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一种自适应杂交算子的浮点遗传算法 总被引:3,自引:4,他引:3
为了提高浮点遗传算法在优化问题时的收敛速度与求解精度,提出了一种基于进化代数和个体适应值的杂交算子,该算子根据每代个体的适应度与进化代数的变化情况自适应调整交叉操作。使杂交向有利于算法收敛的方向进行。通过几个仿真计算的实例,验证了这种杂交算子相对于普通杂交算子能有效地提高浮点遗传算法的收敛效率。 相似文献
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针对遗传类算法收敛精度差和收敛速度慢等问题,本文将育种系统的管理运作思想引入遗传算法,构造了一种新的全局优化算法—育种算法。通过对搜索和进化操作过程进行分析,指出了算法收敛到全局最优的途径和方法,提出了利用简单的随机采样实现全局搜索和采用基因置换技术实现交叉进化的思想策略,建立了算法模型并确定了相应的控制参数和终止准则。实验表明,该算法能够实现精确搜索并实现计算精度和成本之间的平衡,可以避免遗传算法的早熟收敛问题和大量的冗余运算,提高了优化计算的速度和可靠性。 相似文献
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遗传算法在卫星广播调度中的应用 总被引:1,自引:1,他引:0
提出了一种基于遗传算法的卫星广播调度算法。利用新的编码方法,把卫星广播调度问题和寻找满足约束条件的矩阵优化问题相对应,通过设计相应的遗传操作算子提高遗传算法的收敛性能,从而较好地实现了利用遗传算法对卫星广播的调度。在卫星个数相同条件下对三种有代表性的卫星广播调度要求进行了实验比较,说明了不同的调度要求对收敛速度的影响。遗传算法的性能决定了本文所提出的算法适用于不同规模的卫星广播调度问题,实验表明该算法是一种收敛速度快,稳定性强的高效卫星广播调度算法。 相似文献
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一种快速自适应遗传算法及其仿真研究 总被引:10,自引:0,他引:10
遗传算法(Genetic Algorithm, GA)是一种模拟自然界生物进化过程与机制的一种优化搜索算法,有着广泛的应用前景。但是,简单遗传算法(Simple Genetic Algorithm,SGA)的收敛速度较慢,稳定性差,容易“过早收敛”。针对这些问题,本文提出了相应的解决办法,称为快速自适应遗传算法(Fast Self-Adaptive Genetic Algorithm, FSAGA),并通过仿真说明了算法的收敛快速性和全局收敛性都有了明显的改善。 相似文献
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针对粒子群优化(particle swarm optimization, PSO)算法收敛速度慢、寻优精度低、计算量大、容易陷入局部最优解等问题,首先提出了一种无需越界检测的归一化粒子群优化(normalized particle swarm optimization, NPSO)算法,NPSO算法具有比PSO算法更佳的有效性和稳定性,其优化速度和收敛精度要远远优于PSO算法,且其计算量要比常规PSO算法采用越界检测调整小。其次,结合狼群算法(wolf pack algorithm, WPA)中的游走行为,在二分粒子群优化(dichotomy particle swarm optimization,DPSO)算法的基础上,通过对二分粒子赋予不同的探索方向,提出了一种WPA-DPSO算法,WPA-DPSO算法具有3层寻优的功能,不仅有效加强了粒子的搜索范围,避免了算法陷入局部最优解,而且有效提高了DPSO算法的收敛速度、优化精度、稳定性和有效性。在NPSO算法和WPA-DPSO算法的基础上,提出了一种混合型PSO算法(WPA-NDPSO),从而有效克服了PSO算法早熟收敛、搜索范围不大、容易收敛到局部极值、计算量大等问题。均匀线阵方向图综合实验表明:WPA-NDPSO算法不仅具有较优的收敛速度和优化精度,而且具有较强的稳定性和较高的有效性。 相似文献
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定义了一种度量多样性的指标,来自适应地调整基于实数编码的多亲遗传算法中交叉概率和变异概率这两个参数。提出了一种基于实数编码的自适应多亲遗传算法,该算法能自适应地调整其参数,且在求解优化问题的过程中,能克服早熟收敛的现象,提高搜索能力,加速收敛速度。同时将该算法用来求解多峰值测试函数,实验结果验证了算法的有效性。 相似文献
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Lü Min 《系统工程与电子技术(英文版)》2008,19(3)
To study the uncertain optimization problems on implementation schedule, time-cost trade-off and quality in enterprise resource planning (ERP) implementation, combined with program evaluation and review technique (PERT), some optimization models are proposed, which include the implementation schedule model, the timecost trade-off model, the quality model, and the implementation time-cost-quality synthetic optimization model. A PERT-embedded genetic algorithm (GA) based on stochastic simulation technique is introduced to the optimization models solution. Finally, an example is presented to show that the models and algorithm are reasonable and effective, which can offer a reliable quantitative decision method for ERP implementation. 相似文献
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A calculus for services innovation 总被引:1,自引:1,他引:0
Innovation in the services area - especially in the electronic services (e-services) domain - can be systematically developed by first considering the strategic drivers and foci, then the tactical principles and enablers, and finally the operational decision attributes, all of which constitute a process or calculus of services innovation. More specifically, there are four customer drivers (i.e., collaboration, customization, integration and adaptation), three business foci (i.e., creation-focused, solution-focused and competition-focused), six business principles (i.e., reconstruct market boundaries, focus on the big picture not numbers, reach beyond existing demand, get strategic sequence right, overcome organizational hurdles and build execution into strategy), eight technical enablers (i.e., software