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2017 17th International Conference on Control, Automation and Systems (ICCAS)最新文献

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Exploiting color spaces for the task of foreground detection 利用色彩空间进行前景检测
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204201
Ajmal Shahbaz, K. Jo
This paper proposes optimal color space based probabilistic foreground detector. The intuition is to employ two most widely used color spaces (RGB and YCbCr) one at a time to model background. A decision criteria to select optimal color space is based on mean squared error (MSE). Initial frames (say 100) without any foreground information are used to compute MSE for both color spaces. Color space with minimum MSE is selected as optimal color space (OCS). Afterwards, OCS is used to model background and detect moving information. Gaussian Mixture Models (GMM) based foreground detector is used for the purpose. Furthermore, foreground mask is cleaned from undesirable noise using morphological operations. The proposed method is tested using change detection dataset. It shows promising results and outperforms conventional GMM.
提出了一种基于最优色彩空间的概率前景检测器。直觉是使用两个最广泛使用的颜色空间(RGB和YCbCr),一次一个来模拟背景。选取最佳色彩空间的决策准则是基于均方误差(MSE)。没有任何前景信息的初始帧(例如100帧)用于计算两个颜色空间的MSE。选取MSE最小的色彩空间作为最优色彩空间(OCS)。然后,利用OCS对背景进行建模,检测运动信息。采用高斯混合模型(GMM)作为前景检测器。此外,使用形态学操作清除前景蒙版中的不良噪声。利用变化检测数据集对该方法进行了测试。它显示出良好的效果,优于传统的GMM。
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引用次数: 2
Adaptive regulation of sampling rates for power efficient embedded control system design 高效节能嵌入式控制系统的采样率自适应调节设计
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204289
R. Raha
In recent times adaptive regulation of sampling rates has gained significant attention in research community and researchers has demonstrated it's effectiveness in embedded control applications from different perspectives. In low power embedded control systems, the sampling rate of the control tasks has a direct relationship with control performance and power consumption. In this paper, we investigate the possibility of improving the power efficiency of low power embedded control systems by regulating the sampling rate of the control tasks. On this regard, we present algorithmic approaches for on-line regulation of sampling rates of the control task under some power-performance trade-off. We present elaborative results which demonstrate the efficacy of our proposed approaches.
近年来,采样率的自适应调节受到了学术界的广泛关注,研究人员已经从不同的角度证明了它在嵌入式控制应用中的有效性。在低功耗嵌入式控制系统中,控制任务的采样率与控制性能和功耗有直接关系。在本文中,我们研究了通过调节控制任务的采样率来提高低功耗嵌入式控制系统的功率效率的可能性。在这方面,我们提出了在一些功率性能权衡下在线调节控制任务的采样率的算法方法。我们提出了详细的结果,证明了我们提出的方法的有效性。
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引用次数: 5
3D pose tracking for GPS-denied terrain rovers by fast state variable extension and enhanced motion model 基于快速状态变量扩展和增强运动模型的gps拒绝地形探测车三维姿态跟踪
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204445
Nilesh Suriyarachchi, P. Jayasekara, T. Kubota
Pose tracking for outdoor rovers is generally a complex task which is further complicated in conditions where a Global Positioning System (GPS) signal is denied such as in planetary exploration, underground mines and covered areas. In these conditions the rover's pose needs to be calculated purely based on the rover's current environment observations. However, conventional wheel odometry is not reliable on rough terrain where wheels are prone to slip and the wheels do not have a common plane of motion due to suspension systems. This paper proposes a Fast State Variable Extension (Fast-SVE) method in which 2D state variables (x, y, yaw) are extended to the full 3D state (x, y, z, roll, pitch, yaw) to achieve effective real time 3D pose tracking of the rover. A particle filter implementation incorporating the Fast-SVE method is used to track the 3D pose of the rover with roll and pitch values used for weighting. An Enhanced Motion Model (EMM) is also proposed to further improve the accuracy of 2D pose prediction in the particle filter.
