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A Case Study of 3D Protein Structure Prediction with Genetic Algorithm and Tabu Search 被引量:1
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作者 WANG Ting1,2, ZHANG Xiaolong1, 3 1. School of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan 430065, Hubei, China 2. College of Mobile Telecommunications, Chongqing University of Posts and Telecommunications, Chongqing 400065, China 3. State Key Laboratory of Bioelectronics, Southeast University, Nanjing 210096, China 《Wuhan University Journal of Natural Sciences》 CAS 2011年第2期125-129,共5页
This paper describes a case study of 3D protein structure prediction of six sequences from protein data bank (PDB) by genetic algorithm and tabu search (GATS), where off-lattice AB model is considered as a simplif... This paper describes a case study of 3D protein structure prediction of six sequences from protein data bank (PDB) by genetic algorithm and tabu search (GATS), where off-lattice AB model is considered as a simplified model of protein structure. The lowest-energy values required for forming the native conformation of proteins are searched by GATS, and then the coarse structures (i.e., simplified structure) of the proteins are obtained according to the multiple angle parameters corresponding to the lowest energies. All the coarse structures form single hydrophobic cores surrounded by hydrophilic residues, which stay on the right side of the actual characteristic of protein structure. It demonstrates that this approach can predict the 3D protein structure effectively. 展开更多
关键词 3d protein structure off-lattice AB model genetic algorithm and tabu search (GATS)
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Fragile Watermarking of 3D Models Using Genetic Algorithms
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作者 Mukesh Motwani Rakhi Motwani Frederick Harris 《Journal of Electronic Science and Technology》 CAS 2010年第3期244-250,共7页
This paper describes a novel algorithm for fragile watermarking of 3D models. Fragile watermarking requires detection of even minute intentional changes to the 3D model along with the location of the change. This pose... This paper describes a novel algorithm for fragile watermarking of 3D models. Fragile watermarking requires detection of even minute intentional changes to the 3D model along with the location of the change. This poses a challenge since inserting random amount of watermark in all the vertices of the model would generally introduce perceptible distortion. The proposed algorithm overcomes this challenge by using genetic algorithm to modify every vertex location in the model so that there is no perceptible distortion. Various experimental results are used to justify the choice of the genetic algorithm design parameters. Experimental results also indicate that the proposed algorithm can accurately detect location of any mesh modification. 展开更多
关键词 3d mesh models fragile water- marking genetic algorithms SNR.
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Three-dimensional multi-constraint route planning of unmanned aerial vehicle low-altitude penetration based on coevolutionary multi-agent genetic algorithm 被引量:8
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作者 彭志红 吴金平 陈杰 《Journal of Central South University》 SCIE EI CAS 2011年第5期1502-1508,共7页
