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A tightly-coupled LIDAR-IMU SLAM method for quadruped robots 用于四足机器人的激光雷达-IMU SLAM 紧密耦合方法
Pub Date : 2024-02-14 DOI: 10.1177/00202940231224593
Zhifeng Zhou, Chunyan Zhang, Chenchen Li, Yi Zhang, Yun Shi, Wei Zhang
Aiming to address the issue of mapping failure resulting from unsmooth motion during SLAM (Simultaneous Localization and Mapping) performed by a quadruped robot, a tightly coupled SLAM algorithm that integrates LIDAR and IMU sensors is proposed in this paper. Firstly, the IMU information, after undergoing deviation correction, is utilized to remove point cloud distortion and serve as the initial value for point cloud registration. Subsequently, a registration algorithm based on Normal Distribution Transform (NDT) and sliding window is presented to ensure real-time positioning and accuracy. Then, an error function combining IMU and LIDAR is formulated using a factor graph, which iteratively optimizes position, attitude, and IMU deviation. Finally, loop closure detection based on Scan Context is introduced, and loop closure factors are incorporated into the factor graph to achieve effective mapping. An experimental platform is established to conduct accuracy and robustness comparison experiments. Results showed that the proposed algorithm significantly outperforms the LOAM algorithm, the NDT-based SLAM algorithm and the LeGO-LOAM algorithm in terms of positioning accuracy, with a reduction of 65.08%, 22.81%, and 37.14% in root mean square error, respectively. Moreover, the proposed algorithm exhibits superior robustness compared to LOAM, NDT-based SLAM and LeGO-LOAM.
为了解决四足机器人在进行 SLAM(同步定位与绘图)时因运动不平稳而导致绘图失败的问题,本文提出了一种将激光雷达和 IMU 传感器紧密耦合的 SLAM 算法。首先,经过偏差校正后的 IMU 信息被用来消除点云失真,并作为点云注册的初始值。随后,提出了一种基于正态分布变换(NDT)和滑动窗口的注册算法,以确保定位的实时性和准确性。然后,使用因子图制定了一个结合 IMU 和激光雷达的误差函数,该函数可迭代优化位置、姿态和 IMU 偏差。最后,介绍了基于扫描上下文的闭环检测,并将闭环因子纳入因子图,以实现有效的映射。建立了一个实验平台来进行精度和鲁棒性对比实验。结果表明,所提出的算法在定位精度方面明显优于 LOAM 算法、基于无损检测的 SLAM 算法和 LeGO-LOAM 算法,均方根误差分别降低了 65.08%、22.81% 和 37.14%。此外,与 LOAM、基于 NDT 的 SLAM 和 LeGO-LOAM 相比,所提出的算法表现出更高的鲁棒性。
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引用次数: 0
A tightly-coupled LIDAR-IMU SLAM method for quadruped robots 用于四足机器人的激光雷达-IMU SLAM 紧密耦合方法
Pub Date : 2024-02-14 DOI: 10.1177/00202940231224593
Zhifeng Zhou, Chunyan Zhang, Chenchen Li, Yi Zhang, Yun Shi, Wei Zhang
Aiming to address the issue of mapping failure resulting from unsmooth motion during SLAM (Simultaneous Localization and Mapping) performed by a quadruped robot, a tightly coupled SLAM algorithm that integrates LIDAR and IMU sensors is proposed in this paper. Firstly, the IMU information, after undergoing deviation correction, is utilized to remove point cloud distortion and serve as the initial value for point cloud registration. Subsequently, a registration algorithm based on Normal Distribution Transform (NDT) and sliding window is presented to ensure real-time positioning and accuracy. Then, an error function combining IMU and LIDAR is formulated using a factor graph, which iteratively optimizes position, attitude, and IMU deviation. Finally, loop closure detection based on Scan Context is introduced, and loop closure factors are incorporated into the factor graph to achieve effective mapping. An experimental platform is established to conduct accuracy and robustness comparison experiments. Results showed that the proposed algorithm significantly outperforms the LOAM algorithm, the NDT-based SLAM algorithm and the LeGO-LOAM algorithm in terms of positioning accuracy, with a reduction of 65.08%, 22.81%, and 37.14% in root mean square error, respectively. Moreover, the proposed algorithm exhibits superior robustness compared to LOAM, NDT-based SLAM and LeGO-LOAM.
