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2018 33rd Youth Academic Annual Conference of Chinese Association of Automation (YAC)最新文献

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Two-degree-of-freedom visual tracking system with image stabilization for mobile platforms 用于移动平台的两自由度图像稳定视觉跟踪系统
Qian Jiachen
A two-degree-of-freedom frame-based visual tracking system with image stabilization function and target tracking function is proposed and designed in this paper. By applying MEMS sensor signal processing technology, micro controller-based stepper motor control and electronic image stabilization technology based on grayscale projection, the system has good stability against large angle changes and high-frequency small-amplitude jitter. By combining the Kalman filter in the CamShift framework, the target tracking performance in the similar background is improved. The designed visual tracking device has good image stabilization performance and can perform continuously stable tracking when the target color is similar to the background.
提出并设计了一种具有稳像功能和目标跟踪功能的基于二自由度帧的视觉跟踪系统。该系统采用MEMS传感器信号处理技术、基于微控制器的步进电机控制和基于灰度投影的电子稳像技术,对大角度变化和高频小幅度抖动具有良好的稳定性。通过在CamShift框架中结合卡尔曼滤波,提高了在相似背景下的目标跟踪性能。所设计的视觉跟踪装置具有良好的稳像性能,可以在目标颜色与背景相似的情况下进行连续稳定的跟踪。
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引用次数: 2
Analysis of Hopf bifurcation in paralleled three-phase PWM grid-connected converters based on impendence model 基于阻抗模型的并联三相PWM并网变换器Hopf分岔分析
Xiao-ling Yuan, Chengyang Fu, Hao Cai
Three-phase voltage PWM rectifiers are widely used as DC voltage source to provide constant and regulated output voltage. However, if multiple rectifiers connected to power grid at the same point of common coupling (PCC), it may drive the converters to enter instability region of low-frequency oscillation. This paper studies a low-frequency oscillation phenomenon that is also a Hopf-type bifurcation in grid-connected converters. The instability phenomenon characterized by the oscillation of converters' output voltage, and large amount of harmonics appear on the line current. The input admittance model of converter and output impendence model of non-ideal grid have been established, and transfer matrix function between input current and input voltage of the system is derived. Nyquist stability criterion is adopted to judge the stability of the system. The phenomenon is verified by simulations in MATLAB.
三相电压PWM整流器被广泛用作直流电压源,以提供恒定和可调节的输出电压。然而,如果多个整流器在同一共耦合点(PCC)接入电网,则可能导致变流器进入低频振荡的不稳定区域。本文研究了并网变流器中的一种低频振荡现象,即hopf型分岔。变流器输出电压振荡、线路电流出现大量谐波等不稳定现象。建立了变换器的输入导纳模型和非理想电网的输出阻抗模型,推导了系统输入电流与输入电压之间的传递矩阵函数。采用奈奎斯特稳定性判据来判断系统的稳定性。通过MATLAB仿真验证了这一现象。
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引用次数: 0
Hybrid algorithm based on max and min ant system and particle swarm optimization for solving TSP problem 基于最大最小系统和粒子群优化的TSP问题混合算法
Hao Qian, Tao Su
A hybrid algorithm which combines ant colony optimization algorithm and particle swarm optimization algorithm(ACO-PSO) is proposed to solve travelling salesman problem. Max-Min Ant System, whose parameters are optimized by PSO, is utilized to solve the problems. Massive of benchmark problems are utilized to test the performance of proposed algorithm.
提出了一种结合蚁群优化算法和粒子群优化算法(ACO-PSO)求解旅行商问题的混合算法。利用蚁群优化算法优化参数的最大最小蚁群系统来解决这一问题。利用大量的基准问题来测试算法的性能。
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引用次数: 7
Dynamic state estimation for synchronous machines based on interpolation H∞ extended Kalman filter 基于插值H∞扩展卡尔曼滤波的同步电机动态估计
Mantong Ai, Yonghui Sun, X. Lv
Dynamic state estimation is essential for monitoring and analyzing power system stability. With high sampling rates and well synchronized data, phasor measurement unit (PMU) has been widely used in dynamic state estimation (DSE). However, the PMU data cannot be used directly by controlling and scheduling due to the stochastic noise. Based on interpolation H∞ extended Kalman filter (IHEKF), in this paper, a novel dynamic state estimation for synchronous machines is proposed. On the basis of the extended Kalman filter (EKF), the proposed method uses the adaptive interpolation method and the H∞ theory to improve the accuracy of estimation and the robustness about measurement noise. Finally, simulation shows that the IHEKF performs well in the estimation accuracy, as well as the robustness about measurement noise, compared with the EKF.
