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Learning to detect slip through tactile estimation of the contact force field and its entropy properties 通过对接触力场及其熵属性的触觉估计学习检测滑移
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-10-01 DOI: 10.1016/j.mechatronics.2024.103258
Xiaohai Hu , Aparajit Venkatesh , Yusen Wan , Guiliang Zheng , Neel Jawale , Navneet Kaur , Xu Chen , Paul Birkmeyer
Slip detection during object grasping and manipulation plays a vital role in object handling. Visual feedback can help devise a strategy for grasping. However, for robotic systems to attain a proficiency comparable to humans, integrating artificial tactile sensing is increasingly essential, especially in consistently handling unfamiliar objects. We introduce a novel physics-informed, data-driven approach to detect slip continuously for control-oriented tasks. Our work leverages the inhomogeneity of tactile sensor readings during slip events to develop distinct features and formulates slip detection as a classification problem. We test multiple data-driven models on 10 common objects under different loading conditions, textures, and materials to evaluate our approach. The resulting best classification algorithm achieves a high average accuracy of 95.61%. Practical application in dynamic robotic manipulation demonstrates the effectiveness of the proposed real-time slip detection and prevention.
物体抓取和操作过程中的滑动检测在物体处理过程中起着至关重要的作用。视觉反馈有助于制定抓取策略。然而,要使机器人系统达到与人类相媲美的熟练程度,整合人工触觉传感越来越重要,尤其是在持续处理不熟悉的物体时。我们介绍了一种新颖的物理信息数据驱动方法,用于持续检测滑移,以完成面向控制的任务。我们的工作利用滑动事件中触觉传感器读数的不均匀性来开发不同的特征,并将滑动检测作为一个分类问题。我们在 10 个常见物体上测试了不同负载条件、纹理和材料下的多个数据驱动模型,以评估我们的方法。最终得出的最佳分类算法平均准确率高达 95.61%。在动态机器人操纵中的实际应用证明了所提出的实时滑移检测和预防方法的有效性。
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引用次数: 0
Magnetic equivalent circuit modeling of a permanent magnet linear synchronous motor composed of curved segments 由曲线段组成的永磁直线同步电机的磁等效电路建模
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-09-30 DOI: 10.1016/j.mechatronics.2024.103256
Gerd Fuchs , Andreas Kugi , Wolfgang Kemmetmüller
This paper advances magnetic equivalent circuit (MEC) modeling for permanent magnet linear synchronous motors (PMLSMs) with arbitrarily curved segments. As PMLSMs are increasingly utilized in industrial applications, accurate and computationally efficient modeling techniques are paramount. This research proposes a novel approach that meets these requirements and paves the way for real-time model-based control, observers, and estimation strategies. Existing MEC models for PMLSMs primarily consider straight stator segments, neglecting the impact of the curvature of curved segments commonly used in modern PMLSM designs. The approach proposed in this paper systematically incorporates these effects into the MEC model for PMLSMs to address this limitation. As demonstrated by several validation experiments, a calibration concept based on measurements further enhances the model’s accuracy. Finally, a method for efficiently implementing the proposed MEC model for a whole PMLSM setup significantly reduces the computation time compared to the standard implementation.
本文推进了具有任意弯曲线段的永磁直线同步电机(PMLSM)的磁等效电路(MEC)建模。随着 PMLSM 在工业应用中的使用越来越多,精确且计算效率高的建模技术至关重要。本研究提出了一种满足这些要求的新方法,并为基于模型的实时控制、观测器和估计策略铺平了道路。现有的 PMLSM MEC 模型主要考虑直线定子段,忽略了现代 PMLSM 设计中常用的曲线段曲率的影响。本文提出的方法系统地将这些影响纳入 PMLSM 的 MEC 模型,以解决这一局限性。正如几个验证实验所证明的那样,基于测量的校准概念进一步提高了模型的准确性。最后,针对整个 PMLSM 设置有效实施所提出的 MEC 模型的方法与标准实施方法相比,大大减少了计算时间。
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引用次数: 0
Understanding friction and superelasticity in tendon-driven continuum robots 了解肌腱驱动连续机器人中的摩擦和超弹性
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-09-05 DOI: 10.1016/j.mechatronics.2024.103241
Luca Raimondi, Matteo Russo, Xin Dong, Dragos Axinte

