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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
Implementation of a multi-drone system for UWB-based onboard localization with free structural anchors 利用自由结构锚实施基于 UWB 的机载定位多无人机系统
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-08 DOI: 10.1016/j.mechatronics.2024.103234
Nam-Jin Park, Ki-Hyeon Kim, Jeong-Min Ma, Jin-Hee Son, Hyo-Sung Ahn

Ultra-wideband (UWB) sensor-based localization systems have been widely used in various applications that require precise positioning. However, most existing localization systems in the literature have limited coverage areas due to the stationary anchors or ground control station (GCS)-based system. To address this limitation, this paper proposes a mobile UWB-based onboard localization system composed of multi-drones with free structural anchors. In this paper, we introduce the detailed hardware and software configuration of the proposed system, based on the robot operating system (ROS). Moreover, we present a modified multilateration method for real-time onboard localization, which improves the localization performance even in the case of coplanar anchors by adaptively adjusting the number of iterations based on the notion of innovation. Finally, the proposed system is verified through outdoor experiments, and the results are compared with existing localization methods.

基于超宽带(UWB)传感器的定位系统已被广泛应用于各种需要精确定位的应用中。然而,由于采用固定锚点或基于地面控制站(GCS)的系统,大多数现有文献中的定位系统覆盖范围有限。针对这一局限性,本文提出了一种基于 UWB 的移动机载定位系统,该系统由带有自由结构锚的多架无人机组成。本文介绍了基于机器人操作系统(ROS)的拟议系统的详细硬件和软件配置。此外,我们还介绍了一种用于实时机载定位的改进型多方位定位方法,该方法通过基于创新概念自适应调整迭代次数,即使在共面锚点的情况下也能提高定位性能。最后,通过户外实验验证了所提出的系统,并将结果与现有的定位方法进行了比较。
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引用次数: 0
An inflatable soft wearable knee rehabilitation device: Design, fabrication, control and preliminary evaluation 可充气的软性可穿戴膝关节康复装置:设计、制造、控制和初步评估
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-08-01 DOI: 10.1016/j.mechatronics.2024.103233
Parsa Kabir , Mohammad Zareinejad , Heidar Ali Talebi , Manijeh Soleimanifar

Multiple diseases and injuries can cause knee joint stiffness. Typically, therapists manually move a patient’s lower limb to assist them in regaining range of motion. There are also devices that can be used to aid in the rehabilitation process; however, the majority of them require lengthy rehabilitation sessions or have a fixed axis of rotation that cannot always be aligned with the knee’s moving center of rotation. This work presents the design, fabrication, and evaluation of a soft, inflatable, wearable device without rigid mechanisms that aims to replicate the behavior of the therapist and address the mentioned deficiencies. Two control strategies, passive and assist-as-needed, are defined for the device’s operation. The objective of the passive strategy is to relocate the patient’s knee to the designated position within the specified time. The assist-as-needed strategy, on the other hand, does not interfere if the patient is able to move ahead of the trajectory that the device is following, and only begins to assist when the patient’s limb stops moving. The device underwent experimental testing, and the outcomes were assessed.

多种疾病和损伤都可能导致膝关节僵硬。通常情况下,治疗师会手动移动患者的下肢,帮助他们恢复活动范围。也有一些设备可用于辅助康复过程,但它们大多需要长时间的康复治疗,或者有固定的旋转轴,无法始终与膝关节的移动旋转中心保持一致。这项研究介绍了一种柔软、可充气、无刚性机构的可穿戴设备的设计、制造和评估,旨在复制治疗师的行为并解决上述不足。该装置的运行有两种控制策略,即被动策略和按需辅助策略。被动策略的目标是在指定时间内将病人的膝盖移到指定位置。而 "按需辅助 "策略则是,如果病人能够在设备所跟踪的轨迹前移动,则不进行干预,只有当病人的肢体停止移动时才开始辅助。该装置经过了实验测试,并对结果进行了评估。
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引用次数: 0
In-field gyroscope autocalibration with iterative attitude estimation 利用迭代姿态估计进行场内陀螺仪自动校准
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-29 DOI: 10.1016/j.mechatronics.2024.103232
Li Wang , Rob Duffield , Deborah Fox , Athena Hammond , Andrew J. Zhang , Wei Xing Zheng , Steven W. Su

This paper presents an efficient in-field calibration method tailored for low-cost triaxial MEMS gyroscopes often used in healthcare applications. Traditional calibration techniques are challenging to implement in clinical settings due to the unavailability of high-precision equipment. Unlike the auto-calibration approaches used for triaxial MEMS accelerometers, which rely on local gravity, gyroscopes lack a reliable reference since the Earth’s self-rotation speed is insufficient for accurate calibration. To address this limitation, we propose a novel method that uses manual rotation of the MEMS gyroscope to a specific angle (360°) as the calibration reference. This approach iteratively estimates the sensor’s attitude without requiring any external equipment. Numerical simulations and empirical tests validate that the calibration error is low and that parameter estimation is unbiased. The method can be implemented in real-time on a low-energy microcontroller and completed in under 30 seconds. Comparative results demonstrate that the proposed technique outperforms existing state-of-the-art methods, achieving scale factor and bias errors of less than 2.5×102 for LSM9DS1 and less than 1×102 for ICM20948.

