing. The algorithm's ... In this paper, an ‘in-house' genetic algorithm is described and applied to an optimization problem for improving the aerodynamic performances of an aircraft wing tip through upper surface morphing. The algorithm's performances were studied from the convergence point of view, in accordance with design conditions. The algorithm was compared to two other optimization methods,namely the artificial bee colony and a gradient method, for two optimization objectives, and the results of the optimizations with each of the three methods were plotted on response surfaces obtained with the Monte Carlo method, to show that they were situated in the global optimum region. The optimization results for 16 wind tunnel test cases and 2 objective functions were presented. The 16 cases used for the optimizations were included in the experimental test plan for the morphing wing-tip demonstrator, and the results obtained using the displacements given by the optimizations were evaluated. 展开更多
关键词 Artificial bee colony Airfoil optimization Genetic algorithm Morphing wing optimization
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Pressure distribution guided supercritical wing optimization 被引量:11
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作者 Runze LI Kaiwen DENG +1 位作者 Yufei ZHANG Haixin CHEN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2018年第9期1842-1854,共13页
Pressure distribution is important information for engineers during an aerodynamic design process. Pressure Distribution Oriented(PDO) optimization design has been proposed to introduce pressure distribution manipulat... Pressure distribution is important information for engineers during an aerodynamic design process. Pressure Distribution Oriented(PDO) optimization design has been proposed to introduce pressure distribution manipulation into traditional performance dominated optimization.In previous PDO approaches, constraints or manual manipulation have been used to obtain a desirable pressure distribution. In the present paper, a new Pressure Distribution Guided(PDG) method is developed to enable better pressure distribution manipulation while maintaining optimization efficiency. Based on the RBF-Assisted Differential Evolution(RADE) algorithm, a surrogate model is built for target pressure distribution features. By introducing individuals suggested by suboptimization on the surrogate model into the population, the direction of optimal searching can be guided. Pressure distribution expectation and aerodynamic performance improvement can be achieved at the same time. The improvements of the PDG method are illustrated by comparing its design results and efficiency on airfoil optimization test cases with those obtained using other methods. Then the PDG method is applied on a dual-aisle airplane’s inner-board wing design. A total drag reduction of 8 drag counts is achieved. 展开更多
关键词 Aerodynamic optimization Man-in-loop Pressure distribution RBF-assisted Supercritical wing
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Optimization and design of an aircraft's morphing wing-tip demonstrator for drag reduction at low speeds, Part II- Experimental validation using Infra-Red transition measurement from Wind Tunnel tests 被引量:11
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作者 Andreea Koreanschi Oliviu Sugar Gabor +5 位作者 Joran Acotto Guillaume Brianchon Gregoire Portier Ruxandra Mihaela Botez Mahmoud Mamou Youssef Mebarki 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第1期164-174,共11页