为了解决四足机器人在进行 SLAM(同步定位与绘图)时因运动不平稳而导致绘图失败的问题,本文提出了一种将激光雷达和 IMU 传感器紧密耦合的 SLAM 算法。首先,经过偏差校正后的 IMU 信息被用来消除点云失真,并作为点云注册的初始值。随后,提出了一种基于正态分布变换(NDT)和滑动窗口的注册算法,以确保定位的实时性和准确性。然后,使用因子图制定了一个结合 IMU 和激光雷达的误差函数,该函数可迭代优化位置、姿态和 IMU 偏差。最后,介绍了基于扫描上下文的闭环检测,并将闭环因子纳入因子图,以实现有效的映射。建立了一个实验平台来进行精度和鲁棒性对比实验。结果表明,所提出的算法在定位精度方面明显优于 LOAM 算法、基于无损检测的 SLAM 算法和 LeGO-LOAM 算法,均方根误差分别降低了 65.08%、22.81% 和 37.14%。此外,与 LOAM、基于 NDT 的 SLAM 和 LeGO-LOAM 相比,所提出的算法表现出更高的鲁棒性。
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引用次数: 0
Precise path planning and trajectory tracking based on improved A-star algorithm 基于改进型 A-star 算法的精确路径规划和轨迹跟踪
Pub Date : 2024-02-14 DOI: 10.1177/00202940241228725
Boyang Xu
Path planning and trajectory tracking are very meaningful for the field of autonomous driving, but currently path planning still has problems such as non-optimal paths and insufficiently accurate paths. This paper addresses the issue of path planning by proposing a improved A-star algorithm and locally zooming on the map technique to achieve precise path planning. Compared with the conventional method, this method reduces the time by 23% and the path length by 21% in the scenarios shown in the paper, respectively, and provides a reference for related research. Moreover, trajectory tracking was achieved using the improved LQR control. Compared with the conventional method, the improved LQR control algorithm reduces the average error by 80% in the scenario shown in the paper. Firstly, the A-star algorithm is enhanced by incorporating an unknown path cost estimation function, thereby improving the effect of its path planning in complex environments. Additionally, the method of locally zooming on the map is incorporated, effectively enhancing the accuracy and safety of path planning. Building upon the path planning, further improvements are made to the LQR control algorithm, enabling autonomous deceleration in complex sections, which facilitates better trajectory tracking and enhances the motion control performance of the robot during practical operations.
路径规划和轨迹跟踪对自动驾驶领域非常有意义,但目前路径规划仍存在非最优路径和路径不够精确等问题。本文针对路径规划问题,提出了一种改进的 A-star 算法和地图局部缩放技术,以实现精确的路径规划。与传统方法相比,该方法在文中所示的场景中分别缩短了 23% 的时间和 21% 的路径长度,为相关研究提供了参考。此外,利用改进的 LQR 控制实现了轨迹跟踪。与传统方法相比,改进型 LQR 控制算法在本文所示场景中将平均误差降低了 80%。首先,A-star 算法通过加入未知路径成本估计函数得到了增强,从而改善了其在复杂环境下的路径规划效果。此外,还加入了地图局部缩放的方法,有效提高了路径规划的准确性和安全性。在路径规划的基础上,进一步改进了 LQR 控制算法,实现了复杂地段的自主减速,从而有助于更好地跟踪轨迹,提高机器人在实际操作中的运动控制性能。
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引用次数: 0
Research on anti-swing control strategies for three-dimensional overhead cranes with non-stationary enhanced swing angle suppression 非稳态增强摆角抑制的三维桥式起重机防摆控制策略研究
Pub Date : 2024-02-13 DOI: 10.1177/00202940241228450
Dong Li, Tianhu Xie, Lu Zhang
In this paper, a non-stationary enhanced swing angle suppression control strategy is proposed to address the issue of excessive swinging angles during the transportation process of a three-dimensional overhead crane. Firstly, in response to the substantial non-stationary initial swing angle resulting from the abrupt increase in driving force during the startup of the overhead crane, we have devised a time-varying damping resistance model. This model is specifically designed to curtail the rapid force surge, subsequently diminishing the swing angle of the payload. Secondly, during the transport phase of the overhead crane, we have established an augmented coupling signal between the displacement tracking error and the payload swing angle tracking error. Drawing upon the principles of energy dissipation, we have devised a nonlinear sway controller. Next, the closed-loop stability of the control system is validated through the use of Lyapunov’s method and the LaSalle invariance principle. Finally, the proposed control strategy’s effectiveness has been substantiated through simulation analysis and physical experiments. This approach not only proves capable of effectively suppressing excessive payload swing angles during the transportation process of the overhead crane but also facilitates the rapid and precise positioning of the payload. This significantly enhances the efficiency of the overhead crane’s transport operations.