Tendon-driven continuum robots are conventionally modeled with either discrete or differential representations of their shapes, which neglect the physical design of the robot itself. As each segment of these robotic systems is usually realized by alternating compliant elements and rigid disks for tendon routing, these discontinuities cause non-negligible position and orientation errors. Although the factors that cause these curvature errors have often been identified in the mechanical behavior of the compliant element (usually made of superelastic alloys), tendon routing, and friction, no study available in the open literature gives a satisfactory explanation of these phenomena. In this article, a Finite Element (FE) model is proposed in conjunction with a bottom-up approach to study the physical behavior of this class of robots and ultimately to quantify the impact of these factors on the shape of a tendon-driven continuum robot. The model proved capable of approximating the experimental data with good accuracy, showing an average percentage error of 0.80% and a peak percentage error at the maximum curvature of the continuum robot of 1.30%, significantly smaller than the average error of 4.1% and peak error of 13.86% obtained with a conventional model.

传统的肌腱驱动连续机器人模型采用离散或差分的形状表示法,忽略了机器人本身的物理设计。由于这些机器人系统的每个部分通常都是通过交替使用顺从元件和刚性盘来实现肌腱路由,这些不连续性会导致不可忽略的位置和方向误差。虽然导致这些曲率误差的因素通常被认为是顺应元件(通常由超弹性合金制成)的机械行为、肌腱布线和摩擦力,但公开文献中没有任何研究能对这些现象做出令人满意的解释。本文提出了一种有限元(FE)模型,结合自下而上的方法来研究这类机器人的物理行为,并最终量化这些因素对肌腱驱动连续机器人形状的影响。事实证明,该模型能够以良好的精度逼近实验数据,其平均百分比误差为 0.80%,连续机器人最大曲率处的峰值百分比误差为 1.30%,明显小于传统模型获得的平均误差 4.1%和峰值误差 13.86%。
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引用次数: 0
FalconScan: A hybrid UAV-crawler system for NDT inspection of elevated pipes in industrial plants FalconScan:用于工业厂房高架管道无损检测的无人机-爬虫混合系统
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-30 DOI: 10.1016/j.mechatronics.2024.103239
Fadl Abdellatif , Ali J. Alrasheed , Amjad Felemban , Ahmed Al Brahim , Hesham Jifri , Mohamed Abdelkader , Shehab Ahmed , Jeff S. Shamma

Periodic non-destructive testing (NDT) of pipes and tanks is vital in industrial plants, such as Oil & Gas facilities, to proactively detect defects and corrosion before leaks and forced shutdowns occur. This paper presents a hybrid system, consisting of a UAV and a crawler, which enables detailed contact-based inspection of elevated pipes, in pursuit of eliminating the need for dangerous scaffolding and manual inspection to improve safety and reduce cost. Similar to avian animals, the UAV autonomously perches on the pipe to conserve energy. A small inspection crawling robot is carried by the UAV, and is subsequently released onto the pipe’s surface to inspect its health. The crawler uses magnetic wheels for agile mobility and houses an ultrasonic testing (UT) sensor to thoroughly scan the pipe and detect wall thinning, which is a precursor for leaks. Finally, the crawler re-docks with the UAV, which in turn detaches from the pipe to fly back home or inspect another pipe. The multi-robot system is designed for and tested on pipe diameters as small as 8 in.