In the present paper, an ‘in-house' genetic algorithm was numerically and experimentally validated. The genetic algorithm was applied to an optimization problem for improving the aerodynamic performances of an aircr... In the present paper, an ‘in-house' genetic algorithm was numerically and experimentally validated. The genetic algorithm was applied to an optimization problem for improving the aerodynamic performances of an aircraft wing tip through upper surface morphing. The optimization was performed for 16 flight cases expressed in terms of various combinations of speeds, angles of attack and aileron deflections. The displacements resulted from the optimization were used during the wind tunnel tests of the wing tip demonstrator for the actuators control to change the upper surface shape of the wing. The results of the optimization of the flow behavior for the airfoil morphing upper-surface problem were validated with wind tunnel experimental transition results obtained with infra-red Thermography on the wing-tip demonstrator. The validation proved that the 2D numerical optimization using the ‘in-house' genetic algorithm was an appropriate tool in improving various aspects of a wing's aerodynamic performances. 展开更多
关键词 Drag reduction Infra-red tests Morphing wing optimization Wind tunnel tests
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复合材料翼面结构优化设计及分析 被引量:12
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作者 柴红普 于哲峰 傅山 《力学季刊》 CSCD 北大核心 2011年第1期109-116,共8页
复合材料具有比强度高、比刚度大、抗疲劳等诸多优异性能,在航空航天结构中得到了广泛的应用。复合材料在新研制的飞机上的应用比重也越来越高,在大型民用飞机Boeing787上,复合材料结构重量占到了全机结构重量的50%。复合材料层合板具... 复合材料具有比强度高、比刚度大、抗疲劳等诸多优异性能,在航空航天结构中得到了广泛的应用。复合材料在新研制的飞机上的应用比重也越来越高,在大型民用飞机Boeing787上,复合材料结构重量占到了全机结构重量的50%。复合材料层合板具有无与伦比的设计潜力,成为复合材料中使用最多的一种结构形式。本文以某型号飞机机翼翼盒为研究对象,建立了翼盒结构的有限元模型,以结构质量为目标函数,以位移、应变和屈曲因子为约束条件,并利用工程优化软件对复合材料翼面进行优化。整个翼面设计优化过程包括三个阶段:自由尺寸优化、层组尺寸优化和层叠次序优化。优化结果表明,通过三个阶段的优化,在满足刚度、强度和稳定性三种约束的要求下,明显减轻了翼面结构的质量。 展开更多
关键词 复合材料 层合板 优化设计 翼盒结构
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简化自适应机翼的气动外形优化设计 被引量:6
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作者 付鸿雁 朱自强 +1 位作者 刘航 吁日新 《空气动力学学报》 CSCD 北大核心 2003年第4期439-445,共7页
自适应机翼技术的研究对于超声速飞机设计具有重要意义。本文在二维翼型自适应的研究基础上,用Powell法优化计算了对前缘后掠角为35°,展弦比λ=3.9,梢根比η=0.17,机翼剖面为NACA65006翼型的梯形翼的前后缘舵面偏转角,从而获得了... 自适应机翼技术的研究对于超声速飞机设计具有重要意义。本文在二维翼型自适应的研究基础上,用Powell法优化计算了对前缘后掠角为35°,展弦比λ=3.9,梢根比η=0.17,机翼剖面为NACA65006翼型的梯形翼的前后缘舵面偏转角,从而获得了在亚跨声速时升阻比大而在超声速时阻力系数小的简化自适应机翼的最优气动外形。本文采用了并行遗传算法,计算了要求亚跨声速升阻比大同时超声速阻力小的气动双目标优化机翼的外形。讨论了优化机翼相对于原始机翼的气动增益。与二维一样,三维数值算例也证明了自适应机翼可获得明显的气动增益。 展开更多
关键词 气动外形 优化设计 自适应机翼 超声速飞机 气动增益
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Optimal Design of Compliant Trailing Edge for Shape Changing 被引量:10
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作者 刘世丽 葛文杰 李树军 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第2期187-192,共6页
Adaptive wings have long used smooth morphing technique of compliant leading and trailing edge to improve their aerodynamic characteristics. This paper introduces a systematic approach to design compliant structures t... Adaptive wings have long used smooth morphing technique of compliant leading and trailing edge to improve their aerodynamic characteristics. This paper introduces a systematic approach to design compliant structures to carry out required shape changes under distributed pressure loads. In order to minimize the deviation of the deformed shape from the target shape, this method uses MATLAB and ANSYS to optimize the distributed compliant mechanisms by way of the ground approach and genetic algorithm (GA) to remove the elements possessive of very low stresses. In the optimization process, many factors should be considered such as airloads, input displacements, and geometric nonlinearities. Direct search method is used to locally optimize the dimension and input displacement after the GA optimization. The resultant structure could make its shape change from 0 to 9.3 degrees. The experimental data of the model confirms the feasibility of this approach. 展开更多
关键词 adaptive wing compliant mechanism genetic algorithm topology optimization distributed pressure load geometric nonlinearity