本文针对三维桥式起重机在运输过程中摆角过大的问题,提出了一种非稳态增强摆角抑制控制策略。首先,针对桥式起重机启动过程中驱动力突然增加导致初始摆角大幅非稳态化的问题,我们设计了一个时变阻尼抗力模型。该模型专门用于抑制快速的力激增,从而减小有效载荷的回转角度。其次,在桥式起重机的运输阶段,我们在位移跟踪误差和有效载荷摆角跟踪误差之间建立了增强耦合信号。借鉴能量耗散原理,我们设计了一种非线性摇摆控制器。接着,通过使用 Lyapunov 方法和拉萨尔不变性原理,验证了控制系统的闭环稳定性。最后,通过仿真分析和物理实验证实了所提出的控制策略的有效性。事实证明,这种方法不仅能有效抑制桥式起重机在运输过程中有效载荷的过大摆角,还能促进有效载荷的快速精确定位。这大大提高了桥式起重机的运输效率。
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引用次数: 0
Active and reactive power vector control using neural-synergetic-super twisting controllers of induction generators for variable-speed contra-rotating wind turbine systems 利用神经-协同-超级扭转控制器对变速反转风力涡轮机系统的感应发电机进行有功和无功功率矢量控制
Pub Date : 2024-02-13 DOI: 10.1177/00202940231224386
H. Benbouhenni, L. Ionescu, A. Mazare, Dalal Zellouma, I. Colak, N. Bizon
Reactive and active power vector control of induction generators (IG) are essential requirements for generating high-quality electricity from wind power. These control objectives are challenging and difficult to achieve when using traditional strategies based on estimating reactive/active power, hysteresis comparators, and proportional-integral (PI) regulators due to load variations, changes in the value of rotor resistance, etc. So, to achieve these control objectives, this paper proposes a novel technique for the rotor side converter of IG-based contra-rotating wind power (CRWP) systems. The control based on the neural synergetic-super-twisting controller (NSSTC) is designed to minimize IG power ripples and improve the quality of current. The characteristics of the NSSTC-based strategy are presented, evaluated, and compared to the traditional direct field-oriented command (DFOC) based on traditional PI controllers and other reference techniques from the literature, highlighting that the NSSTC-based strategy is simpler to apply and more robust and performant than others classical nonlinear strategies. Comparative simulations are carried out on both the designed DFOC-NSSTC strategy and the DFOC technique to demonstrate the performance (good quality output power, low total harmonic distortion (THD) value of rotor currents, short response time and high robustness) and advantages of the suggested nonlinear technique.