定期对管道和储罐进行无损检测(NDT)对石油天然气设施等工业厂房至关重要,可以在发生泄漏和被迫停产之前主动检测出缺陷和腐蚀。本文介绍了一种由无人机和爬行器组成的混合系统,该系统可对高架管道进行详细的接触式检测,从而消除了对危险的脚手架和人工检测的需求,提高了安全性并降低了成本。与鸟类动物类似,无人机可自主栖息在管道上,以节省能源。无人机携带一个小型检查爬行机器人,随后将其释放到管道表面,检查管道的健康状况。爬行器使用磁轮实现灵活移动,并装有一个超声波检测(UT)传感器,用于彻底扫描管道并检测管壁变薄,这是泄漏的前兆。最后,爬行器与无人机重新对接,然后无人机脱离管道飞回家或检查另一条管道。多机器人系统的设计和测试对象是直径小至 8 英寸的管道。
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引用次数: 0
A robust design of time-varying internal model principle-based control for ultra-precision tracking in a direct-drive servo stage 基于时变内部模型原理的稳健控制设计,用于直接驱动伺服平台的超精确跟踪
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-28 DOI: 10.1016/j.mechatronics.2024.103249
Yue Cao, Zhen Zhang

This paper proposes a robust design of the time-varying internal model principle-based control (TV-IMPC) for tracking sophisticated references generated by linear time-varying (LTV) autonomous systems. The existing TV-IMPC design usually requires a complete knowledge of the plant I/O (input/output) model, leading to the lack of structural robustness. To tackle this issue, we, in this paper, design a gray-box extended state observer (ESO) to estimate and compensate unknown model uncertainties and external disturbances. By means of the ESO feedback, the plant model is kept as nominal, and hence the structural robustness is achieved for the time-varying internal model. It is shown that the proposed design has bounded ESO estimation errors, which can be further adjusted by modifying the corresponding control gains. To stabilize the ESO-based TV-IMPC, a time-varying stabilizer is developed by employing Linear Matrix Inequalities (LMIs). Extensive simulation and experimental studies are conducted on a direct-drive servo stage to validate the proposed robust TV-IMPC with ultra-precision tracking performance (60nm RMSE out of ±80mm stroke).

本文提出了一种基于时变内部模型原理的稳健控制(TV-IMPC)设计,用于跟踪线性时变(LTV)自主系统产生的复杂基准。现有的 TV-IMPC 设计通常需要完全了解工厂的 I/O(输入/输出)模型,从而导致缺乏结构鲁棒性。为解决这一问题,我们在本文中设计了一种灰盒扩展状态观测器(ESO),用于估计和补偿未知的模型不确定性和外部干扰。通过 ESO 反馈,工厂模型保持为标称模型,从而实现了内部模型时变的结构鲁棒性。结果表明,所提出的设计具有有界的 ESO 估计误差,可以通过修改相应的控制增益来进一步调整误差。为了稳定基于 ESO 的 TV-IMPC,利用线性矩阵不等式(LMI)开发了时变稳定器。在直接驱动伺服平台上进行了广泛的仿真和实验研究,验证了所提出的稳健型 TV-IMPC 具有超高精度跟踪性能(±80 毫米行程中的 RMSE 为 60 纳米)。
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引用次数: 0
An active SLAM with multi-sensor fusion for snake robots based on deep reinforcement learning 基于深度强化学习的蛇形机器人多传感器融合主动式 SLAM
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-23 DOI: 10.1016/j.mechatronics.2024.103248
Xin Liu , Shuhuan Wen , Yaohua Hu , Fei Han , Hong Zhang , Hamid Reza Karimi

