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1.
凤俊翔  张健  薄超 《现代电子技术》2010,33(18):9-12,16
介绍了粒子滤波基本原理,针对粒子滤波计算量大和难以用硬件实现等缺点对粒子滤波算法进行了改进,使其平均计算周期缩短为原来的90%,应用DSP实现了粒子滤波算法。改进粒子滤波算法主要优化了原粒子滤波算法中权值计算、重采样和输出步骤,使其计算速度和滤波精度有所提高。这种改进粒子滤波算法在DSP系统中进行仿真,结果证明它具有速度快,精度高的优点。  相似文献   

2.
粒子滤波是基于递推的蒙特卡罗模拟方法的总称,可用于任意非线性,非高斯随机系统的状态估计.为了减轻退化现象,引入重采样过程,但重采样过程算法复杂,计算量大,不利于硬件实现,并且会削弱粒子的多样性,从而导致滤波性能下降.提出了一种将局部重采样和优化组合算法结合的重采样算法.将粒子按权值大小分类,小权值的粒子抛弃,大权值的粒...  相似文献   

3.
将统计学中的数论方法应用于粒子滤波,使用随机分布的均方差代表点,对粒子滤波中关键的初始粒子生成、重点密度采样及再采样过程给出了相应的代表点算法,得到了一个包含最少随机操作的、使用非等权值粒子的改进粒子滤波算法.  相似文献   

4.
采用高斯粒子滤波算法进行姿态估计算法设计,将四元数离散方程作为状态方程。算法由采样调节粒子、采样粒子、权值计算、均值协方差计算和Cholesky 5个模块组成。通过采用非标准化权值计算四元数"平均"值和协方差阵,并且改写协方差阵计算公式,实现流水线高斯粒子滤波算法。同时提出了并行化设计方案,利用FPGA剩余资源进一步优化运行速率。给出的简化粒子滤波算法与高斯粒子滤波算法设计不仅可用于无人机姿态估计,对于其他非线性估计问题及应用亦适用。仿真结果表明了本设计的可行性和有效性。  相似文献   

5.
摘 要:本文通过对跟踪目标颜色特征的分析,采用了基于颜色直方图的粒子滤波跟踪算法对目标进行实时跟踪。该算法首先确定目标跟踪模型并归一化颜色直方图,其次设定粒子初始化参数、计算粒子参数、比较颜色直方图从而确定目标位置,最后通过重采样更新粒子。该算法充分利用颜色直方图作为目标的描述特征,同时兼顾粒子滤波对复杂环境的要求,可以实现非线性和非高斯噪声系统的目标跟踪。仿真效果表明,该算法可以很好的对单目标和多目标进行实时跟踪。  相似文献   

6.
面向背景是静止的运动细胞图像序列,通过简化粒子滤波算法并在FPGA实现其硬件逻辑来设计快速跟踪系统。其是按照目标辨识和跟踪要求,用模块化思想设计采样和存储模块、权值及阀值计算模块、重采样模块和状态估计输出模块后通过硬件描述语言VHDL下载到FPGA。针对单个细胞跟踪,单个细胞分裂跟踪和多细胞跟踪的测试对该系统的快速性和准确性进行验证。实验结果表明该系统满足对移动目标快速识别和跟踪要求。  相似文献   

7.
改进的粒子滤波算法   总被引:1,自引:0,他引:1  
韩磊  郭晓金  齐威  肖义 《电视技术》2012,36(7):16-19,23
针对标准粒子滤波算法重采样后粒子多样性丧失问题,提出一种在粒子补偿的基础上,利用预测值与观测值的方差进行粒子重采样的改进粒子滤波算法。该算法是在标准粒子滤波算法的基础上,加入粒子补偿的步骤,然后利用预测值与观测值的方差在权值较高的粒子周围进行重采样来改善标准粒子滤波算法中粒子多样性丧失问题。实验结果表明:在相同条件下,改进粒子滤波算法比标准粒子滤波算法具有更小的平均均方误差(RMSE)和更高的目标跟踪精度,数据表明,其目标跟踪精确度提高30%以上。  相似文献   

8.
用于纯方位跟踪的简化粒子滤波算法及其硬件实现   总被引:2,自引:2,他引:0  
针对粒子滤波运算量大,硬件复杂性高的问题,该文提出了一种用于纯方位跟踪的简化粒子滤波算法,该算法引入了一种新的基于阈值的重采样方法,降低了硬件实现的复杂度。在算法研究的基础上,论文研究了基于FGPA的硬件电路实现方法,给出了系统的整体硬件结构及重采样/采样模块的实现方案,讨论了粒子滤波硬件实现的资源优化及时间优化问题。仿真结果表明,对于纯方位跟踪问题,该粒子滤波算法具有优于扩展Kalman滤波器(EKF)的性能;硬件电路实验表明,该滤波器可以实现对被动目标的纯方位跟踪,并具有比通用粒子滤波器较快的处理速度。  相似文献   

9.
针对非线性、非高斯系统中的粒子滤波算法存在粒子权值退化和重采样后引起样本枯竭问题,提出一种自适应差分演化粒子滤波算法。用一种自适应参数控制策略对差分演化算法的参数进行控制,并以此代替粒子滤波中的重采样算法。通过对状态更新后的粒子做自适应差分变异、自适应杂交和选择等优化操作,利用权值大小选出下一时刻的粒子集合。实验表明,该算法能有效缓解粒子权值退化和样本枯竭问题,缩短算法运行时间,提高估计精度,同一般的差分演化粒子滤波算法相比,状态估计的精度更高。  相似文献   