感应发电机(IG)的无功和有功功率矢量控制是利用风能产生高质量电力的基本要求。由于负载变化、转子电阻值变化等原因,使用基于估计无功/有功功率、滞后比较器和比例积分(PI)调节器的传统策略很难实现这些控制目标。因此,为了实现这些控制目标,本文针对基于 IG 的反转风力发电(CRWP)系统的转子侧变流器提出了一种新技术。基于神经协同-超级扭转控制器(NSSTC)的控制旨在最大限度地减少 IG 功率纹波并改善电流质量。本文介绍、评估了基于 NSSTC 的策略的特性,并将其与基于传统 PI 控制器的传统直接面向现场指令 (DFOC) 以及文献中的其他参考技术进行了比较,结果表明,与其他经典非线性策略相比,基于 NSSTC 的策略应用更简单,鲁棒性和性能更高。对所设计的 DFOC-NSSTC 策略和 DFOC 技术进行了比较仿真,以证明所建议的非线性技术的性能(输出功率质量好、转子电流总谐波失真 (THD) 值低、响应时间短、鲁棒性高)和优势。
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引用次数: 0
Underactuated unmanned surface vehicles formation of obstacle avoidance and assembly: A disturbed fluid-based solution 欠驱动无人水面飞行器的避障和装配编队:基于扰动流体的解决方案
Pub Date : 2024-02-13 DOI: 10.1177/00202940241226854
Yiping Liu, Jianqiang Zhang, B. Sui, Yuanyuan Zhang
Unmanned surface vehicles (USVs) are highly manoeuvrable and autonomous, and hold significant potential for both military and civilian applications, particularly in formation operations. However, because of their underactuated nature, USVs struggle to navigate in complex maritime conditions during formation. At present, most of the technology is devoted to Unmanned Areial Vehicles and ground robots; these methods cannot be well applied to underactuated USVs. Moreover, the rationality of local path planning decision-making for underactuated USVs formation is still lacking. This study proposes an interfered fluid dynamic system (IFDS)-based local path planning method, called USV-IFDS, specifically designed for the formation of underactuated USVs. This method incorporates the IFDS obstacle avoidance approach, while adapting it through modifications and the inclusion of the kinematic constraints of USVs, thereby enhancing its applicability to the maritime environment. By decomposing the flow field velocity vector and implementing a formation control strategy, we effectively address the challenges in forming underactuated USVs and enhance the efficiency of USV formation local path planning. The proposed formation technique is predicated on the highly robust virtual structure method. Simulations of formation local path planning indicate that our method produces smooth paths, therefore validating its practical applicability to underactuated USV formations.
无人水面航行器(USV)具有高度机动性和自主性,在军事和民用领域都具有巨大的应用潜力,尤其是在编队行动中。然而,由于其驱动力不足的特性,无人水面飞行器在编队时很难在复杂的海洋条件下航行。目前,大部分技术都用于无人飞行器和地面机器人;这些方法不能很好地应用于动力不足的 USV。此外,欠驱动 USV 编队的局部路径规划决策的合理性仍然缺乏。本研究提出了一种基于干扰流体动力系统(IFDS)的局部路径规划方法,称为 USV-IFDS,专门用于欠驱动 USV 的编队。该方法结合了 IFDS 避障方法,同时通过修改和加入 USV 的运动学约束对其进行了调整,从而增强了其在海洋环境中的适用性。通过分解流场速度矢量和实施编队控制策略,我们有效地解决了动力不足 USV 编队的难题,并提高了 USV 编队局部路径规划的效率。所提出的编队技术基于高鲁棒性的虚拟结构方法。编队局部路径规划的仿真表明,我们的方法能产生平滑的路径,因此验证了其在欠驱动 USV 编队中的实际适用性。
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引用次数: 0
Speed control of sensorless PMSM drive based on EKF optimized by variable scale chaotic particle swarm optimization 基于变尺度混沌粒子群优化 EKF 的无传感器 PMSM 驱动器速度控制
Pub Date : 2024-02-13 DOI: 10.1177/00202940231224220
Qiang Zhao, Zihan Zhao, Zhao Yang, Wei Liu
To investigate the parameter characteristics of permanent magnet synchronous motor (PMSM) speed sensorless vector control system and capture the noise matrices quickly and accurately in the speed estimation process of the extended Kalman filter for PMSM, The recursive least square method with forgetting factor is proposed to determine the actual parameters of the system, and then a new variable-scale chaotic particle swarm optimization (VCPSO) algorithm is put forward to accurately obtain the system noise matrix and the measurement noise matrix. The simulation results show that noise matrix optimization of extended Kalman filter by employing VCPSO algorithm under actual motor parameters is better than those employing standard PSO or chaotic PSO algorithms with faster speed and higher accuracy.
