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2022 5th International Conference on Robotics, Control and Automation Engineering (RCAE)最新文献

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Study of Spinning Reserve Setting Based on Local Wind/Solar Radiation Features in Unit Commitment 机组投运中基于局部风/太阳辐射特征的旋转备用设置研究
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9996056
Shengyao Shi, Yuchun Liu, Yu Lu, Minglei Jiang, Meng Zhu, Changhui Lv, Danchen Zheng, Jizhe Dong
The wind and solar radiation of each location show distinct local features. This paper proposes a spinning reserve setting method that considers the local wind and solar radiation features. Through the statistics of local historical wind speed and solar radiation data, the wind and solar radiation transition matrices are established. Using the transition matrices, the power system's additional spinning reserves to compensate for wind and solar power fluctuations are set. The spinning reserves are then applied to the unit commitment calculations. A case study is performed on a 10-units system using the proposed method.
每个地点的风和太阳辐射显示出不同的地方特征。提出了一种考虑当地风和太阳辐射特征的旋转储备设置方法。通过对当地历史风速和太阳辐射数据的统计,建立了风和太阳辐射的过渡矩阵。利用转换矩阵,设置了电力系统的额外旋转储备,以补偿风能和太阳能的波动。然后将旋转储备应用于单元承诺计算。应用所提出的方法对一个10单元系统进行了实例研究。
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引用次数: 1
A Hilbert and Gauss Fitting Peak Searching Algorithm Combined with Wavelet Transform 结合小波变换的Hilbert - Gauss拟合峰值搜索算法
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995814
Guoyou Wang, Dongyou Li, Liang Xing, Shige Chang, Shunjie Han, Hong Jiang
Aiming at the interference noise and inherent electronic noise in the demodulation system of FBG sensor network, a new threshold wavelet denoising algorithm is proposed in this paper. Aiming at the demodulation problem after denoising, because the traditional Gaussian fitting algorithm is seriously affected by the spectrum type, the wavelength location of the spectrum adopts a Hilbert transform combined with Gaussian fitting peak finding algorithm, which is verified by Matlab simulation, and the method can reduce the influence of external factors on the spectrum. Compared with other similar algorithms, it can guarantee good measurement accuracy in dealing with asymmetric spectrum and multimodal spectrum.
针对光纤光栅传感器网络解调系统中存在的干扰噪声和固有的电子噪声,提出了一种新的阈值小波去噪算法。针对去噪后的解调问题,由于传统高斯拟合算法受光谱类型影响严重,对光谱的波长定位采用希尔伯特变换结合高斯拟合寻峰算法,并通过Matlab仿真进行验证,该方法可以减少外界因素对光谱的影响。与其他同类算法相比,该算法在处理非对称频谱和多模态频谱时能够保证较好的测量精度。
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引用次数: 1
Research on Camera-Based Target Detection Enhancement Method in Complex Environment 复杂环境下基于摄像机的目标检测增强方法研究
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9996029
Gaojian Cui, Hong-mei He, Qingbin Zhou, Junchen Jiang, Shaosong Li
A target detection method based on convolutional neural network for multiple complex environments is proposed to address the problem that current target detection methods are prone to miss detection and false detection under complex environment conditions, resulting in reduced detection accuracy. First, an environment recognition architecture is constructed based on convolutional neural networks to classify the images acquired in different environments. Then, the images in different environments are enhanced separately using an image enhancement algorithm. Finally, the enhanced images under different environments are trained based on the YOLOX detection algorithm to achieve real-time detection of the images, and the NUSCENES dataset is used for experimental evaluation. The results show that the proposed detection method improves the average accuracy AP for target detection in sunny, rainy, cloudy and night environments by 6.5%, 13.56%, 6.52% and 6.82%, respectively, improving the detection of small targets.
针对当前目标检测方法在复杂环境条件下容易出现漏检和误检,导致检测精度降低的问题,提出了一种基于卷积神经网络的多复杂环境目标检测方法。首先,构建基于卷积神经网络的环境识别体系结构,对不同环境下采集的图像进行分类;然后,利用图像增强算法对不同环境下的图像分别进行增强。最后,基于YOLOX检测算法对不同环境下的增强图像进行训练,实现图像的实时检测,并使用NUSCENES数据集进行实验评估。结果表明,该检测方法将晴天、雨天、阴天和夜间环境下目标检测的平均精度AP分别提高了6.5%、13.56%、6.52%和6.82%,提高了对小目标的检测。
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引用次数: 2
Anti-saturation Fault-tolerant Control of Multi-fault Reconfigurable Manipulator System with Uncertain Environment 不确定环境下多故障可重构机械手系统的抗饱和容错控制
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995833
Yadan Zhao, Tianhao Ma, Ziyao Song, Zhou Fan
An anti-saturation fault-tolerant control method based on adaptive dynamic programming (ADP) was presented for the reconfigurable manipulator with uncertain environment. Differential homeomorphism theory is used to change the system structure of nonlinear transformation, and convert nonlinearly of sensor faults of the system. The adaptive fault observer is designed to real-time detection of actuator and sensor faults, and the fault sensor signal is replaced by the output signal. The hyperbolic tangent function is used to solve the actuator saturation problem. Then, an evaluation neural network (NN) is established, and the Hamilton-Jacobi-Bellman (HJB) equation is solved by online strategy iterative algorithm, then the value of approximate optimal feedback controller can be obtained. Using Lyapunov stability theorem to assure the uniformly and ultimately bounded (UUB) of the nonlinear system. Finally, the validity of the presented optimal FTC scheme is confirmed by simulation results.