Snake-like robots can imitate the movement patterns of animals in nature and enter the space that traditional robots cannot enter, which adapt to environments that humans cannot reach, and expand the field of human exploration. However, it is often challenging to realize autonomous navigation and simultaneously avoid obstacles under an unknown environment, that is, active SLAM (Simultaneous Localization and Mapping). This paper proposes an autonomous obstacle avoidance method combined with SLAM based on deep reinforcement learning for a wheeled snake robot by using a multi-sensor. Firstly, we design a modular wheeled snake robot structure with lightweight materials based on orthogonal joints and build a three-dimensional model of a snake robot in Gazebo. Secondly, the SLAM based on two-dimensional LiDAR and IMU is used to realize autonomous navigation under an unknown environment and detect obstacles. At the same time, a Deep Q-Learning-based path planning method of the snake robot is proposed to realize obstacles avoidance during navigation. Finally, simulation studies and experiments show that the designed snake-like robot can realize effective path planning and environmental mapping in environments with obstacles. The proposed active SLAM algorithm improves the success rate of snake-like robot path planning, has better obstacle avoidance ability for obstacles, and reduces the number of collisions compared with the traditional A* and the sampling-based RRT* algorithms.

仿蛇机器人可以模仿自然界动物的运动规律,进入传统机器人无法进入的空间,适应人类无法到达的环境,拓展人类的探索领域。然而,如何在未知环境下实现自主导航并同时避开障碍物,即主动式 SLAM(同时定位与绘图),往往是一项挑战。本文提出了一种基于深度强化学习的轮式蛇形机器人自主避障方法。首先,我们设计了基于正交关节的轻质材料模块化轮式蛇形机器人结构,并在 Gazebo 中构建了蛇形机器人的三维模型。其次,利用基于二维激光雷达和 IMU 的 SLAM 实现未知环境下的自主导航和障碍物检测。同时,提出了一种基于深度 Q 学习的蛇形机器人路径规划方法,以实现导航过程中的避障。最后,仿真研究和实验表明,所设计的蛇形机器人能在有障碍物的环境中实现有效的路径规划和环境映射。与传统的 A* 算法和基于采样的 RRT* 算法相比,所提出的主动 SLAM 算法提高了蛇形机器人路径规划的成功率,对障碍物有更好的避障能力,并减少了碰撞次数。
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引用次数: 0
DBSCAN and Yolov5 based 3D object detection and its adaptation to a mobile platform 基于 DBSCAN 和 Yolov5 的 3D 物体检测及其与移动平台的适配
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-15 DOI: 10.1016/j.mechatronics.2024.103238
Dong Gyu Park , Tae Nam Jung , Jin Gahk Kim , Sang Hun Lee , Eun Su Oh , Dong Hwan Kim

This study presents a 3D object detection technology for mobile platforms and its application. Rather than an innovative high-performance model, we proposed a “useable” model for the robot industry at the current technology stage by combining various techniques. To reduce computation time, a 2D region proposal was obtained using a RGB image-based CNN model. By applying the DBSCAN clustering technique to the point cloud corresponding to the 2D region proposal, a method of obtaining a 3D region proposal was proposed. This allowed for 3D object detection using an RGB image dataset, which has been widely researched, while reducing the computation load to a level suitable for use in mobile robots. Furthermore, the 3D object detection was integrated into a ROS 2-based mobile platform, which was used to perform pedestrian-safe avoidance tasks and elevator button operation tasks. The performance was confirmed through experiments.

本研究介绍了用于移动平台的三维物体检测技术及其应用。与其说我们提出了一个创新的高性能模型,不如说我们结合了各种技术,为机器人行业提出了一个在当前技术阶段 "可用 "的模型。为了减少计算时间,我们使用基于 RGB 图像的 CNN 模型获得了二维区域建议。通过将 DBSCAN 聚类技术应用于与二维区域提案相对应的点云,提出了一种获得三维区域提案的方法。这样,就可以使用已被广泛研究的 RGB 图像数据集进行三维物体检测,同时将计算负荷降低到适合移动机器人使用的水平。此外,三维物体检测被集成到基于 ROS 2 的移动平台中,用于执行行人安全避让任务和电梯按钮操作任务。实验证实了其性能。
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引用次数: 0
Modular redesign of mechatronic systems: Formulation of module specifications guaranteeing system dynamics specifications 机电一体化系统的模块化再设计:制定模块规格,保证系统动态规格
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-12 DOI: 10.1016/j.mechatronics.2024.103236
Lars A.L. Janssen , Rob H.B. Fey , Bart Besselink , Nathan van de Wouw