动态估计是监测和分析电力系统稳定性的重要手段。相量测量单元(PMU)具有采样率高、数据同步性好等优点,在动态估计(DSE)中得到了广泛应用。然而,由于随机噪声的存在,PMU数据不能直接用于控制和调度。基于插值H∞扩展卡尔曼滤波(IHEKF),提出了一种新的同步电机动态状态估计方法。该方法在扩展卡尔曼滤波(EKF)的基础上,采用自适应插值方法和H∞理论,提高了估计精度和对测量噪声的鲁棒性。仿真结果表明,与EKF相比,IHEKF在估计精度和对测量噪声的鲁棒性方面都有较好的提高。
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引用次数: 2
Research of image deblurring based on the deep neural network 基于深度神经网络的图像去模糊研究
Fang Liu, Xueqi Li, Dinghao Liu
Image deblurring has a lot of applications which include but not limit recovery a high-quality Satellite imagery from a blurry one, extract more detail information from low resolution monitoring images, image compression and decompression. However, image deblurring has always been a difficult problem in the field of image processing. The traditional methods can effectively improve the image quality by image denoising technology. But this kind of methods has limit ability in recovery clear image from very vague images. Instead of previous methods, we focus on more challenger task that recovery high-resolution image from very vague images. We proposed to use the deep learning way to solve the problem and designed an end-to-end deep neural network for this task. To improve the quality of vague and ensure the accuracy of recovery images, we train our deep neural work by the adversarial training way and design our network based on encoder-decoder network using the convolution layer as network layers. The dataset we used to train our model is Celeba dataset. The results of our methods is promising compared with the traditional methods.
图像去模糊有很多应用,包括但不限于从模糊图像中恢复高质量的卫星图像,从低分辨率监控图像中提取更多细节信息,图像压缩和解压缩。然而,图像去模糊一直是图像处理领域的一个难题。传统方法可以通过图像去噪技术有效地提高图像质量。但是这种方法在从非常模糊的图像中恢复清晰图像时能力有限。与以往的方法相比,我们更关注从非常模糊的图像中恢复高分辨率图像的挑战性任务。我们提出使用深度学习的方法来解决这个问题,并为此设计了一个端到端的深度神经网络。为了提高模糊图像的质量和保证恢复图像的准确性,我们采用对抗训练的方式训练深层神经网络,并以卷积层作为网络层设计基于编码器-解码器网络的网络。我们用来训练模型的数据集是Celeba数据集。与传统方法相比,我们的方法的结果是有希望的。
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引用次数: 3
Recognition method of driver's visual distraction based on pupil diameter 基于瞳孔直径的驾驶员视觉分心识别方法
W. Guo, Yangyang Li, Jiyuan Tan, Yinghong Li, Shaohui Yang, Xin Ma, Chengwu Jiao
In order to recognize the driver's visual distraction in the driving process, this paper chooses the information of pupil diameter as an indicator to study. At first, it designs three typical experimental scenarios of following, overtaking, and target search according to the research goal, selects 12 subjects and does the experiment of distracted driving using the driving simulation platform and the eye tracker. Then, the data is processed and repaired. After the static experiment verification threshold, the difference of the pupil diameter value was treated. The method of sliding standard deviation is used to automatically identify the abnormal mutation of pupil diameter, and use linear interpolation to repair. Finally, by the methods of variance, mean square root and recursive graph, this paper analyzes the changes of pupil diameter in three scenes such as gallop, overtaking and target search, and realizes the recognition of driver's visual distraction. The research results show that the changes of drivers' pupil diameter is more stable and small discrete degree in normal driving condition, on the contrary it is unstable and large discrete degree in distracted driving. At all, it can analyze the pupil diameter using means of variance, mean square root and recursion graph, and identifies the driver's visual distraction behavior.
为了识别驾驶员在驾驶过程中的视觉分心,本文选择瞳孔直径信息作为指标进行研究。首先根据研究目标设计了跟随、超车、目标搜索三种典型的实验场景,选取12名受试者,利用驾驶仿真平台和眼动仪进行分心驾驶实验。然后,对数据进行处理和修复。经过静态实验验证阈值后,对瞳孔直径值的差异进行处理。采用滑动标准差法自动识别瞳孔直径异常突变,并采用线性插值进行修复。最后,通过方差法、均方根法和递归图法,分析了奔驰、超车和目标搜索三种场景下瞳孔直径的变化,实现了对驾驶员视觉分心的识别。研究结果表明:在正常驾驶状态下,驾驶员瞳孔直径的变化较为稳定,离散度较小;而在分心驾驶状态下,驾驶员瞳孔直径的变化较为不稳定,离散度较大。通过方差均值、均方根和递归图分析瞳孔直径,识别驾驶员的视觉分心行为。
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引用次数: 1
Multi-sensor distributed fusion based on CFSFDP clustering algorithm 基于CFSFDP聚类算法的多传感器分布式融合
Feng Yang, Miaozang Zhang, Jinming Cao, Yongting Wang
Multi-sensor and multi-target distributed fusion has a big computational burden. A multi-sensor distributed fusion algorithm based on clustering by fast search and find of density peaks (CFSFDP) is proposed. The local target tracks which come from the multi-sensor are divided into multiple categories. The obtained categories number is the target number. The corresponding cluster centers are the fusion states of the targets. The least square fitting algorithm is used to smooth the target's fusion result. The simulation results show that the proposed algorithm has a higher robustness, compared with traditional Covariance Intersection (CI) fusion and local tracks of single sensor.