To address the issue of premature convergence and slow convergence rate in three-dimensional (3D) route planning of unmanned aerial vehicle (UAV) low-altitude penetration,a novel route planning method was proposed.Fir... To address the issue of premature convergence and slow convergence rate in three-dimensional (3D) route planning of unmanned aerial vehicle (UAV) low-altitude penetration,a novel route planning method was proposed.First and foremost,a coevolutionary multi-agent genetic algorithm (CE-MAGA) was formed by introducing coevolutionary mechanism to multi-agent genetic algorithm (MAGA),an efficient global optimization algorithm.A dynamic route representation form was also adopted to improve the flight route accuracy.Moreover,an efficient constraint handling method was used to simplify the treatment of multi-constraint and reduce the time-cost of planning computation.Simulation and corresponding analysis show that the planning results of CE-MAGA have better performance on terrain following,terrain avoidance,threat avoidance (TF/TA2) and lower route costs than other existing algorithms.In addition,feasible flight routes can be acquired within 2 s,and the convergence rate of the whole evolutionary process is very fast. 展开更多
关键词 unmanned aerial vehicle (UAV) low-altitude penetration three-dimensional 3d route planning coevolutionary multiagent genetic algorithm (CE-MAGA)
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Genetic Algorithm Optimization Design of Gradient Conformal Chiral Metamaterials and 3D Printing Verifiction for Morphing Wings
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作者 Qian Zheng Weijun Zhu +3 位作者 Quan Zhi Henglun Sun Dongsheng Li Xilun Ding 《Chinese Journal of Mechanical Engineering》 CSCD 2024年第6期346-364,共19页
This paper proposes a gradient conformal design technique to modify the multi-directional stiffness characteristics of 3D printed chiral metamaterials,using various airfoil shapes.The method ensures the integrity of c... This paper proposes a gradient conformal design technique to modify the multi-directional stiffness characteristics of 3D printed chiral metamaterials,using various airfoil shapes.The method ensures the integrity of chiral cell nodal circles while improving load transmission efficiency and enhancing manufacturing precision for 3D printing applications.A parametric design framework,integrating finite element analysis and optimization modules,is developed to enhance the wing’s multidirectional stiffness.The optimization process demonstrates that the distribution of chiral structural ligaments and nodal circles significantly affects wing deformation.The stiffness gradient optimization results reveal a variation of over 78%in tail stiffness performance between the best and worst parameter combinations.Experimental outcomes suggest that this strategy can develop metamaterials with enhanced deformability,offering a promising approach for designing morphing wings. 展开更多
关键词 Morphing wings Chiral metamaterials Gradient conformal design genetic algorithm optimization 3d printing
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Optimization design of multiphase pump impeller based on combined genetic algorithm and boundary vortex flux diagnosis 被引量:9
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作者 张金亚 蔡淑杰 +2 位作者 李泳江 周鑫 张永学 《Journal of Hydrodynamics》 SCIE EI CSCD 2017年第6期1023-1034,共12页