针对具有不确定环境的可重构机械臂,提出了一种基于自适应动态规划(ADP)的抗饱和容错控制方法。利用微分同胚理论对系统结构进行非线性变换,对系统的传感器故障进行非线性变换。设计自适应故障观测器实时检测执行器和传感器故障,将故障传感器信号替换为输出信号。利用双曲正切函数求解执行器饱和问题。然后,建立评价神经网络,利用在线策略迭代算法求解Hamilton-Jacobi-Bellman (HJB)方程,得到近似最优反馈控制器的值。利用李雅普诺夫稳定性定理来保证非线性系统的一致最终有界。最后,仿真结果验证了所提优化方案的有效性。
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引用次数: 0
Application of Automatic Welding System on Aluminum Alloy Corbel 自动焊接系统在铝合金钢索上的应用
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995920
Dongnan Su, Cuihong Wu, Xijia Tao, Lei Wang, Yongfu Hai, Yang Cong
The body corbel is the link of traction transmission between train and bogie. It is a key component on the car body that bears both tensile and compressive loads. Its strength and stiffness have an important impact on the safety and reliability of vehicle operation. In this paper, according to the structural and technological requirements of aluminum alloy corbel products,A research plan for an automated welding system with high productivity and good welding quality was developed. Through the comparison of welding quality between manual welding and automatic welding system, the advantages of automatic welding system are summarized.
车体吊索是列车与转向架之间牵引力传递的纽带。它是车身上承受拉伸和压缩载荷的关键部件。其强度和刚度对车辆运行的安全性和可靠性有重要影响。本文根据铝合金钢筋架产品的结构和工艺要求,制定了高生产率、高焊接质量的自动化焊接系统的研究方案。通过对手工焊接和自动焊接系统焊接质量的比较,总结了自动焊接系统的优点。
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引用次数: 1
Numerical Simulation Analysis of Flow and Temperature Fields in Large U-Shaped Heat Exchanger 大型u型换热器内流场和温度场的数值模拟分析
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995845
Chenli Song, Lifeng Li, Lixia Zhu, Shuai Wang
Based on the comprehensive analysis of the complex structure and material characteristics of a large U-shaped heat exchanger, combined with the thin-shell heat transfer model and the similarity principle, the 3D geometric model of the heat exchanger of the original stabilizing device is constructed. Then, the grid size is greatly reduced by using boundary layer meshing technology. Finally, the temperature field and flow field distribution of the fluid in the heat exchanger are obtained by finite element calculation. The results show that, on the one hand, the condensate temperature is in a local overheating state and the oil flow rate is too low, and there is a retention zone; on the other hand, the temperature in the overheating region decreases with the increase of the shell flow rate. Therefore, the coupling effect of condensate oil retention and local overheating may accelerate the corrosion rate of heat exchanger tube bundle. It is suggested to adjust the operation parameters of the heat exchanger and optimize the internal structure to make the internal flow rate and temperature distribution more reasonable, so as to improve the service safety and reliability of the heat exchanger.
在综合分析大型u型换热器复杂的结构和材料特性的基础上,结合薄壳传热模型和相似原理,构建了原稳定装置换热器的三维几何模型。然后,采用边界层网格划分技术,大大减小网格尺寸。最后,通过有限元计算得到了换热器内流体的温度场和流场分布。结果表明:一方面,凝析油温度处于局部过热状态,油流量过低,存在滞留区;另一方面,过热区温度随壳流量的增加而降低。因此,冷凝油滞留和局部过热的耦合效应可能会加速换热器管束的腐蚀速度。建议调整换热器的运行参数,优化内部结构,使换热器的内部流量和温度分布更加合理,从而提高换热器的使用安全性和可靠性。
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引用次数: 1
Design of Two-wheeled Self-balancing Traction Vehicle Based on OpenMV 基于OpenMV的两轮自平衡牵引车辆设计
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995729
Tongchen Lin, Guocai Zhang
In this study, we design a two-wheeled self-balancing traction vehicle. The common scheme of camera collecting road information of autonomous tracing intelligent vehicles is applied to a balancing vehicle to realize autonomous tracing of the balancing vehicle. This device uses the STM32C8T6F103 chip as the main control chip, combined with the attitude sensor MPU6050, a new vision sensor OpenMV, and other peripheral drive circuits are used with the software program based on PID and Kalman filter. The result meet the design requirements for promotional applications.
