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约束处理策略对遗传算法优化性能的影响 总被引:3,自引:1,他引:2
根据遗传算法处理带约束优化问题时常用的拒绝策略或惩罚策略的优势与不足,提出一种“自适应拒绝+惩罚”相结合的约束处理策略,分别采用3种不同约束处理策略完成了空中发射运载火箭的优化设计,并对优化结果进行了比较.结果表明,对于约束严的优化问题,拒绝策略收敛速度较慢;惩罚策略中罚函数的形式对优化结果影响较大;“自适应拒绝+惩罚”策略拒绝所有约束破坏程度超过容许范围的非可行解,并对约束破坏程度在容许范围内的非可行解进行惩罚,可大大改善遗传算法处理严约束优化问题的优化性能. 相似文献
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研究了一种应用参数化控制求解月球探测器精确定点软着陆最优控制问题的方法。 首 先用约束变换技术将不等式约束进行了近似处理,而后利用若干个分段的常数去逼近最优解 ,再根据强化技术通过时间轴上的变换,将每一段参数的持续时间转变为一组新的参数,于 是最优控制问题被转化为一系列参数优化问题。最后应用经典的参数优化方法即可求得最优 控制函数的一个近似解,通过增加参数个数,重复优化得到逼近连续最优解的参数化解。同 时在优化过程中考虑了制动初始点的选取对结果的影响。仿真结果表明了所提设计方法是简 单、有效的。〖JP〗 相似文献
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基于Gauss伪谱法的固体运载火箭上升段轨迹快速优化研究 总被引:6,自引:0,他引:6
研究Gauss伪谱法在多级固体运载火箭上升段轨迹快速优化设计中的应用。针对多
级固体运载火箭上升段轨迹优化的特点,研究了求解多阶段最优控制问题的Gauss伪谱法,
引入连接点概念处理间断点,设计了边界控制变量计算方法。为进一步提高轨迹优化速度,
设计了含初值生成器的Gauss伪谱法串行轨迹优化策略,实现了固体运载火箭上升段轨迹快
速优化。仿真结果表明,采用提出的优化方法优化一条上升段轨迹所用时间为2~3分钟,终
端约束和路径约束均得到很好满足,算法求解精度高,对初值依赖性小,设计的边界控制变
量计算方法可行。 相似文献
级固体运载火箭上升段轨迹优化的特点,研究了求解多阶段最优控制问题的Gauss伪谱法,
引入连接点概念处理间断点,设计了边界控制变量计算方法。为进一步提高轨迹优化速度,
设计了含初值生成器的Gauss伪谱法串行轨迹优化策略,实现了固体运载火箭上升段轨迹快
速优化。仿真结果表明,采用提出的优化方法优化一条上升段轨迹所用时间为2~3分钟,终
端约束和路径约束均得到很好满足,算法求解精度高,对初值依赖性小,设计的边界控制变
量计算方法可行。 相似文献
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针对多成像卫星联合调度规划建模难度大和求解复杂度高等问题,通过分析成像卫星的成像过程和工作原理,将成像卫星调度过程分为调度预处理、任务规划和调度优化3个阶段。在调度规划过程中,建立了多星联合调度约束满足最优化模型,采用启发式算法思想,定义了个体适应度评估函数,设计了任务冲突消解方法,提出了一种改进的差分进化算法。在此基础上,采用一些确定性规则对调度规划方案可行解进行了评估和二次优化。结果表明:提出的成像卫星调度问题求解方法能够有效地分配卫星资源,生成优化的调度方案。设计结果也能够为卫星系统最优化设计和效能评估提供必要的决策支持。 相似文献
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针对火箭高空再入定点回收,基于凸优化方法提出一种考虑气动力和推力控制的多阶段轨迹优化方法。在气动减速段,通过控制总攻角,实现气动升力和阻力的调制。由于气动力连续变化,使用Legendre-Gauss-Radau伪谱离散方法进行离散化,利用较少的离散点实现较高的数值精度。在动力减速段,推力矢量为控制变量。由于推力调节可能出现不连续,采用等距离散方法进行离散。在此基础上,将发动机开、关机时间也作为优化变量,并考虑各种约束,构建了多阶段离散最优控制模型。使用无损凸化方法对升力约束和推力约束进行松弛,并通过逐次凸化消除由气动力、自由时间变量以及质量引入的非凸约束,最终将问题描述为序列迭代求解的二阶锥规划问题(SOCP)。通过仿真校验,经过少量的逐次凸化迭代,可快速收敛到最优解,且落点调节范围更大,燃料更省。 相似文献
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Multistage rockets are commonly employed to place spacecraft and satellites in their operational orbits. Performance evaluation of multistage rockets is aimed at defining the maximum payload mass at orbit injection, for specified structural, propulsive, and aerodynamic data of the launch vehicle. This work proposes a simple method for a fast performance evaluation of multistage rockets. The technique at hand is based on three steps: (i) the flight-path angle at each stage separation is guessed, (ii) the spacecraft velocity is maximized at the first and second stage separation, and (iii) for the last stage the thrust direction is obtained through the particle swarm optimization technique, in conjunction with the use of the Euler–Lagrange equations and the Pontryagin minimum principle. The coast duration at the second stage separation is optimized as well. The method at hand is extremely simple and easy-to-implement, but nevertheless it proves to be capable of yielding near-optimal ascending trajectories for a multistage launch vehicle with realistic structural, propulsive, and aerodynamic characteristics. The solutions found with the technique under consideration can be employed either for a rapid evaluation of the multistage rocket performance or as guesses for more refined optimization algorithms. 相似文献
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《Acta Astronautica》2007,60(10-11):791-800
The time-optimal rest-to-rest maneuvering control problem of a rigid spacecraft is studied in this paper. By utilizing an iterative procedure, this problem is formulated and solved as a constrained nonlinear programming (NLP) one. In this novel method, the count of control steps is fixed initially and the sampling period is treated as a variable in the optimization process. The optimization object is to minimize the sampling period below a specific minimum value, which is set in advance considering the accuracy of discretization. To generate initial feasible solutions of the NLP problem, a genetic-algorithm-based is also proposed such that the optimization process can be started from many different points to find the globally optimal solution. With the proposed method, one can find a time-optimal rest-to-rest maneuver of the rigid spacecraft between two attitudes. To show the feasibility of the proposed method, simulation results are included for illustration. 相似文献