本文介绍了一种针对医疗保健应用中常用的低成本三轴 MEMS 陀螺仪量身定制的高效现场校准方法。由于缺乏高精度设备,在临床环境中实施传统校准技术具有挑战性。三轴 MEMS 加速度计使用的自动校准方法依赖于本地重力,而陀螺仪则不同,它缺乏可靠的参照物,因为地球的自转速度不足以进行精确校准。为解决这一局限性,我们提出了一种新方法,利用手动将 MEMS 陀螺仪旋转到特定角度(360°)作为校准参考。这种方法无需任何外部设备即可迭代估计传感器的姿态。数值模拟和经验测试验证了校准误差很小,参数估计无偏。该方法可在低能耗微控制器上实时实现,并在 30 秒内完成。比较结果表明,所提出的技术优于现有的最先进方法,其比例因子和偏置误差小于 LSM9DS1,小于 ICM20948。
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引用次数: 0
Twisted String Actuator mechanism with adjustable offset of strings for continuous variable transmission system 用于无级变速系统的可调节弦偏移的扭绳传动机构
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-26 DOI: 10.1016/j.mechatronics.2024.103227
Dongcheol Shin , Brian Byunghyun Kang , Wansoo Kim

This paper presents a novel TSA mechanism with an adjustable offset between strings, which enables a variable transmission system. TSA is designed to be used in a variety of applications, including exoskeletons, and robotics. The fixed contraction range of TSAs limits their ability to provide comprehensive support. The proposed mechanism overcomes this limitation by adjusting the offset between strings. The mechanism consists of six parts with two motors. Each motor in the mechanism operates to adjust offset with only one motor and operates simultaneously to twist the strings. This enables the contraction range of TSA to be varied a wide range. Furthermore, an analytical model is also introduced for controlling the contraction range of TSA. In the experiment, the proposed mechanism shows the contraction range of TSA to be increased by up to 20%. Additionally, it showed that it is possible to vary the maximum force of TSA by up to 47%. Moreover, the analytical model has a low error. These findings suggest the promising potential for the developed TSA mechanism in a variety of applications.

本文介绍了一种新型 TSA 机构,该机构的弦间偏移量可调,从而实现了可变传动系统。TSA 设计用于各种应用,包括外骨骼和机器人。TSA 的固定收缩范围限制了其提供全面支持的能力。所提出的机构通过调整弦之间的偏移克服了这一限制。该机构由六个部分和两个电机组成。该机构中的每个电机仅用一个电机调节偏移量,并同时扭转琴弦。这使得 TSA 的收缩范围可在很大范围内变化。此外,还介绍了控制 TSA 收缩范围的分析模型。在实验中,所提出的机制显示 TSA 的收缩范围最多可增加 20%。此外,实验还表明,TSA 的最大作用力最多可改变 47%。此外,分析模型的误差很小。这些研究结果表明,所开发的 TSA 机制在各种应用中具有广阔的潜力。
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引用次数: 0
VARISA - A VARIable Stiffness soft robotics Arm based on inverse pneumatic actuators and differential drive fiber jamming VARISA - 基于反向气动致动器和差分驱动纤维干扰的可变刚度软机械臂
IF 3.1 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Pub Date : 2024-07-23 DOI: 10.1016/j.mechatronics.2024.103230
Luca Arleo, Matteo Cianchetti

Variable stiffness technologies are promising to fill the existing gap between the capabilities of robots based on soft materials and real-case applications, which may require high stiffness in specific working phases or conditions. Among these technologies, jamming transition emerged as a suitable option for devices that are intended to experience large deformations. Building upon the first version of the already introduced variable stiffness linear actuator (based on the combination of inverse pneumatic artificial muscles, fiber jamming, and positive pressure jamming), here we present the design of the VARISA, a novel multidirectional modular soft arm with tuneable stiffness. A tailored fabrication process, considered also in the design choices, is reported. Both the single module, made of three actuators, and the arm, which consists of two modules connected in series, were tested to assess deformability and variable stiffness capabilities. VARISA is 45 mm in diameter and 285 mm in length and it reached 100 mm of elongation and 82 degrees of maximum bending angle, covering a 300 mm wide workspace. Moreover, it achieved a stiffness variation close to one order of magnitude (a maximum stiffness ratio of 9.57) and, in particular, the possibility to tune the absolute stiffness between 0.06 and 0.52 N/mm in bent configuration.

可变刚度技术有望填补基于软材料的机器人能力与实际应用之间的现有差距,因为实际应用可能需要在特定工作阶段或条件下具有高刚度。在这些技术中,干扰过渡技术是一种适用于需要经历大变形的设备的技术。在已推出的第一版可变刚度线性致动器(基于反向气动人工肌肉、纤维干扰和正压干扰的组合)的基础上,我们在此介绍 VARISA 的设计,这是一种具有可调刚度的新型多向模块化软臂。报告还介绍了在设计选择中考虑到的定制制造工艺。对由三个致动器组成的单个模块和由两个模块串联组成的软臂进行了测试,以评估其变形能力和可变刚度能力。VARISA 的直径为 45 毫米,长度为 285 毫米,在 300 毫米宽的工作空间内可达到 100 毫米的伸长率和 82 度的最大弯曲角。此外,它还实现了接近一个数量级的刚度变化(最大刚度比为 9.57),特别是在弯曲配置中,绝对刚度可在 0.06 至 0.52 N/mm 之间调节。
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引用次数: 0
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