在本研究中,我们设计了一辆两轮自平衡牵引车。将自动跟踪智能车辆常用的摄像头采集道路信息方案应用于平衡车,实现对平衡车的自动跟踪。该装置采用STM32C8T6F103芯片作为主控芯片,结合姿态传感器MPU6050、新型视觉传感器OpenMV等外围驱动电路,采用基于PID和卡尔曼滤波的软件程序。结果满足了促销应用的设计要求。
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引用次数: 1
An Active Disturbance Rejection Control Based on Modified Extended State Observer for PMSM Speed Control Considering Measurement Noise 基于改进扩展状态观测器的PMSM速度自抗扰控制
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995967
Haiyang Cao, Yongting Deng, Hongwen Li, Jianli Wang, Xiufeng Liu
This paper presents a modified active disturbance rejection controller (MADRC) based on a modified extended state observer (MESO) for PMSM speed control. The presented MESO introduces a cascade structure based on traditional ESO (TESO) to avoid using high gain for disturbance rejection. The advantages of MESO compared to TESO are analyzed from the perspective of frequency domain. The analysis results show that MESO can improve the noise immunity performance while maintaining the anti-disturbance performance of TESO. The simulation results indicate that the proposed MADRC behaves better than the PI controller and the TADRC.
提出了一种基于改进扩展状态观测器(MESO)的自抗扰控制器(MADRC),用于永磁同步电机速度控制。本文在传统ESO (TESO)的基础上引入了一种级联结构,避免了使用高增益来抑制干扰。从频域角度分析了MESO相对于TESO的优势。分析结果表明,MESO在保持其抗干扰性能的同时,提高了MESO的抗噪性能。仿真结果表明,MADRC的性能优于PI控制器和TADRC。
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引用次数: 0
Path Planning Method of Robot Arm Based on Improved RRT* Algorithm 基于改进RRT*算法的机械臂路径规划方法
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995798
Jixiang Du, Changqing Cai, Peisen Zhang, Jianwen Tan
Aiming at the problems of long planning time and long path distance in the path planning of the robotic arm, a path planning strategy based on the improved RRT* (rapid random search tree) algorithm was proposed. First, in order to reduce the randomness of the traditional RRT* path search, adding the node gravitational field function could reduce the generation of redundant nodes, thereby improving the path convergence rate; Secondly, in order to change the folding problem in the traditional RRT* algorithm path, the B-spline function was imported to smooth the planned path, which could reduce the vibration of the joint axis and prolong the service life of the robotic arm. Simulations in MATLAB showed that the average planning time of the improved RRT* algorithm was shortened by 76%, the average path distance was shortened by 14%, and the total number of nodes was reduced by 31.9%. After improving the algorithm, the lines convergence quickly and the line -seeking efficiency is high. The algorithm has good feasibility and effectiveness, and has reference value for the planning of robotic arm path.
针对机械臂路径规划中规划时间长、路径距离长等问题,提出了一种基于改进RRT*(快速随机搜索树)算法的路径规划策略。首先,为了降低传统RRT*路径搜索的随机性,加入节点重力场函数可以减少冗余节点的产生,从而提高路径收敛速度;其次,为了改变传统RRT*算法路径中存在的折叠问题,引入b样条函数对规划路径进行平滑处理,降低了关节轴的振动,延长了机械臂的使用寿命;MATLAB仿真结果表明,改进后的RRT*算法平均规划时间缩短76%,平均路径距离缩短14%,节点总数减少31.9%。改进算法后,直线收敛速度快,寻线效率高。该算法具有良好的可行性和有效性,对机械臂路径规划具有参考价值。
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引用次数: 2
Control and Obstacle Avoidance for Deployable Robot Based on SLPM 基于SLPM的可展开机器人控制与避障
Pub Date : 2022-10-28 DOI: 10.1109/RCAE56054.2022.9995811
Zheming Zhuang, Ze-Sheng Zhang, Yuntao Guan, Yong-Xin Liu, Erke Qin, Jiansheng Dai
In this paper, a control system is designed for SLPM (Spherical-Linkage Parallel Mechanism) based deployable robot to realize the robot's functions based on the parameters collected by the sensors. The motion planning of obstacle avoidance was completed and the corresponding line driven control was proposed. The prototype was fabricated and experimentally verified. Thus, the characteristics of the deployable robot adaptable to various complex environments were fully exploited.
针对球面连杆并联机构(SLPM)型可展开机器人,设计了一种基于传感器采集参数的控制系统,实现机器人的功能。完成了避障运动规划,提出了相应的线驱动控制方法。制作了样机并进行了实验验证。从而充分发挥了可展开机器人适应各种复杂环境的特点。
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引用次数: 1
期刊
2022 5th International Conference on Robotics, Control and Automation Engineering (RCAE)
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