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Aeroelastic optimization on composite skins of large aircraft wings 被引量:11
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作者 LIANG Lu WAN ZhiQiang YANG Chao 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第4期1078-1085,共8页
This paper presents studies of aeroelastic optimization on composite skins of large aircraft wings subject to aeroelastic constraints and strength/strain constraints. The design variable for optimization was the ply t... This paper presents studies of aeroelastic optimization on composite skins of large aircraft wings subject to aeroelastic constraints and strength/strain constraints. The design variable for optimization was the ply thickness of the wing skin panels, and the structural weight was the objective function to be minimised. The impacts of three strength/strain constraints and the ply proportion of the wing skin panels on the optimization results are discussed. The results indicate that the optimal composite wings that satisfy different constraints have remarkable weight advantages over metal wing. High levels of stiffness can be achieved while satisfying the constraints regarding allowable design strains and failure criteria. The optimization results with variable-proportions indicate that wing skins with higher proportions of 0° plies from the root to the middle segment and ±45° plies outboard have a more efficient and reasonable stiffness distribution. 展开更多
关键词 aeroelastic optimization large aircraft composite wing strength constraints ply proportion
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基于Pareto遗传算法的机翼多目标优化设计研究 被引量:9
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作者 李倩 詹浩 朱军 《西北工业大学学报》 EI CAS CSCD 北大核心 2010年第1期134-137,共4页
文章将多目标优化方法中的Pareto遗传算法与能准确描述翼型无粘性流动的Euler方程以及旋翼气动分析模型结合起来,以旋翼悬停效率和固定翼的升阻比作为优化设计的目标对需同时满足旋翼和固定翼两种使用要求的机翼进行了多目标优化设计。... 文章将多目标优化方法中的Pareto遗传算法与能准确描述翼型无粘性流动的Euler方程以及旋翼气动分析模型结合起来,以旋翼悬停效率和固定翼的升阻比作为优化设计的目标对需同时满足旋翼和固定翼两种使用要求的机翼进行了多目标优化设计。设计结果表明通过优化设计的机翼在气动性能上得到了提高,达到了优化设计的目的,文中发展的机翼优化设计方法是可行的。 展开更多
关键词 飞行器 机翼 计算流体力学 优化 Pareto遗传算法 多目标优化 旋翼 固定翼
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Multidisciplinary design optimization of adaptive wing leading edge 被引量:6
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作者 SUN RuJie CHEN GuoPing +2 位作者 ZHOU Chen ZHOU LanWei JIANG JinHui 《Science China(Technological Sciences)》 SCIE EI CAS 2013年第7期1790-1797,共8页
Adaptive wing can significantly enhance aircraft aerodynamic performance, which refers to aerodynamic and structural opti-mization designs. This paper introduces a two-step approach to solve the interrelated problems ... Adaptive wing can significantly enhance aircraft aerodynamic performance, which refers to aerodynamic and structural opti-mization designs. This paper introduces a two-step approach to solve the interrelated problems of the adaptive leading edge. In the first step, the procedure of airfoil optimization is carried out with an initial configuration of NACA 0006. On the basis of the combination of design of experiment (DOE), response surface method (RSM) and genetic algorithm (GA), an adaptive air-foil can be obtained whose lift-to-drag ratio is larger than the baseline airfoil's at the given angle of attack and subsonic speed.The next step is to design a compliant structure to achieve the target airfoil shape, which is the optimization result of the previous step. In order to minimize the deviation of the deformed shape from the target shape, the load path representation topology method is presented. This method is developed by way of GA, with size and shape optimization incorporated in it simul-taneously. Finally, a comparison study with the Solid Isotropic Material with Penalization (SIMP) method in Altair OptiStruct is conducted, and the results demonstrate the validity and effectiveness of the proposed approach. 展开更多
