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1.
小生境粒子群优化算法   总被引:2,自引:0,他引:2       下载免费PDF全文
针对粒子群算法容易早熟收敛和后期收敛速度慢的缺点,结合进化论中小生境技术,提出了小生境粒子群优化算法。通过粒子之间的距离找到具有相似距离的粒子个体组成小生境种群,然后在该种群里面利用粒子群优化算法进化粒子,所有个体经过其小生境群体的进化之后,找到最优的个体存入到下一代的粒子群中,直到找到满意的适应值为止。最后利用Shaffer函数验证了该算法的性能,并且与其他算法进行比较,结果表明该文算法能获得比较好的解,收敛成功率高,并且代价也比较小。  相似文献   

2.
研究车间生产生产调试系统,使资源达到优化配置,实现了一种基于小生境的粒子群优化算法用于求解车间作业调度问题。通过在粒子群算法中引入共享函数和共享适应度函数分别用来计算粒子间的共享度和粒子的共享适应值,并用粒子的共享适应值来反映其适应能力。粒子的位置越相近,则粒子间的共享度越大,相应粒子的共享适应值则越小。通过设置小生境半径的方式,将整个粒子群分解为多个小生境子种群,并通过设置小生境中的最大粒子个数参数,严格控制各个小生境中的粒子数量,使得所有粒子尽可能地分布到整个搜索空间的不同局部峰值区域,从而有效求得问题的全局最优值。仿真结果表明了算法对经典JSP问题求解的优良性能。  相似文献   

3.
曾伟  黄亮 《计算机测量与控制》2014,22(9):3014-3016,3043
在网络流量预测过程中,相空间重构参数是影响预测性能的重要方面,传统参数分开优化,为了提高网络流量的预测精度,提出一种粒子群算法优化相空间重构参数的网络流量预测模型(PSO-BPNN);首先将BP神经网络作为学习算法,然后采用粒子群算法对相空间重构参数——延迟时间和嵌入维进行联合优化,并重构网络流量序列,最后以小波BP神经网络建立最优络流量预测模型,并采用仿真实验对模型性能进行分析,结果表明,PSO-BPNN提高了网络流量的预测精度。  相似文献   

4.
睢丹  金显华 《计算机仿真》2011,28(9):102-105
研究网络拥塞控制问题,由于网络数据量增大,使网络的吞吐能力下降,延长传输时间,引起信息丢失.要解决网络拥塞控制的路径优化问题,采用单一的遗传算法或粒子群算法对网络拥塞路径进行优化,其精度较差.为了提高网络拥塞控制路径优化的速度和精度,提出将遗传算法和粒子群算法组合方法,实现控制网络路径的优化.组合算法在优化前期采用粒子...  相似文献   

5.
安宪军  刘春英 《计算机仿真》2024,(4):166-169+377
由于连接不同用户的侧接口过多,导致接口流量信息分配不均衡,造成信息传输时长较长、丢包率高等问题。为解决上述问题,提出HGU用户侧接口流量信息传输方法。通过对家庭网关单元(Home Gateway Unit, HGU)用户侧接口构建无向图和冲突图,确定流量信息传输距离以及各传输链路之间是否互相干扰;以链路流量模型为基础构建业务模型,得到传输链路负载率;在粒子群优化算法中,利用适应度函数更新粒子的位置坐标,实现合理分配网络流量,实现最大效率的传输。实验结果表明,所提方法网络时延始终保持在0.10s以下,整体丢包率控制在30%-45%之间,且具有较高的吞吐量。  相似文献   

6.
针对雷达装备测试性优化设计的实际技术需求,对雷达测试性优化设计过程进行了分析。以雷达装备各阶段数据为基础,综合考虑测试效能、测试代价、可靠性约束等要素,研究了基于测试代价和测试效能的测试性优化方法,并给出了基于最小测试代价的雷达系统测试性优化模型。针对模型多目标优化求解问题,给出了一种基于改进的粒子群优化算法。该算法引入混沌理论,使初始种群呈现多样性,避免了传统粒子群算法的早熟现象,同时提高了搜索的精度和速度。通过对案例的仿真与验证表明,利用这种改进的粒子群算法对基于最小测试代价的测试性优化模型进行求解时,能够在满足模型目标函数的约束条件下,获得全局最优解。  相似文献   