Complex mechatronic systems are typically composed of interconnected modules, often developed by independent teams. This development process challenges the verification of system specifications before all modules are integrated. To address this challenge, a modular redesign framework is proposed in this paper. Herein, first, allowed changes in the dynamics (represented by frequency response functions (FRFs)) of the redesigned system are defined with respect to the original system model, which already satisfies system specifications. Second, these allowed changes in the overall system dynamics (or system redesign specifications) are automatically translated to dynamics (FRF) specifications on module level that, when satisfied, guarantee overall system dynamics (FRF) specifications. This modularity in specification management supports local analysis and verification of module design changes, enabling design teams to work in parallel without the need to iteratively rebuild the system model to check fulfilment of system FRF specifications. A modular redesign process results that shortens time-to-market and decreases redesign costs. The framework’s effectiveness is demonstrated through three examples of increasing complexity, highlighting its potential to enable modular mechatronic system (re)design.

复杂的机电一体化系统通常由相互连接的模块组成,这些模块通常由独立的团队开发。这种开发过程对在所有模块集成之前验证系统规范提出了挑战。为应对这一挑战,本文提出了一个模块化重新设计框架。首先,相对于已满足系统规范的原始系统模型,定义了重新设计系统的动态允许变化(以频率响应函数(FRF)表示)。其次,整体系统动态(或系统重新设计规格)中允许的这些变化会自动转化为模块级的动态(频率响应函数)规格,满足这些规格后,就能保证整体系统的动态(频率响应函数)规格。这种模块化的规范管理支持对模块设计变更进行局部分析和验证,使设计团队能够并行工作,而无需反复重建系统模型来检查系统 FRF 规范的满足情况。模块化重新设计流程缩短了产品上市时间,降低了重新设计成本。该框架的有效性通过三个复杂性不断增加的实例得到了证明,突出了其实现模块化机电一体化系统(再)设计的潜力。
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引用次数: 0
SUPER-MAN: SUPERnumerary robotic bodies for physical assistance in huMAN–robot conjoined actions 超人:在胡曼-机器人联合行动中提供物理辅助的超数机器人机构
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-12 DOI: 10.1016/j.mechatronics.2024.103240
Alberto Giammarino, Juan M. Gandarias, Pietro Balatti, Mattia Leonori, Marta Lorenzini, Arash Ajoudani

This paper presents a mobile supernumerary robotic approach to physical assistance in human–robot conjoined actions. The study starts with the description of the SUPER-MAN concept. The idea is to develop and utilize mobile collaborative systems that can follow human loco-manipulation commands to perform industrial tasks through three main components: (i) an admittance-type interface, (ii) a human–robot interaction controller and (iii) a supernumerary robotic body. Next, we present two possible implementations within the framework — from theoretical and hardware perspectives. The first system is called MOCA-MAN, and is composed of a redundant torque-controlled robotic arm and an omni-directional mobile platform. The second one is called Kairos-MAN, formed by a high-payload 6-DoF velocity-controlled robotic arm and an omni-directional mobile platform. The systems share the same admittance interface, through which user wrenches are translated to loco-manipulation commands, generated by whole-body controllers of each system. Besides, a thorough user-study with multiple and cross-gender subjects is presented to reveal the quantitative performance of the two systems in effort demanding and dexterous tasks. Moreover, we provide qualitative results from the NASA-TLX questionnaire to demonstrate the SUPER-MAN approach’s potential and its acceptability from the users’ viewpoint.