户外探测车的姿态跟踪通常是一项复杂的任务,在行星探测、地下矿山和覆盖区域等全球定位系统(GPS)信号被拒绝的情况下,这一任务变得更加复杂。在这些条件下,探测器的姿态需要完全基于探测器当前的环境观测来计算。然而,传统的车轮里程计在粗糙的地形上是不可靠的,因为车轮容易打滑,而且由于悬挂系统,车轮没有一个共同的运动平面。本文提出了一种快速状态变量扩展(Fast- sve)方法,将二维状态变量(x、y、偏航角)扩展到全三维状态(x、y、z、滚转、俯仰、偏航角),实现了对探测车实时有效的三维姿态跟踪。结合Fast-SVE方法的粒子滤波实现用于跟踪漫游车的三维姿态,使用滚动和俯仰值进行加权。为了进一步提高粒子滤波中二维姿态预测的精度,提出了一种增强运动模型(Enhanced Motion Model, EMM)。
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引用次数: 1
Evaluation of explicit model predictive temperature control for on-off air conditioner 开关式空调显式模型预测温度控制的评价
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204304
Abdulhafiz Chesof, S. Panaudomsup, T. Cheypoca
The objective is to evaluate the performance of an explicit model predictive control for controlling the room temperature actuated by the on-off air conditioner to minimize the energy usage by reducing the working time of a compressor. There are a lot of on-off air conditioners already installed in the educational building in Thailand. To replace all of those by the inverter air conditioner or HVAC system, the high investment cost is required. Therefore, the on-off air conditioners continue to work in such building. The effective solution may be the low cost control unit which is simple like a remote control. The method is to design the remote control embedded by the temperature sensor and the explicit model predictive control that is based on the off-line optimization. The experiment is performed in the laboratory room with dimension 4×7×3.5 m (WxLxH) actuated by Saijo Denki 18,320 Btu on-off air conditioner. The experimental results reveal that the temperature reaches the desired value 25 degree Celsius within 10 minute and keeps fluctuating between 23 and 26 degree Celsius. The working time of compressor is reduced 33.33 %. The result shows that the explicit model predictive control is effective for the remote control application in terms of the implementation and energy saving.
目的是评估一种显式模型预测控制的性能,用于控制由开关空调驱动的室温,通过减少压缩机的工作时间来最大限度地减少能源使用。泰国的教育大楼里已经安装了很多开关式空调。如果全部用变频空调或暖通空调系统替代,投资成本高。因此,在这样的建筑中,开关式空调继续工作。有效的解决方案可能是像遥控器一样简单的低成本控制单元。该方法是设计嵌入温度传感器的远程控制和基于离线优化的显式模型预测控制。实验在尺寸为4×7×3.5 m (WxLxH)的试验室中进行,由Saijo Denki 18320 Btu开关空调驱动。实验结果表明,温度在10分钟内达到所需值25℃,并在23 ~ 26℃之间波动。压缩机工作时间缩短33.33%。结果表明,显式模型预测控制在实现和节能方面对远程控制应用是有效的。
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引用次数: 1
Reconcile security requirements for intelligent vehicles 协调智能车辆的安全需求
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204251
Madhusudan Singh, Shiho Kim
An intelligent vehicle (Self-driving) is an emerging research area. Presently, many industries, research organizations and universities are working on intelligent vehicles. Some researchers are working on security issues of intelligent vehicles (IV). Most of the researchers focus on static security (static security cannot adapt to the changes in the environment). Since the environment of IV is dynamically changing, the approach of static security is not feasible to provide reconcile cyber-security in IV. Reconciling systems evolve in a very uncertain environment and try to fulfill a business objective by sensing the environment, analyzing it and taking the best decision according to its requirements. In this paper, we discuss reconcile security requirements engineering to provide cyber-security in IV. To fulfill our objective, we use the goal modeling approach of RE, the Knowledge Acquisition in Automated Specification (KAOS) Model approach, and designed it using Objectiver tool to find the reconciling requirements. Self-reconciliation in requirement engineering is acquired by five building blocks such as Monitor, Analyze, Plan, Execute and Knowledge i.e. [MAPE-K] loop architecture, which provides the reconciling capabilities to our proposed reconciling requirements for cyber-security in IV.