A novel optimization design method for the multiphase pump impeller is proposed through combining the quasi-3D hydraulic design(Q3DHD), the boundary vortex flux(BVF) diagnosis, and the genetic algorithm(GA). The... A novel optimization design method for the multiphase pump impeller is proposed through combining the quasi-3D hydraulic design(Q3DHD), the boundary vortex flux(BVF) diagnosis, and the genetic algorithm(GA). The BVF diagnosis based on the Q3DHD is used to evaluate the objection function. Numerical simulations and hydraulic performance tests are carried out to compare the impeller designed only by the Q3DHD method and that optimized by the presented method. The comparisons of both the flow fields simulated under the same condition show that(1) the pressure distribution in the optimized impeller is more reasonable and the gas-liquid separation is more efficiently inhibited,(2) the scales of the gas pocket and the vortex decrease remarkably for the optimized impeller,(3) the unevenness of the BVF distributions near the shroud of the original impeller is effectively eliminated in the optimized impeller. The experimental results show that the differential pressure and the maximum efficiency of the optimized impeller are increased by 4% and 2.5%, respectively. Overall, the study indicates that the optimization design method proposed in this paper is feasible. 展开更多
关键词 Optimization design multiphase pump genetic algorithm boundary vortex flux quasi-3d hydraulic design (Q3dHD)
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Webots3D仿真环境中用遗传算法优化参数的实现
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作者 王斐斐 张奇志 周雅丽 《微型电脑应用》 2008年第6期42-43,2,共2页
探讨了在Webots3D仿真环境中利用遗传算法来优化参数的基本原理,并给出了如何编译带有GAlib库函数的程序的具体方法。
关键词 webots galib 遗传算法
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Webots3D仿真环境中用遗传算法优化参数的实现
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作者 王斐斐 张奇志 周雅丽 《军民两用技术与产品》 2009年第7期41-42,共2页
探讨了在Webots3D仿真环境中利用遗传算法来优化参数的基本原理,并给出了如何编译带有GAlib库函数的程序的具体方法。
关键词 webots 3d galib 遗传算法
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Numerical modeling and optimization of process parameters in continuous extrusion process through response surface methodology, artificial neural network & genetic algorithm
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作者 Tariku Desta Devendra Kumar Sinha +1 位作者 Perumalla Janaki Ramulu Ram Sewak Singh 《International Journal of Modeling, Simulation, and Scientific Computing》 EI 2021年第6期230-248,共19页
The product of high complex profile,high strength,high productivity and excellent material properties with infinite length can be produced by Continuous Extrusion(CE)process.The numerical simulation of Aluminum(AA 110... The product of high complex profile,high strength,high productivity and excellent material properties with infinite length can be produced by Continuous Extrusion(CE)process.The numerical simulation of Aluminum(AA 1100)feedstock material at different wheel velocities,product diameter,feedstock temperature,die temperature and friction condition has been carried out using 3D simulation tool Design Environment for Forming(DEFORM-3D)in this paper.The development of mathematical model is carried out to investigate the influence of wheel velocity,extrusion ratio,feedstock temperature,die temperature and friction conditions on total load required for the deformation and extrusion of feedstock material through Response Surface Methodology(RSM).The statistical significance of mathematical model is verified through analysis of variance(ANOVA).The most optimum value of extrusion load has been found to be 136.4 kN through iterative process of Genetic Algorithm(GA)using Artificial Neural Network(ANN).The optimized value of input process variables for minimum value of extrusion load obtained has been found to be 13 Revolutions per Minute(RPM)as wheel velocity,5 mm as product diameter,0.95 as friction condition,650◦C as feedstock temperature and 550◦C as die temperature.This paper with proposed methodology will be helpful for industries working in the area of CE in terms of minimizing energy consumption during production process of bus bars,tubes,wires,cables,sheets,plates,strips,etc. 展开更多