7.
一种有效的多峰函数优化算法 *   总被引:3,自引:0,他引:3  
针对小生境粒子群优化技术中小生境半径等参数选取问题 ,提出了一种新颖的小生境方法 ,无须小生境半径等任何参数。通过监视粒子正切函数值的变化 ,判断各个粒子是否属于同一座山峰 ,使其追踪所在山峰的最优粒子飞行 ,进而搜索到每一座山峰极值。算法实现简单 ,不仅克服了小生境使用中需要参数的弊端 ,而且解决了粒子群算法只能找到一个解的不足。最后通过对多峰值函数的仿真实验 ,验证了算法可以准确地找到所有山峰。  相似文献   

8.
基于小生境粒子群算法的图像分割方法   总被引:1,自引:0,他引:1       下载免费PDF全文
为了得到分割图像的最佳阈值,提出了一种基于小生境粒子群算法的图像分割方法。小生境粒子群算法通过划分小生境的方法,保持了物种的多样性,克服了粒子群算法容易陷入局部解,后期收敛速度慢的缺点,提高了算法的全局寻优能力。该方法基于最大类间方差阈值分割技术,用小生境粒子群算法对适应度函数进行优化,得到最佳阈值,并用该阈值对图像进行分割。实验结果表明,与最大类间方差法,基于基本粒子群算法的最大类间方差分割法相比,所提出的方法不仅能得到理想的分割结果,而且分割速度也得到了提高。  相似文献   

9.
提出了一种具有主从结构的粒子群优化算法,该算法实现了惯性权重、加速因子、最大速度等系统参数与目标函数的同步优化。将主程序的一个粒子作为子程序的一组系统参数,在该组控制参数下使用基本的粒子群算法对子程序的目标函数进行优化,并把子程序优化所得的全局最优值返回主程序作为主程序的一个适应值,同时使用基本的粒子群算法对主程序的适应度函数进行优化。实验结果表明,该算法的优化性能较基本的粒子群算法有了显著提高。该方法对于粒子群算法的参数选择具有指导意义。  相似文献   

10.
针对嵌入式互联网中实时应用的受限问题,本文提出优化网络资源,平衡网络流量的解决问题思路.基于此,采用图论中的最大流最小割定理,在最小物理网络拓扑结构中构建流量控制模型,并提出一种动态离散粒子群优化算法(DDPSO). DDPSO通过优化模型中的最大流函数继而优化控制网络流量.仿真实验证明:本文提出的DDPSO算法在定义域内具有较好的收敛性;当采用分级优化策略优化控制网络流量时,本文提出的优化策略可以有效优化网络流量,充分利用网络资源,以保证实时应用要求.  相似文献   

11.
Abstract This paper describes an approach to the design of interactive multimedia materials being developed in a European Community project. The developmental process is seen as a dialogue between technologists and teachers. This dialogue is often problematic because of the differences in training, experience and culture between them. Conditions needed for fruitful dialogue are described and the generic model for learning design used in the project is explained.  相似文献   

12.
European Community policy and the market   总被引:1,自引:0,他引:1  
Abstract This paper starts with some reflections on the policy considerations and priorities which are shaping European Commission (EC) research programmes. Then it attempts to position the current projects which seek to capitalise on information and communications technologies for learning in relation to these priorities and the apparent realities of the marketplace. It concludes that while there are grounds to be optimistic about the contribution EC programmes can make to the efficiency and standard of education and training, they are still too technology driven.  相似文献   

13.
融合集成方法已经广泛应用在模式识别领域,然而一些基分类器实时性能稳定性较差,导致多分类器融合性能差,针对上述问题本文提出了一种新的基于多分类器的子融合集成分类器系统。该方法考虑在度量层融合层次之上通过对各类基多分类器进行动态选择,票数最多的类别作为融合系统中对特征向量识别的类别,构成一种新的自适应子融合集成分类器方法。实验表明,该方法比传统的分类器以及分类融合方法识别准确率明显更高,具有更好的鲁棒性。  相似文献   

14.
Development of software intensive systems (systems) in practice involves a series of self-contained phases for the lifecycle of a system. Semantic and temporal gaps, which occur among phases and among developer disciplines within and across phases, hinder the ongoing development of a system because of the interdependencies among phases and among disciplines. Such gaps are magnified among systems that are developed at different times by different development teams, which may limit reuse of artifacts of systems development and interoperability among the systems. This article discusses such gaps and a systems development process for avoiding them.  相似文献   