智能车辆(自动驾驶)是一个新兴的研究领域。目前,许多行业、研究机构和大学都在研究智能汽车。一些研究人员正在研究智能车辆的安全问题(四)。大多数研究人员关注的是静态安全(静态安全不能适应环境的变化)。由于IV的环境是动态变化的,静态安全的方法无法在IV中提供协调网络安全。协调系统在非常不确定的环境中进化,并试图通过感知环境,分析环境并根据其需求做出最佳决策来实现业务目标。在本文中,我们讨论了协调安全需求工程,以提供网络安全。为了实现我们的目标,我们使用了RE的目标建模方法,即自动规范中的知识获取(KAOS)模型方法,并使用objective - ver工具进行了设计,以找到协调需求。需求工程中的自协调是由五个构建块获得的,例如Monitor、Analyze、Plan、Execute和Knowledge,即[MAPE-K]循环体系结构,它为我们在第四章中提出的网络安全协调需求提供了协调能力。
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引用次数: 5
The implementation of PI controller for evaporative cooling system in controlled environment greenhouse 受控温室蒸发冷却系统PI控制器的实现
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204344
Maitree Thumma Witchupong Wiboonjaroen, Thanat Sooknuan
This paper presents the development and a real-time implementation of controlled environment greenhouse by using a proportional plus integral (PI) controller based on the microcontroller STM32 and wireless sensor network by using MATLAB/Simulink program to control temperature and humidity. The modelling of the greenhouse is done by using a System Identification toolbox in MATLAB which is identified approximated to be a first order plus dead time system (FOPDT). The PI controller is designed based on Cohen-Coon tuning algorithm. The temperature and humidity sensors are connected with FiO Glide boards to send data to the micro-controller STM32F4 with radio frequencies to control temperature and humidity appropriately by using the PI algorithm and send signals for control the fan and fog sprayer. The size of greenhouse is 2×3×2 meters. The experimental results show that, the PI controller base on microcontroller STM32 can be controlled the inside temperature is lower than the outside temperature of 4 degrees Celsius. And the environment of greenhouse system has improved significantly.
本文介绍了一种基于STM32单片机和无线传感器网络的比例加积分(PI)控制器,利用MATLAB/Simulink程序对温度和湿度进行控制的可控环境温室的开发和实时实现。利用MATLAB中的系统识别工具箱对温室进行建模,将其识别为近似一阶加死时间系统(FOPDT)。基于Cohen-Coon整定算法设计了PI控制器。温湿度传感器与FiO Glide板连接,通过射频向单片机STM32F4发送数据,利用PI算法对温湿度进行适当控制,并发送信号控制风机和雾化器。温室的大小为2×3×2米。实验结果表明,基于STM32单片机的PI控制器可以控制内部温度低于外部温度4摄氏度。温室系统的环境得到了显著改善。
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引用次数: 3
Reset control of nonlinear chaotic systems using describing function 非线性混沌系统的描述函数复位控制
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204309
M. Iwai
In nonlinear systems, chaos may exsist in some's parameters and may cause some unexpected damage. This paper proposes a design method of a reset controller for nonlinear chaotic systems. We consider a plant consisting of a linear system with a nonlinear feedback element and show a condition of the parameter for which chaos controls, using describing functions of the nonlinear element and the reset controller. We apply the proposed design method of the reset controller to the forced Van der Pol equation system and show its effectiveness.
在非线性系统中,混沌可能存在于某些参数中,并可能造成一些意想不到的破坏。提出了一种非线性混沌系统复位控制器的设计方法。我们考虑一个由非线性反馈元件组成的线性系统,利用非线性元件的描述函数和复位控制器,给出了混沌控制的参数条件。将所提出的复位控制器设计方法应用于强制范德波方程系统,验证了其有效性。
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引用次数: 0
Model identification of nonlinear sputter processes 非线性溅射过程的模型辨识
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204438
C. Woelfel, Sven Kockmann, P. Awakowicz, J. Lunze
A nonlinear control-oriented model for sputter processes based on artificial neural networks and ordinary differential equations is developed. The process is analyzed by use of first-principle models to approximate the process structure. Hence, sputter processes can be described by a static nonlinearity, which results from the plasma processes, and linear and nonlinear dynamics that represent the actuator systems. The experimental identification with a validation of the proposed process structure, the identification of the parameters and the validation of the identified model are discussed. The experiments demonstrate that the identified model predicts the process behavior accurately and can be used for model-based control design.