关键词 ADAPTIVE wing MULTIDISCIPLINARY design optimization aerodynamic optimization STRUCTURAL optimization GENETIC algorithm
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复合材料层合板及机翼格栅结构的动态特性优化设计 被引量:9
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作者 朱亮 蓝友泽 徐志伟 《复合材料学报》 EI CAS CSCD 北大核心 2012年第5期184-190,共7页
以复合材料层合板各单层连续变化的铺层角度为设计变量,在有限元软件中对层合板结构的基频进行优化分析,在四边简支和固支两种不同的边界条件下,结构的基频分别提高了4.9%和16.2%,并对优化前后结构的静力失效强度进行了对比分析。随后... 以复合材料层合板各单层连续变化的铺层角度为设计变量,在有限元软件中对层合板结构的基频进行优化分析,在四边简支和固支两种不同的边界条件下,结构的基频分别提高了4.9%和16.2%,并对优化前后结构的静力失效强度进行了对比分析。随后将这种优化方法应用到某无人机复合材料机翼格栅结构中,针对格栅结构蒙皮和肋板共计24个纤维铺层角度进行了优化设计,使结构基频提高了10.6%,同时结构的承载能力也有了一定程度的提高。 展开更多
关键词 复合材料 格栅结构 纤维铺层角度 频率优化 强度分析 飞机机翼
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基于伴随算子的气动布局优化技术及其在大飞机机翼减阻中的应用 被引量:8
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作者 吴文华 陶洋 +2 位作者 陈德华 王元靖 黄勇 《航空动力学报》 EI CAS CSCD 北大核心 2011年第7期1583-1589,共7页
为了提高大型飞机机翼的气动性能,发展了基于Bezier-Bernstein曲线的机翼气动布局参数化技术和网格变形技术,以及基于Navier-Stokes方程的流场解算器、伴随算子解算器和二次规划寻优算法,形成了气动布局优化软件.通过改变约束条件、设... 为了提高大型飞机机翼的气动性能,发展了基于Bezier-Bernstein曲线的机翼气动布局参数化技术和网格变形技术,以及基于Navier-Stokes方程的流场解算器、伴随算子解算器和二次规划寻优算法,形成了气动布局优化软件.通过改变约束条件、设计参数范围和初始点,对机翼进行了一系列的极多参数和多约束的气动布局精细优化设计,得到了良好的优化结果,优化结果表明该优化方法是高效和可靠的. 展开更多
关键词 气动布局 优化 伴随算子 减阻 机翼
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飞机在结冰条件下的最优边界保护方法 被引量:8
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作者 周莉 徐浩军 +1 位作者 杨哲 刘东亮 《上海交通大学学报》 EI CAS CSCD 北大核心 2013年第8期1217-1221,共5页
为确保结冰条件下的飞行安全并充分发挥飞机性能,提出了一种最优边界保护方法.以关键参数及其变化速率为控制对象,在分析最优边界保护下关键参数及其变化速率特性的基础上,选取调节量和调节时机作为调节参数,并构建这2个调节参数最优值... 为确保结冰条件下的飞行安全并充分发挥飞机性能,提出了一种最优边界保护方法.以关键参数及其变化速率为控制对象,在分析最优边界保护下关键参数及其变化速率特性的基础上,选取调节量和调节时机作为调节参数,并构建这2个调节参数最优值之间的解析关系.针对机翼失速问题,给出动态飞行边界的确定方法,最终通过计算实现结冰条件下的最优边界保护.仿真结果表明,该方法行之有效,为结冰条件下的飞行安全研究拓展了新的思路. 展开更多
关键词 飞机结冰 飞行安全 边界保护 优化 机翼失速
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Nanomechanical Behaviour of the Membranous Wings of Dragonfly Pantala flavescens Fabricius 被引量:6
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作者 Yanru Zhao Dongsheng Wang +1 位作者 Jin Tong Jiyu Sun 《Journal of Bionic Engineering》 SCIE EI CSCD 2016年第3期388-396,共9页
The dragonfly has excellent flying capacity and its wings are typical 2-dimensional composite materials in micro-scale or nano-scale. The nanomechanical behavior of dragonfly membranous wings was investigated with a n... The dragonfly has excellent flying capacity and its wings are typical 2-dimensional composite materials in micro-scale or nano-scale. The nanomechanical behavior of dragonfly membranous wings was investigated with a nanoindenter. It was shown that the maxima of the reduced modulus and nanohardness of the in-vivo and fresh dragonfly wings are about at position of 0.7L, where L is the wing length. It was found that the reduced modulus and nanohardness of radius of the wings of dragonfly are large. The reduced modulus and nanohardness of Costa, Radius and Postal veins of the in-vivo dragonfly wings are larger than those of the fresh ones. The deformation, stress and strain under the uniform load were analyzed with finite element simulation software ANSYS. The deformation is little and the distribution trend of the strain is probably in agreement with that of the stress. It is shown that the main veins have better stabilities and load-bearing capacities. The understanding of dragonfly wings' nanomechanical properties would provide some references for improving some properties of 2-dimentional composite materials through the biomimetic designs. The realization of nanomechanical properties of dragonfly wings will provide inspirations for designing some new structures and materials of mechanical parts. 展开更多
关键词 Pantala flavescens Fabricius membranous wing experimental optimization design NANOINDENTATION nanome-chanieal property
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基于N-S方程串并行计算的机翼优化设计 被引量:7