15.
This paper presents control charts models and the necessary simulation software for the location of economic values of the control parameters. The simulation program is written in FORTRAN, requires only 10K of main storage, and can run on most mini and micro computers. Two models are presented - one describes the process when it is operating at full capacity and the other when the process is operating under capacity. The models allow the product quality to deteriorate to a further level before an existing out-of-control state is detected, and they can also be used in situations where no prior knowledge exists of the out-of-control causes and the resulting proportion defectives.  相似文献   

16.
Going through a few examples of robot artists who are recognized worldwide, we try to analyze the deepest meaning of what is called “robot art” and the related art field definition. We also try to highlight its well-marked borders, such as kinetic sculptures, kinetic art, cyber art, and cyberpunk. A brief excursion into the importance of the context, the message, and its semiotics is also provided, case by case, together with a few hints on the history of this discipline in the light of an artistic perspective. Therefore, the aim of this article is to try to summarize the main characteristics that might classify robot art as a unique and innovative discipline, and to track down some of the principles by which a robotic artifact can or cannot be considered an art piece in terms of social, cultural, and strictly artistic interest. This work was presented in part at the 13th International Symposium on Artificial Life and Robotics, Oita, Japan, January 31–February 2, 2008  相似文献   

17.
为了设计一种具有低成本、低功耗、易操作、功能强且可靠性高的煤矿井下安全分站,针对煤矿安全生产实际,文章提出了采用MCS-51系列单片机为核心、具有CAN总线通信接口的煤矿井下安全监控分站的设计方案;首先给出煤矿井下安全监控分站的整体构架设计,然后着重阐述模拟量输入信号处理系统的设计过程,最后说明单片机最小系统及其键盘、显示、报警、通信等各个组成部分的设计;为验证设计方案的可行性与有效性,使用Proteus软件对设计内容进行仿真验证,设计的煤矿井下安全监控分站具有瓦斯、温度等模拟量参数超标报警功能和电机开停、风门开闭等开关量指示功能;仿真结果表明:设计的煤矿井下安全监控分站具有一定的实际应用价值.  相似文献   

18.
Although there are many arguments that logic is an appropriate tool for artificial intelligence, there has been a perceived problem with the monotonicity of classical logic. This paper elaborates on the idea that reasoning should be viewed as theory formation where logic tells us the consequences of our assumptions. The two activities of predicting what is expected to be true and explaining observations are considered in a simple theory formation framework. Properties of each activity are discussed, along with a number of proposals as to what should be predicted or accepted as reasonable explanations. An architecture is proposed to combine explanation and prediction into one coherent framework. Algorithms used to implement the system as well as examples from a running implementation are given.  相似文献   

19.
This paper provides the author's personal views and perspectives on software process improvement. Starting with his first work on technology assessment in IBM over 20 years ago, Watts Humphrey describes the process improvement work he has been directly involved in. This includes the development of the early process assessment methods, the original design of the CMM, and the introduction of the Personal Software Process (PSP)SM and Team Software Process (TSP){SM}. In addition to describing the original motivation for this work, the author also reviews many of the problems he and his associates encountered and why they solved them the way they did. He also comments on the outstanding issues and likely directions for future work. Finally, this work has built on the experiences and contributions of many people. Mr. Humphrey only describes work that he was personally involved in and he names many of the key contributors. However, so many people have been involved in this work that a full list of the important participants would be impractical.  相似文献   

20.
基于复小波噪声方差显著修正的SAR图像去噪   总被引:4,自引:1,他引:3  
提出了一种基于复小波域统计建模与噪声方差估计显著性修正相结合的合成孔径雷达(Synthetic Aperture Radar,SAR)图像斑点噪声滤波方法。该方法首先通过对数变换将乘性噪声模型转化为加性噪声模型,然后对变换后的图像进行双树复小波变换(Dualtree Complex Wavelet Transform,DCWT),并对复数小波系数的统计分布进行建模。在此先验分布的基础上,通过运用贝叶斯估计方法从含噪系数中恢复原始系数,达到滤除噪声的目的。实验结果表明该方法在去除噪声的同时保留了图像的细节信息,取得了很好的降噪效果。  相似文献   

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