algorithms, automation, telecommunication, collaboration, standardization, customization, organization, and globalization), and six attributes of decision informatics (i.e., decision-driven, information-based, real-time, continuously-adaptive, customer-centric and computationally-intensive). It should be noted that the four customer drivers are all directed at empowering the individual - that is, at recognizing that the individual can, respectively, contribute in a collaborative situation, receive customized or personalized attention, access an integrated system or process, and obtain adaptive real-time or just-in-time input. The developed process or calculus serves to identify the potential white spaces or blue oceans for innovation. In addition to expanding on current innovations in services and related experiences, white spaces are identified for possible future innovations; they include those that can mitigate the unforeseen consequences or abuses of earlier innovations, safeguard our rights to privacy, protect us from the always-on, interconnected world, provide us with an authoritative search engine, and generate a GDP metric that can adequately measure the growing knowledge economy, 相似文献
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论生物系统中的功能不守恒性 总被引:1,自引:0,他引:1
张知彬 《复杂系统与复杂性科学》2004,1(2):43-51
根据能量守恒定律,能量一次转换所做的总功应等于输入的总能量。但在生物系统中,能量的转换是多次的,其总功之和大于系统输入的总能量,此现象称之为功能不守恒性。能量转换效率越高,功能差别越大。能量通过细胞水平的多次转换,总功可提高至2倍左右。能量通过生态系统水平多次转换,总功可提高至1.4倍左右。通过系统内各子系统能流之和称为序能,反映了系统有序性大小,它取决于系统输入总能量和能量转换效率。根据序能原理,用GDP^2/9(GDP为国内生产总值,Q为能量总输入)反映人类社会功能和效率,要比单纯用GDP更客观。绿色GDP应同时考虑使GDP^2/Q增长最大和使自然生态系统的序能最大。人的经济行为和动物的行为对策也符合序能原理。 相似文献
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This paper is about the Wuli, Shili, Renli (WSR) systems methodology. An important concept within this, Renli, has been developed from Confucian philosophy to clarify to Chinese researchers the necessity of dealing with human relations in systems practice. At present, the only formal means of operationalizing Renli that people are exploring in China is to import from the West methods for organizing debate. However, the concept of Renli suggests that more is needed than methods alone. In particular, facilitation skills are required. It is argued that the development of facilitation skills can be enhanced if researchers can gain both theoretical and practical knowledge of group dynamics, and engage in activities of self-reflection to look at, and alter, their own roles in these dynamics and the wider sociopolitical system. There are therefore three aspects to Renli: the use of systems methods for organizing debate, the acquisition of facilitation skills, and self-reflection geared toward the development of facilitation skills and enhanced critical awareness of the politics of intervention. 相似文献
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李弋 《系统工程理论与实践》2011,(Z2):70-74
随着云计算的发展,新的应用不断涌现,但电子邮件服务依然占有着重要的地位.邮件服务器是一种I/O密集的应用.在云计算时代,越来越多的用户邮件保存在服务器端,邮件在从客户端传输到服务器端之前,邮件或者邮件的部分内容在服务器端可能已经存在.基于这种现象,提出了一种方案,通过引入计算的代价来降低通信量,从而提高邮件服务器的处理能力.对电子邮件的格式和SMTP协议进行了扩充,引入了附件和正文分离传输的模式.在邮件传输时,客户端先计算附件的散列值,并作为正文的一部分传输到服务器端,服务器端再根据散列值来判断附件是否需要传输. 相似文献
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金工工艺的优化设计 总被引:2,自引:0,他引:2
邹庆化 《系统工程理论与实践》1996,10(11):106-112
运用价值工程与运筹工程理论, 在金工工艺单项设计指标优化的基础上, 对其设计指标也进行了全面优化。 相似文献
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《系统工程理论与实践》2014,(4)
正August 10-14,2015Beijing,China The International Congress on Industrial and Applied Mathematics(IClAM)is the premier international congress in the field ofapplied mathematics held every four years under the auspices ofthe International Council for Industrial and Applied Mathematics.From August 10 to 14,2015,mathematicians,scientists and entrepreneurs fiom around the world will gather in Beijing,China for the 8th IClAM to be held at 相似文献