10.
针对同频不同速率数字调制混合信号的单通道盲分离问题,建立了信号的状态空间转移模型,提出了基于粒子滤波的盲分离算法,并重点推导了重要性采样概率密度函数的表达式和粒子权值更新公式.仿真结果表明,粒子滤波算法可以对各项信号参数进行实时动态跟踪,从而有效的实现信号的分离.  相似文献   

11.
From its emergence in the late 1980s as a lower cost alternative to early EEPROM technologies, flash memory has evolved to higher densities and speedsand rapidly growing acceptance in mobile applications.In the process, flash memory devices have placed increased test requirements on manufacturers. Today, as flash device test grows in importance in China, manufacturers face growing pressure for reduced cost-oftest, increased throughput and greater return on investment for test equipment. At the same time, the move to integrated flash packages for contactless smart card applications adds a significant further challenge to manufacturers seeking rapid, low-cost test.  相似文献   

12.
The parallel thinning algorithm with two subiterations is improved in this paper. By analyzing the notions of connected components and passes, a conclusion is drawn that the number of passes and the number of eight-connected components are equal. Then the expression of the number of eight-connected components is obtained which replaces the old one in the algorithm. And a reserving condition is proposed by experiments, which alleviates the excess deletion where a diagonal line and a beeline intersect. The experimental results demonstrate that the thinned curve is almost located in the middle of the original curve connectivelv with single pixel width and the processing speed is high.  相似文献   

13.
The relation between the power of the Brillouin signal and the strain is one of the bases of the distributed fiber sensors of temperature and strain. The coefficient of the Bfillouin gain can be changed by the temperature and the strain that will affect the power of the Brillouin scattering. The relation between the change of the Brillouin gain coefficient and the strain is thought to be linear by many researchers. However, it is not always linear based on the theoretical analysis and numerical simulation. Therefore, errors will be caused if the relation between the change of the Brillouin gain coefficient and the strain is regarded as to be linear approximately for measuring the temperature and the strain. For this reason, the influence of the parameters on the Brillouin gain coefficient is proposed through theoretical analysis and numerical simulation.  相似文献   

14.
Today, micro-system technology and the development of new MEMS (Micro-Electro-Mechanical Systems) are emerging rapidly. In order for this development to become a success in the long run, measurement systems have to ensure product quality. Most often, MEMS have to be tested by means of functionality or destructive tests. One reason for this is that there are no suitable systems or sensing probes available which can be used for the measurement of quasi inaccessible features like small holes or cavities. We present a measurement system that could be used for these kinds of measurements. The system combines a fiber optical, miniaturized sensing probe with low-coherence interferometry, so that absolute distance measurements with nanometer accuracy are possible.  相似文献   

15.
A new quantum protocol to teleport an arbitrary unknown N-qubit entangled state from a sender to a fixed receiver under M controllers(M < N) is proposed. The quantum resources required are M non-maximally entangled Greenberger-Home-Zeilinger (GHZ) state and N-M non-maximally entangled Einstein-Podolsky-Rosen (EPR) pairs. The sender performs N generalized Bell-state measurements on the 2N particles. Controllers take M single-particle measurement along x-axis, and the receiver needs to introduce one auxiliary two-level particle to extract quantum information probabilistically with the fidelity unit if controllers cooperate with it.  相似文献   

16.
A continuous-wave (CW) 457 nm blue laser operating at the power of 4.2 W is demonstrated by using a fiber coupled laser diode module pumped Nd: YVO4 and using LBO as the intra-cavity SHG crystal With the optimization of laser cavity and crystal parameters, the laser operates at a very high efficiency. When the pumping power is about 31 W, the output at 457nm reaches 4.2 W, and the optical to optical conversion efficiency is about 13.5% accordingly. The stability of the out putpower is better than 1.2% for 8 h continuously working.  相似文献   

17.
Call for Papers     
正Wireless Body-area Networks The last decade has witnessed the convergence of three giant worlds:electronics,computer science and telecommunications.The next decade should follow this convergence in most of our activities with the generalization of sensor networks.In particular with the progress in medicine,people live longer and the aging of population will push the development of wireless personal networks  相似文献   

18.
正Information Centric Networking Information-Centric Networking(ICN) is an emerging direction in Future Internet architecture research,gaining significant tractions among academia and industry.Aiming to replace the conventional host-to-host communication model by a data-centric model,ICN treats data content as the first  相似文献   

19.
20.
LI Shaoqian 《中国通信》2014,(6):I0001-I0002
The global bandwidth shortage of wireless communications has motivated the exploration of the naillimeter wave (ram-wave) frequency spectrum for the next generation wireless communications. Recent advances in RF CMOS technology and high speed baseband signal processing technologies have enabled tile extensive research and development of turn-wave wireless communications. The multi gigabit per second data rate of ram-wave system will lead to applications in many important scenarios, such as WPAN, WLAN,back-haul for cellular system. And the frequency bands include 28 GHz, 38 GHz, 45GHz, 60GHz, E-BAND and even beyond 100 GHz. The propagation and the imitation of the RF circuits design in these frequency bands make the directional antennas be inevitable for mm-wave communications.  相似文献   

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