本文介绍了一种在人与机器人联合行动中提供物理辅助的移动编外机器人方法。研究首先描述了超级人的概念。其理念是开发和利用移动协作系统,该系统可通过三个主要组件,按照人类的定位操纵指令执行工业任务:(i) 接纳式界面,(ii) 人机交互控制器,(iii) 超级机器人躯体。接下来,我们将从理论和硬件角度介绍该框架内两种可能的实现方式。第一个系统名为 MOCA-MAN,由一个冗余扭矩控制机械臂和一个全向移动平台组成。第二个系统称为 Kairos-MAN,由一个高负载 6-DoF 速度控制机械臂和一个全向移动平台组成。这两个系统共用同一个导纳接口,用户的扳手通过该接口转换为由每个系统的全身控制器生成的机械操纵指令。此外,我们还对多个不同性别的受试者进行了深入的用户研究,以揭示这两种系统在完成费力和灵巧任务时的定量性能。此外,我们还提供了 NASA-TLX 问卷调查的定性结果,以证明超级人方法的潜力及其从用户角度看的可接受性。
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引用次数: 0
Design and testing of double-wishbone suspension for enhanced outdoor maneuver stability of a six-wheeled mobile robot 设计和测试双叉臂悬架,增强六轮移动机器人的户外机动稳定性
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-12 DOI: 10.1016/j.mechatronics.2024.103237
Hoonmin Park , Reza Langari , Hak Yi

Ensuring driving stability in wheeled mobile robots (WMRs) within dynamic environments is crucial for reliable navigation. This study presents the design and testing of a double-wishbone suspension (DWS), which is specifically tailored for a highly maneuverable six-WMR configuration, to address stability challenges in unstructured terrains. During the suspension design phase, critical factors such as the link length, position of shock absorber, spring and damping coefficients, and roll center location were optimized using the non-dominated sorting genetic algorithm (NSGA). The proposed DWS module ensures robust and stable driving performance for medium-sized WMRs. It effectively reduces rollovers and external shocks on uneven terrains while maintaining consistent traction across all wheels. Unlike current applications of the DWS in robotics, all the optimized parameters of the DWS with the NSGA algorithm are tailored for high-speed travel and are proficient at absorbing impacts that are encountered during outdoor driving. For practical implementation, a fabricated platform with optimal design parameters was subjected to field tests to evaluate its driving performance, both in prolonged driving on a circular route and in outdoor settings, with bumpy obstacles. The study presents a comprehensive stability analysis of the DWS and the proposed mobile robot, with a specific emphasis on rollover scenarios. The experimental results unequivocally demonstrated that the six-WMR equipped with the proposed DWS outperforms its counterpart without the DWS. This study highlights the reliability of the proposed DWS in the six-WMR configuration for efficient outdoor operations in unstructured terrains.

确保轮式移动机器人(WMR)在动态环境中的行驶稳定性对于可靠导航至关重要。本研究介绍了双叉臂悬架(DWS)的设计和测试,该悬架专为高机动性的六轮移动机器人(WMR)配置量身定制,以应对非结构化地形中的稳定性挑战。在悬架设计阶段,使用非优势排序遗传算法(NSGA)对连杆长度、减震器位置、弹簧和阻尼系数以及滚动中心位置等关键因素进行了优化。所提出的 DWS 模块可确保中型 WMR 具有稳健、稳定的驾驶性能。它能有效减少不平地形上的侧翻和外部冲击,同时保持所有车轮的牵引力一致。与目前在机器人技术中应用的 DWS 不同,采用 NSGA 算法的 DWS 的所有优化参数都是为高速行驶量身定制的,并能很好地吸收室外行驶过程中遇到的冲击。在实际应用中,对具有最佳设计参数的制造平台进行了实地测试,以评估其在环形路线上长时间行驶以及在有颠簸障碍物的室外环境中的行驶性能。本研究对 DWS 和拟议的移动机器人进行了全面的稳定性分析,特别强调了翻滚情况。实验结果清楚地表明,配备了拟议 DWS 的六轮移动机器人的性能优于未配备 DWS 的同类产品。这项研究突出表明,在非结构化地形中进行高效户外作业时,拟议的 DWS 在六轮移动式机器人配置中的可靠性。
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引用次数: 0
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