关键词 Continuous extrusion DEFORM-3d AA1100 response surface methodology artificial neural network genetic algorithm
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考虑打印件排布的3D打印批次规划 被引量:3
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作者 郝南海 《现代制造工程》 CSCD 北大核心 2017年第5期55-58,43,共5页
针对3D打印批次规划问题,提出一种考虑打印件排布的3D打印批次规划方法。根据3D打印工艺特点,批次规划目标设定为总打印批次及各批次内打印件高度差值最小化。采用顺序编码方式对打印件进行编号,由全部打印件编号组成的整数序列构成问... 针对3D打印批次规划问题,提出一种考虑打印件排布的3D打印批次规划方法。根据3D打印工艺特点,批次规划目标设定为总打印批次及各批次内打印件高度差值最小化。采用顺序编码方式对打印件进行编号,由全部打印件编号组成的整数序列构成问题的可行解集。解码时根据编码顺序将打印件排布于打印机工作台面,当前台面再无法排入时开始下一打印批次排布,从而得到打印批次方案及优化目标函数值。通过预先求得各打印件水平面投影形状的最小包络矩形,将二维形状排布问题简化为矩形排布问题。采用最低水平线法和Bottom-Left规则进行矩形排布,排布过程中重复寻找并更新已排件区域最高轮廓线中的最低水平线段。使用遗传算法搜索问题的最优解,通过算例验证了所提方法的有效性。 展开更多
关键词 作业调度 3d打印 遗传算法 批次规划 排样
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3D Face Reconstruction Using Images from Cameras with Varying Parameters
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作者 Mostafa Merras Soulaiman El Hazzat +2 位作者 Abderrahim Saaidi Khalid Satori Abderrazak Gadhi Nazih 《International Journal of Automation and computing》 EI CSCD 2017年第6期661-671,共11页
In this paper, we present a new technique of 3D face reconstruction from a sequence of images taken with cameras having varying parameters without the need to grid. This method is based on the estimation of the projec... In this paper, we present a new technique of 3D face reconstruction from a sequence of images taken with cameras having varying parameters without the need to grid. This method is based on the estimation of the projection matrices of the cameras from a symmetry property which characterizes the face, these projections matrices are used with points matching in each pair of images to determine the 3D points cloud, subsequently, 3D mesh of the face is constructed with 3D Crust algorithm. Lastly, the 2D image is projected on the 3D model to generate the texture mapping. The strong point of the proposed approach is to minimize the constraints of the calibration system: we calibrated the cameras from a symmetry property which characterizes the face, this property gives us the opportunity to know some points of 3D face in a specific well-chosen global reference, to formulate a system of linear and nonlinear equations according to these 3D points, their projection in the image plan and the elements of the projections matrix. Then to solve these equations, we use a genetic algorithm which consists of finding the global optimum without the need of the initial estimation and allows to avoid the local minima of the formulated cost function. Our study is conducted on real data to demonstrate the validity and the performance of the proposed approach in terms of robustness, simplicity, stability and convergence. 展开更多
关键词 Camera calibration genetic algorithm 3d face 3d mesh 3d reconstruction
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基于Design3D的汽轮机低压静叶三维气动优化设计
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作者 王喜华 范小平 孙奇 《四川工程职业技术学院学报》 2012年第3期19-24,共6页
本文基于商业软件NUMECA的全三维优化设计平台Design3D,采用三维N-S方程流场计算、网格自动生成、三维叶片参数化造型与遗传算法寻优相结合的方法,在级环境下对600MW汽轮机静叶进行了三维叶片型线优化设计,优化目标是在流量基本不变... 本文基于商业软件NUMECA的全三维优化设计平台Design3D,采用三维N-S方程流场计算、网格自动生成、三维叶片参数化造型与遗传算法寻优相结合的方法,在级环境下对600MW汽轮机静叶进行了三维叶片型线优化设计,优化目标是在流量基本不变的情况下尽可能的提高级轮周效率。优化设计后的叶片与原叶片相比,透平级的总一总效率提高了0.32%,级的轮周效率提高了O.39%。详细的流场分析表明,优化后叶片性能的提高主要是源于静叶总压损失的减小和透平级动静叶之间匹配的改善。 展开更多
关键词 空心静叶 Design3d 遗传算法 三维气动优化