建立了基于人工神经网络和常微分方程的溅射过程非线性控制模型。利用第一性原理模型对该过程进行了分析,逼近了该过程的结构。因此,溅射过程可以用等离子体过程产生的静态非线性和代表执行器系统的线性和非线性动力学来描述。对所提出的工艺结构进行了实验验证,并讨论了参数的识别和模型的验证。实验表明,所识别的模型能准确地预测过程行为,可用于基于模型的控制设计。
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引用次数: 4
A cylindrical magnetic levitation stage for high-precision rotations 用于高精度旋转的圆柱形磁悬浮台
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204294
J. Jeon, Jong-Moon Kim
The new cylindrical magnetic levitation stage is presented in this paper. This stage can move the cylinder to rotations and translations as well as magnetic levitations with high precision. This stage can be rotated with 360° and can be moved to translational directions within few millimeters. A Lead-PI control algorithm is used for the position control and a PI control algorithm is used for the current control. A system identification method from input and output experimental data is used for 2nd-order State-space dynamic modeling. Parameters of Lead-PI control is decided properly with this model. The new cylindrical mag-lev stage is experimented with in-positioning and rotations with nano-scale precisions.
本文介绍了一种新型的圆柱形磁悬浮台。该工作台可以实现气缸的旋转、平移以及高精度的磁悬浮。该工作台可旋转360°,并可在几毫米内移动到平移方向。位置控制采用导联-PI控制算法,电流控制采用PI控制算法。采用一种基于输入输出实验数据的系统识别方法进行了二阶状态空间动态建模。利用该模型合理地确定了铅- pi控制参数。对新型圆柱形磁悬浮平台进行了纳米级精度的定位和旋转实验。
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引用次数: 2
Auto lead angle algorithm for high efficiency control of BLDC Motor 无刷直流电机自动超前角算法的高效控制
Pub Date : 2017-10-01 DOI: 10.23919/ICCAS.2017.8204257
Byeong-Chan Jeon, Won-ki Park, Sung-Chul Lee, Hyun-chul Shin
The Brushless DC motors are used in various industries such as home appliances, electric vehicles, Medical, Industrial automation equipment and so on. Because they have advantages of low noise, simple control and high power density. But, in a high-speed motor drive, current lagging which is induced by the impedance of the motor inductor reduces the motor efficiency. To solve this problem, we propose an auto lead angle control algorithm based on a gradient descent algorithm. With this algorithm, the motor current and motor Back-EMF have an identical phase angle. Thus, the efficiency of the motor can be increased. In order to verify the proposed algorithm, we implemented the hardware with FPGA and board including analog circuit. As a result, it was confirmed that the optimum lead angle was found with only one current value without various parameters, and the efficiency of the motor was improved. Also, it is confirmed that the efficiency is further increased at high load and high speed.
无刷直流电动机应用于家电、电动汽车、医疗、工业自动化设备等各个行业。因为它们具有噪声低、控制简单、功率密度高的优点。但是,在高速电机驱动中,由于电机电感的阻抗引起的电流滞后降低了电机的效率。为了解决这一问题,我们提出了一种基于梯度下降算法的自动超前角控制算法。该算法使电机电流与电机反电动势具有相同的相位角。因此,电机的效率可以提高。为了验证所提出的算法,我们使用FPGA和包含模拟电路的电路板实现了硬件。结果表明,在不考虑各种参数的情况下,只需一个电流值即可找到最佳导角,从而提高了电机的效率。在高负荷、高速度下,进一步提高了效率。
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引用次数: 3
期刊
2017 17th International Conference on Control, Automation and Systems (ICCAS)
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