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文章提出了一种基于泛化熵随机森林的雷达目标航迹起始方法,通过引入一种泛化熵可调参数,解决了传统随机森林算法对差异数据集泛化能力和适应性差且难以确定全局最优解的难题。首先利用雷达多周期回波数据构建随机森林算法决策模型,其次基于设计的泛化熵处理规则对实测数据进行分类处理得到所需测试样本,最后将测试样本输入完成模型训练的随机森林进行迭代寻优和自主决策以获取雷达目标的航迹起始结果。雷达实测数据验证表明,文章所提出的方法相比于传统随机森林方法具有更为优越的目标航迹起始性能。 相似文献
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In this first part of our paper, it is suggested to use solutions to boundary value problems in the optimization problems (in impulse formulation) for spacecraft trajectories in order to obtain the initial approximation, when boundary value problems of the maximum principle are solved numerically by the shooting method. The technique suggested is applied to the problems of optimal control over motion of the center of mass of a spacecraft controlled by the thrust vector of jet engine with limited thrust in an arbitrary gravitational field in a vacuum. The method is based on a modified (in comparison to the classic scheme) shooting method computation together with the method of continuation along a parameter (maximum reactive acceleration, initial thrust-to-weight ratio, or any other parameter equivalent to them). This technique allows one to obtain the initial approximation with a high precision, and it is applicable to a wide range of optimal control problems solved using the maximum principle, if the impulse formulation makes sense for these problems. 相似文献
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The design experience of vehicles systems composition synthesis is summerized. Some engineering techniques are suggested, which give an opportunity to solve the problems of a composition synthesis by means of a computer. These techniques are based on the following principles: construction of statistical models for the analysis of criteria behaviour; using of methods of the theory of extreme values statistics for the evaluation of the criteria limiting values; deriving of suboptimum variants groups; using of heuristic procedures for a cyclic correction of the search process in order to specify the range of boundary solutions for the problems with several criteria; using of a probabilistic appraisal for an estimation of search results; construction of educating algorithms using a fine for the variable values (composition variants); clearing up in the course of a dialogue process the interaction of an engineer with a computer.As in the design practice no requirements are extended to the algorithms of vehicle system characteristics design, that is why it is not possible at the stage of design solutions search to use the known recommendations worked out for the problems of linear, non-linear and dynamic programming. 相似文献
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G. V. Mozhaev 《Cosmic Research》2001,39(6):594-606
In a previous paper [1], as a result of group-theoretic decomposition, one of the problems of the optimization of the flexible correction process was reduced to a series of subproblems. In this paper, the analytical solutions to these subproblems are obtained by the sweep method. A series of other similar problems with different variants of flexibility is also considered; the decomposition of these problems is performed, and their analytical solutions are presented. It is shown for some numerical examples that flexible corrections require essentially lower fuel consumption than the rigid correction, where all parameters characterizing the absolute motion of a satellite system are corrected to their nominal values. 相似文献
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针对系统模型的不确定性、未知输入扰动,为提高对干扰鲁棒性、待检故障敏感性及降低设计的保守性,提出了一种H-/H∞故障检测观测器设计方法,通过无损procedure将非凸约束问题转化为线性矩阵不等式(LMI)约束,采用Schur补引理将H-/H∞故障检测观测器设计转化为凸优化问题的LMI表述;设计了自适应门限以减小故障检测过程中的误报、漏报率。故障检测观测器的设计是借助凸优化问题的数值计算,使设计过程便于实现。提出的算法使未知扰动的鲁棒性及待检故障的敏感性之间具有最优平衡。仿真验证表明,所提算法使残差具有快速的收敛性、较短的故障检测时间。 相似文献