为了研究永磁同步电机(PMSM)无速度传感器矢量控制系统的参数特性,并在 PMSM 的扩展卡尔曼滤波器速度估计过程中快速、准确地捕获噪声矩阵,提出了带遗忘因子的递归最小二乘法来确定系统的实际参数,然后提出了一种新的变尺度混沌粒子群优化(VCPSO)算法来准确地获得系统噪声矩阵和测量噪声矩阵。仿真结果表明,在实际电机参数条件下,采用 VCPSO 算法对扩展卡尔曼滤波器进行噪声矩阵优化的效果优于采用标准 PSO 或混沌 PSO 算法,且速度更快、精度更高。
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引用次数: 0
Research on anti-swing control strategies for three-dimensional overhead cranes with non-stationary enhanced swing angle suppression 非稳态增强摆角抑制的三维桥式起重机防摆控制策略研究
Pub Date : 2024-02-13 DOI: 10.1177/00202940241228450
Dong Li, Tianhu Xie, Lu Zhang
In this paper, a non-stationary enhanced swing angle suppression control strategy is proposed to address the issue of excessive swinging angles during the transportation process of a three-dimensional overhead crane. Firstly, in response to the substantial non-stationary initial swing angle resulting from the abrupt increase in driving force during the startup of the overhead crane, we have devised a time-varying damping resistance model. This model is specifically designed to curtail the rapid force surge, subsequently diminishing the swing angle of the payload. Secondly, during the transport phase of the overhead crane, we have established an augmented coupling signal between the displacement tracking error and the payload swing angle tracking error. Drawing upon the principles of energy dissipation, we have devised a nonlinear sway controller. Next, the closed-loop stability of the control system is validated through the use of Lyapunov’s method and the LaSalle invariance principle. Finally, the proposed control strategy’s effectiveness has been substantiated through simulation analysis and physical experiments. This approach not only proves capable of effectively suppressing excessive payload swing angles during the transportation process of the overhead crane but also facilitates the rapid and precise positioning of the payload. This significantly enhances the efficiency of the overhead crane’s transport operations.
本文针对三维桥式起重机在运输过程中摆角过大的问题,提出了一种非稳态增强摆角抑制控制策略。首先,针对桥式起重机启动过程中驱动力突然增加导致初始摆角大幅非稳态化的问题,我们设计了一个时变阻尼抗力模型。该模型专门用于抑制快速的力激增,从而减小有效载荷的回转角度。其次,在桥式起重机的运输阶段,我们在位移跟踪误差和有效载荷摆角跟踪误差之间建立了增强耦合信号。借鉴能量耗散原理,我们设计了一种非线性摇摆控制器。接着,通过使用 Lyapunov 方法和拉萨尔不变性原理,验证了控制系统的闭环稳定性。最后,通过仿真分析和物理实验证实了所提出的控制策略的有效性。事实证明,这种方法不仅能有效抑制桥式起重机在运输过程中有效载荷的过大摆角,还能促进有效载荷的快速精确定位。这大大提高了桥式起重机的运输效率。
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引用次数: 0
Inspection of intermodular connection locations for multistory modular buildings 检查多层模块化建筑的模块间连接位置
Pub Date : 2024-02-13 DOI: 10.1177/00202940231224773
Jae Sang Moon, Wonseok Seo, Hyeunguk Ahn, Jinyoung Kim
Modular construction is a method of construction that involves prefabricating modular indoor spaces in a factory and then assembling them at the construction site. However, dimensional errors made during production in the modular manufacturing factory may hinder assembly at the construction site and delay the entire construction process. In particular, as the quality of intermodular connections determines the structural performance and serviceability of the entire modular building, meticulous quality control is required for the connections. In this study, a method is developed for inspection of the intermodular connection locations to meet the requirements of being accurate, inexpensive, easy-to-use, rapid, and operable by a single person, and then tested in a modular factory. The proposed inspection method consists of three parts: (a) a laser meter mounted on a gimbal, (b) target reflectors based on the tumbling doll principle, and (c) a mobile device as a remote control and for data storage, data post-processing, and visualization of results. The proposed inspection process was tested on a modular unit that had been manufactured at a modular factory; the proposed method outperformed the conventional method in terms of accuracy, inspection time, and work safety. The proposed inspection method allows the accurate and rapid inspection of locations of intermodular connection holes and, thus, its use in modular factories is likely to improve the economics and efficiency of modular construction.