多传感器多目标分布式融合计算量大。提出了一种基于快速搜索和发现密度峰聚类的多传感器分布式融合算法。将来自多传感器的局部目标航迹划分为多个类别。得到的类别号即为目标号。相应的聚类中心为目标的融合状态。采用最小二乘拟合算法对目标的融合结果进行平滑处理。仿真结果表明,与传统的协方差交叉(CI)融合和单传感器局部轨迹相比,该算法具有更高的鲁棒性。
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引用次数: 0
Multi-AUV cooperative target hunting based on improved potential field in underwater environment 基于改进势场的水下多auv协同目标搜索
Xiang Cao, Changyin Sun
In this paper, target hunting aims to detect target and surround the detected target using multi-AUV (Multiple Autonomous Underwater Vehicles) in a given area. The main challenge in multi-AUV target hunting is the design of AUV's motion path and coordination mechanism. To conduct the cooperative target hunting by multi-AUV in underwater environment, an integrated algorithm based on improved potential field (IPF) is proposed. Firstly, a potential field function is established according to the information of underwater environment. Then, the dispersion degree, the homodromous degree and district-difference degree are introduced to increase the cooperation of the multi-AUV system. Lastly, the target hunting is solved by embeds the three kinds of degree into the potential field function. The simulation results show that the proposed approach is applicable and feasible for multi-AUV cooperative target hunting.
在本文中,目标狩猎的目的是在给定区域内使用多自主水下航行器(Multiple Autonomous Underwater vehicle,简称auv)探测目标并包围被探测目标。多水下机器人目标搜索的主要挑战是水下机器人运动路径和协调机构的设计。针对水下环境下多auv协同目标搜索问题,提出了一种基于改进势场(IPF)的集成算法。首先,根据水下环境信息建立势场函数;然后,引入离散度、同构度和区域差度来提高多auv系统的协同性。最后,通过将三种程度嵌入到势场函数中求解目标搜索问题。仿真结果表明,该方法适用于多水下机器人协同目标搜索。
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引用次数: 5
Finite-time disturbance observer based integral sliding mode control of a quadrotor 基于有限时间扰动观测器的四旋翼飞行器积分滑模控制
Ning Wang, Qi Deng
This paper addresses the trajectory tracking control problem of a quadrotor with external disturbances. The main contributions are as follows: 1) A finite-time disturbance observer (FDO) is designed for accurate estimation of external disturbances and system uncertainties; 2) An integral sliding mode (ISM) control law is proposed to solve the trajectory tracking problem of the quadrotor; 3) By using FDO-based ISM control scheme, tracking errors can be stabilized to zero in a finite time. Simulation results show that the proposed control method has a remarkable performance.
研究了具有外部扰动的四旋翼飞行器的轨迹跟踪控制问题。主要贡献如下:1)设计了一个有限时间干扰观测器(FDO),用于准确估计外部干扰和系统不确定性;2)针对四旋翼飞行器的轨迹跟踪问题,提出了一种积分滑模控制律;3)采用基于fdo的ISM控制方案,可以在有限时间内将跟踪误差稳定为零。仿真结果表明,所提出的控制方法具有显著的性能。
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引用次数: 7
Ball sorting system based on ball-plate control model 基于球板控制模型的球分选系统
Zhixian Ni, Wei Wang, Xuhang Cao
Ball Sorting System Based on Ball-Plate Control Model (BSBCM) is an item sorting system for single actuator. It classifies spherical objects according to the image characteristics. Different from the traditional sorting device, the system has only one actuator, which reduces the complexity of the system. This system uses the machine vision to identify the features of spherical objects and calibrate their position, and control the position of the sphere on the board through the stereo two-degrees-of-freedom plate. Different types of balls leave the plate from different positions and fall into the corresponding category. The system uses a simplified Ball-Plate control algorithm and image recognition technology to reduce the cost and hardware requirements. This design puts forward new ideas for the practical application and further research of the ball-plate control system.
基于球盘控制模型的球分选系统(BSBCM)是一种单执行机构的分选系统。它根据图像特征对球形物体进行分类。与传统的分选装置不同,该系统只有一个执行器,降低了系统的复杂性。该系统利用机器视觉识别球形物体的特征并标定其位置,通过立体二自由度板控制球体在板上的位置。不同类型的球从不同的位置离开板,属于相应的类别。该系统采用简化的球盘控制算法和图像识别技术,降低了成本和硬件要求。本设计为球盘控制系统的实际应用和进一步研究提供了新的思路。
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引用次数: 0
期刊
2018 33rd Youth Academic Annual Conference of Chinese Association of Automation (YAC)
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