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作者 温建华 朱自强 +1 位作者 吴宗成 陈泽民 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2008年第2期127-130,共4页
对典型的大展弦比和中等展弦比机翼在0.7~0.9马赫数区间进行了串行和并行计算的数值校验,证实了以N—S(Navier—Stokes)方程为主控方程的串行和并行流场求解器的正确性,并讨论了并行效率和加速比.结合Powell算法,讨论了在确定... 对典型的大展弦比和中等展弦比机翼在0.7~0.9马赫数区间进行了串行和并行计算的数值校验,证实了以N—S(Navier—Stokes)方程为主控方程的串行和并行流场求解器的正确性,并讨论了并行效率和加速比.结合Powell算法,讨论了在确定的机翼平面形状和翼型的条件下,以升阻比最大为目标的三维机翼截面翼型最大厚度与扭角的优化设计.算例结果表明,厚度的非线性分布和负的扭角会改善机翼流场的流动状态,使机翼的升阻比得到提高,优化设计方法是可行的. 展开更多
关键词 优化设计 机翼设计 N—S方程 并行计算
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带襟翼导轨翼肋后缘尺寸-拓扑综合优化的摄动神经网络代理模型法
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作者 谢川 徐超 +1 位作者 周丹发 姚卫星 《应用数学和力学》 CSCD 北大核心 2024年第1期61-71,共11页
带襟翼导轨的翼肋后缘设计需要确定肋缘条、腹板的尺寸和肋腹板的拓扑形状,对此提出了一种针对尺寸-拓扑综合优化的摄动神经网络(perturbation neural network, PNN)代理模型法.其基本思想是基于拓扑优化对参数的敏感性,引入了对试验设... 带襟翼导轨的翼肋后缘设计需要确定肋缘条、腹板的尺寸和肋腹板的拓扑形状,对此提出了一种针对尺寸-拓扑综合优化的摄动神经网络(perturbation neural network, PNN)代理模型法.其基本思想是基于拓扑优化对参数的敏感性,引入了对试验设计(design of experiments, DOE)样本点的摄动,通过过滤手段捕获拓扑突变点,并降低数值噪声,极大地提高了代理模型的预测精度,将拓扑优化过程作为黑盒,直接建立起尺寸变量与拓扑优化后结构响应的代理模型.最后在代理模型上进行优化,得到了结构尺寸与拓扑形状的最优组合.该文完成了一个翼肋后缘优化典型算例,证明了该方法的有效性和优越性. 展开更多
关键词 摄动神经网络 尺寸优化 拓扑优化 代理模型 翼肋
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Efficient Communication in Wireless Sensor Networks Using Optimized Energy Efficient Engroove Leach Clustering Protocol
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作者 N.Meenakshi Sultan Ahmad +5 位作者 A.V.Prabu J.Nageswara Rao Nashwan Adnan Othman Hikmat A.M.Abdeljaber R.Sekar Jabeen Nazeer 《Tsinghua Science and Technology》 SCIE EI CAS CSCD 2024年第4期985-1001,共17页
The Wireless Sensor Network(WSN)is a network that is constructed in regions that are inaccessible to human beings.The widespread deployment of wireless micro sensors will make it possible to conduct accurate environme... The Wireless Sensor Network(WSN)is a network that is constructed in regions that are inaccessible to human beings.The widespread deployment of wireless micro sensors will make it possible to conduct accurate environmental monitoring for a use in both civil and military environments.They make use of these data to monitor and keep track of the physical data of the surrounding environment in order to ensure the sustainability of the area.The data have to be picked up by the sensor,and then sent to the sink node where they may be processed.The nodes of the WSNs are powered by batteries,therefore they eventually run out of power.This energy restriction has an effect on the network life span and environmental sustainability.The objective of this study is to further improve the Engroove Leach(EL)protocol’s energy efficiency so that the network can operate for a very long time while consuming the least amount of energy.The lifespan of WSNs is being extended often using clustering and routing strategies.The Meta Inspired Hawks Fragment Optimization(MIHFO)system,which is based on passive clustering,is used in this study to do clustering.The cluster head is chosen based on the nodes’residual energy,distance to neighbors,distance to base station,node degree,and node centrality.Based on distance,residual energy,and node degree,an algorithm known as Heuristic Wing Antfly Optimization(HWAFO)selects the optimum path between the cluster head and Base Station(BS).They examine the number of nodes that are active,their energy consumption,and the number of data packets that the BS receives.The overall experimentation is carried out under the MATLAB environment.From the analysis,it has been discovered that the suggested approach yields noticeably superior outcomes in terms of throughput,packet delivery and drop ratio,and average energy consumption. 展开更多
关键词 wireless sensor networks energy efficient engroove leach protocol meta inspired Hawks fragment optimization heuristic wing antfly optimization
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