模块化建筑是一种在工厂预制模块化室内空间,然后在施工现场进行组装的建筑方法。然而,模块制造工厂在生产过程中出现的尺寸误差可能会妨碍施工现场的组装,并延误整个施工过程。特别是,由于模块间连接的质量决定了整个模块化建筑的结构性能和适用性,因此需要对连接进行细致的质量控制。本研究开发了一种模块间连接位置检测方法,以满足准确、廉价、易用、快速和单人操作的要求,并在模块工厂进行了测试。拟议的检测方法由三部分组成:(a) 安装在万向节上的激光测量仪;(b) 基于翻滚玩偶原理的目标反射器;(c) 作为遥控器的移动设备,用于数据存储、数据后处理和结果可视化。对模块化工厂生产的模块化装置进行了测试,结果表明,拟议的检测方法在准确性、检测时间和工作安全性方面都优于传统方法。拟议的检查方法可以准确、快速地检查模块间连接孔的位置,因此,在模块化工厂中使用该方法有可能提高模块化建筑的经济性和效率。
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引用次数: 0
Inspection of intermodular connection locations for multistory modular buildings 检查多层模块化建筑的模块间连接位置
Pub Date : 2024-02-13 DOI: 10.1177/00202940231224773
Jae Sang Moon, Wonseok Seo, Hyeunguk Ahn, Jinyoung Kim
Modular construction is a method of construction that involves prefabricating modular indoor spaces in a factory and then assembling them at the construction site. However, dimensional errors made during production in the modular manufacturing factory may hinder assembly at the construction site and delay the entire construction process. In particular, as the quality of intermodular connections determines the structural performance and serviceability of the entire modular building, meticulous quality control is required for the connections. In this study, a method is developed for inspection of the intermodular connection locations to meet the requirements of being accurate, inexpensive, easy-to-use, rapid, and operable by a single person, and then tested in a modular factory. The proposed inspection method consists of three parts: (a) a laser meter mounted on a gimbal, (b) target reflectors based on the tumbling doll principle, and (c) a mobile device as a remote control and for data storage, data post-processing, and visualization of results. The proposed inspection process was tested on a modular unit that had been manufactured at a modular factory; the proposed method outperformed the conventional method in terms of accuracy, inspection time, and work safety. The proposed inspection method allows the accurate and rapid inspection of locations of intermodular connection holes and, thus, its use in modular factories is likely to improve the economics and efficiency of modular construction.
模块化建筑是一种在工厂预制模块化室内空间,然后在施工现场进行组装的建筑方法。然而,模块制造工厂在生产过程中出现的尺寸误差可能会妨碍施工现场的组装,并延误整个施工过程。特别是,由于模块间连接的质量决定了整个模块化建筑的结构性能和适用性,因此需要对连接进行细致的质量控制。本研究开发了一种模块间连接位置检测方法,以满足准确、廉价、易用、快速和单人操作的要求,并在模块工厂进行了测试。拟议的检测方法由三部分组成:(a) 安装在万向节上的激光测量仪;(b) 基于翻滚玩偶原理的目标反射器;(c) 作为遥控器的移动设备,用于数据存储、数据后处理和结果可视化。对模块化工厂生产的模块化装置进行了测试,结果表明,拟议的检测方法在准确性、检测时间和工作安全性方面都优于传统方法。拟议的检查方法可以准确、快速地检查模块间连接孔的位置,因此,在模块化工厂中使用该方法有可能提高模块化建筑的经济性和效率。
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引用次数: 0
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Measurement and Control
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