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Design and Optimization of 3D Radial Slot Grain Configuration 被引量:5
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作者 Ali Kamran 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2010年第4期409-414,共6页
Upper stage solid rocket motors (SRMS) for launch vehicles require a highly efficient propulsion system. Grain design proves to be vital in terms of minimizing inert mass by adopting a high volumetric efficiency wit... Upper stage solid rocket motors (SRMS) for launch vehicles require a highly efficient propulsion system. Grain design proves to be vital in terms of minimizing inert mass by adopting a high volumetric efficiency with minimum possible sliver. In this arti- cle, a methodology has been presented for designing three-dimensional (3D) grain configuration of radial slot for upper stage solid rocket motors. The design process involves parametric modeling of the geometry in computer aided design (CAD) software through dynamic variables that define the complex configuration. Grain bum back is achieved by making new surfaces at each web increment and calculating geometrical properties at each step. Geometrical calculations are based on volume and change-in-volume calculations. Equilibrium pressure method is used to calculate the internal ballistics. Genetic algorithm (GA) has been used as the optimizer because of its robustness and efficient capacity to explore the design space for global optimum solution and eliminate the requirement of an initial guess. Average thrust maximization under design constraints is the objective function. 展开更多
关键词 solid rocket motors 3d grains radial slot configuration internal ballistics computer aided design heuristic optimization genetic algorithm
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Fiber Line Optimization in Single Ply for 3D Printed Composites 被引量:3
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作者 Yusuke Yamanaka Akira Todoroki +2 位作者 Masahito Ueda Yoshiyasu Hirano Ryosuke Matsuzaki 《Open Journal of Composite Materials》 2016年第4期121-131,共12页
In conventional manufacturing processes of composites, Carbon Fibre Reinforced Plastic (CFRP) laminates have been made by stacking unidirectional or woven prepreg sheets. Recently, as a manufacturing process of CFRP, ... In conventional manufacturing processes of composites, Carbon Fibre Reinforced Plastic (CFRP) laminates have been made by stacking unidirectional or woven prepreg sheets. Recently, as a manufacturing process of CFRP, 3D printing of CFRP composites has been developed. The 3D printing process of CFRP composites enables us to fabricate CFRP laminates with arbitrary curvilinear fibre plies. This indicates that the optimization of the in-plane curved carbon fibre placement in a planar ply is strongly required to realize superior 3D printed composites. In the present paper, in-plane curved carbon fibre alignment of a ply with an open hole is optimized in terms of maximization of the fracture strength. For the optimization process, a genetic algorithm is adopted. To describe curved carbon fibre alignments in a planar ply, stream lines of perfect flow is employed. By using the stream lines of the perfect flow, number of optimization parameters is significantly reduced. After the optimization, the fracture strength of CFRP laminate is compared with the results of unidirectional CFRP ply. The curved fibre placement in a planar ply shows superior fracture improvement. 展开更多
关键词 COMPOSITES Carbon Fibre Reinforced Plastic OPTIMIZATION 3d Print genetic algorithm Curvilinear Fibre
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三维四向编织复合材料刚度的细观力学设计 被引量:8
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作者 孙颖 李嘉禄 +1 位作者 亢一澜 陈利 《纺织学报》 EI CAS CSCD 北大核心 2007年第5期70-73,共4页
为了实现工程应用中三维编织复合材料的灵活设计,合理优化纤维束结构参数使得三维编织复合材料宏观刚度达到要求。基于非连续介质力学方法建立桁架结构单胞模型,采用有限元法预估复合材料的有效弹性模量,以材料质量最轻和刚度要求为目标... 为了实现工程应用中三维编织复合材料的灵活设计,合理优化纤维束结构参数使得三维编织复合材料宏观刚度达到要求。基于非连续介质力学方法建立桁架结构单胞模型,采用有限元法预估复合材料的有效弹性模量,以材料质量最轻和刚度要求为目标,选用遗传算法优化细观结构参数。对纱线线密度和编织节距长度的优化结果验证,实验表明,桁架单胞模型结合遗传算法可以为满足弹性性能要求的三维编织复合材料快速地找到最优的细观结构参数。 展开更多
关键词 三维编织 纺织复合材料 刚度 细观力学 遗传算法
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青藏高原东北缘地壳三维速度结构 被引量:46
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作者 周民都 张元生 +2 位作者 石雅鏐 张树勋 范兵 《地球物理学进展》 CSCD 北大核心 2006年第1期127-134,共8页
本文用1980~2000年M≥1.5的2032个天然地震事件的38052个P、S、Pm、Sm、Pn和Sn震相到时及人工地震测深给出的Moho面形态资料,利用地震层析技术反演了32°~40°N,100°~108°E区城内地壳地震波速度结构.从层析成... 本文用1980~2000年M≥1.5的2032个天然地震事件的38052个P、S、Pm、Sm、Pn和Sn震相到时及人工地震测深给出的Moho面形态资料,利用地震层析技术反演了32°~40°N,100°~108°E区城内地壳地震波速度结构.从层析成像图象中可以得到,本区的地壳可分成4个层位.第1层(埋深约在0~3km)为沉积层,速度梯度约为0.2s^-1;第2层(埋深约在3~17km)为上地壳,其顶部速度梯度约为0.1s^-1,下部速度横向变化较大且存在低速块体;第3层(埋深约在17~36km)为中地壳,速度梯度约为0.03s^-1;第4层(埋深约在36km-Moho)为下地壳,是一个契形层,总的趋势是西厚东薄,青藏高原较厚逐渐向部尔多斯地块和扬子准地台方向变薄,各处的地震波速度拂度不尽相同. 展开更多
关键词 青藏高原东北缘 层析成像 地壳三雄速度结构 遗传算法
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水压致裂法三维地应力测量的理论探讨 被引量:29
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作者 陈群策 安美建 李方全 《地质力学学报》 CSCD 1998年第1期37-44,共8页
本文对现有的水压致裂三维地应力测量方法进行了深入的力学分析,在此基础上提出了新的理论模型。新的理论模型采用了最小主应力破坏准则,与现有方法采用的最小切向应力破坏准则相比,更客观的表述了水压致裂过程中的力学机制。为说明... 本文对现有的水压致裂三维地应力测量方法进行了深入的力学分析,在此基础上提出了新的理论模型。新的理论模型采用了最小主应力破坏准则,与现有方法采用的最小切向应力破坏准则相比,更客观的表述了水压致裂过程中的力学机制。为说明该方法的工作步骤及其可行性,文中利用遗传算法反演技术,对假设的地应力状态进行了试算。试算结果表明该方法是可行的。 展开更多
关键词 水压致裂 地应力测量 遗传算法 地壳应力
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三维多向编织复合材料纤维束细观结构拓扑优化 被引量:9
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作者 孙颖 李嘉禄 陈利 《纺织学报》 EI CAS CSCD 北大核心 2007年第10期45-48,共4页
三维多向编织复合材料中近似空间网格状的纤维束增强骨架为复合材料及其结构件的性能提供了灵活的可设计性,为充分利用这类复合材料的优越性能,选用遗传算法优化纤维束拓扑结构、纤维束线密度和节矩长度,使三维编织复合材料既满足轴向... 三维多向编织复合材料中近似空间网格状的纤维束增强骨架为复合材料及其结构件的性能提供了灵活的可设计性,为充分利用这类复合材料的优越性能,选用遗传算法优化纤维束拓扑结构、纤维束线密度和节矩长度,使三维编织复合材料既满足轴向弹性模量的下限要求,又能使材料的质量和横向泊松比最小。研究结果表明,在建立复合材料空间桁架结构单胞模型与其细观结构几何等价关系的基础上,利用遗传算法不断调用单胞模型刚度有限元计算子程序,可以在满足弹性要求的前提下,为三维多向编织复合材料找到最优的纤维束拓扑结构和细观结构参数。 展开更多
关键词 三维多向编织 复合材料 细观结构 弹性性能 遗传算法 拓扑优化
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面向低空突防的三维航路规划仿真研究 被引量:11
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作者 范洪达 叶文 马向玲 《计算机仿真》 CSCD 2004年第2期35-37,154,155,共5页
该文利用Matlab环境下的仿真工具建立了面向低空突防的三维航路规划系统仿真平台,将三维航路分解为水平方向和垂直方向的两个航路并分别应用改进的遗传算法和适应角法进行规划仿真。最后给出了仿真实例。
关键词 三维航路规划 系统仿真平台 遗传算法 MATLAB 遗传算法 飞机 飞行航路
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飞行器三维航迹规划算法 被引量:8
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作者 冯琦 周德云 《弹箭与制导学报》 CSCD 北大核心 2004年第4期85-87,共3页
提出了一种应用改进遗传算法进行飞行器三维航迹规划的方法。航迹由B样条曲线得到,以代表航迹的B样条曲线的控制顶点坐标值作为染色体的基因位进行浮点数编码。在计算染色个体的适应值函数时充分考虑了飞行器的动力约束以及规避障碍能... 提出了一种应用改进遗传算法进行飞行器三维航迹规划的方法。航迹由B样条曲线得到,以代表航迹的B样条曲线的控制顶点坐标值作为染色体的基因位进行浮点数编码。在计算染色个体的适应值函数时充分考虑了飞行器的动力约束以及规避障碍能力。仿真结果表明了该方法的有效性。 展开更多
关键词 三维航迹 遗传算法 飞行器 仿真技术 计算方法 编码方式
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土钉支护结构优化设计的有限元分析 被引量:4
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作者 高盟 高广运 张远芳 《岩土力学》 EI CAS CSCD 北大核心 2007年第11期2461-2464,共4页
考虑土钉-土体的相互作用,建立三维有限元模型,分析计算土钉支护结构的内力和位移,提出了变形控制和应力控制相结合的优化设计方法。采用遗传算法,以应力和位移为约束条件,以工程造价为目标函数,建立了土钉支护结构的优化设计数学模型,... 考虑土钉-土体的相互作用,建立三维有限元模型,分析计算土钉支护结构的内力和位移,提出了变形控制和应力控制相结合的优化设计方法。采用遗传算法,以应力和位移为约束条件,以工程造价为目标函数,建立了土钉支护结构的优化设计数学模型,并编制了相应的计算程序,通过算例分析,并基于规范法的优化设计结果相比较,得出本文的设计方法更为合理的参考结论。 展开更多
关键词 土钉支护 三维有限元 遗传算法 极限平衡
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