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Robot-assisted language assessment: development and evaluation of feasibility and usability 机器人辅助语言评估:可行性和可用性的开发与评估
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-22 DOI: 10.1007/s11370-023-00505-2
Sukyung Seok, Sujin Choi, Kimun Kim, Jongsuk Choi, Jee Eun Sung, Yoonseob Lim

Many studies have shown that robots can provide medical help to patients, such as supporting physical movements, managing mood, or simulating cognitive function. However, robotic cognitive/language assessment, which is vital for mental health care, has not been fully explored and is limited to only a few types of assessment. The aim of this study is to present and evaluate a social robot equipped with a web-based language assessment for sentence comprehension test (SCT) with a dialogue system involving yes/no questions. A total of 50 participants took the test with 36 items conducted by a robot (robot-SCT), while a total of 55 participants took the same test but conducted by a human examiner (human-SCT). Comparative analyses were performed to evaluate the validity of the robot-SCT in terms of test scores and time-related measures. Usability was evaluated through the system usability score and interview feedback. With regard to the validity of the robot-SCT, the test scores indicated no significant differences between the robot-SCT and human-SCT. In addition, conditional differences in reaction time for the test items were observed, similar to the previous paper-and-pencil researches. The high system usability scores (i.e., mean = 78.5, SD = 11) demonstrated the high usability of the robot-SCT. This study demonstrates the validity and usability of robotic language assessment among normal adults. However, further evaluation is required for people with dementia or mild cognitive impairment.

许多研究表明,机器人可以为患者提供医疗帮助,如支持身体运动、管理情绪或模拟认知功能。然而,对心理健康护理至关重要的机器人认知/语言评估尚未得到充分探索,而且仅限于少数几种评估类型。本研究旨在介绍和评估一款社交机器人,该机器人配备了一个基于网络的语言评估系统,可进行句子理解测试(SCT),其中的对话系统包括是/否问题。共有 50 名参与者参加了由机器人进行的 36 个项目的测试(机器人-SCT),另有 55 名参与者参加了由人类考官进行的相同测试(人类-SCT)。我们进行了比较分析,以评估机器人-SCT 在测试分数和时间相关测量方面的有效性。可用性则通过系统可用性评分和访谈反馈进行评估。关于机器人-SCT 的有效性,测试得分表明机器人-SCT 与人类-SCT 之间没有显著差异。此外,测试项目的反应时间也出现了条件性差异,这与之前的纸笔研究类似。系统可用性得分很高(即平均分 = 78.5,标准差 = 11),这表明机器人-SCT 具有很高的可用性。这项研究证明了机器人语言评估在正常成年人中的有效性和可用性。不过,还需要对痴呆症患者或轻度认知障碍患者进行进一步评估。
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引用次数: 0
Control of robot manipulators with uncertain closed architecture using neural networks 利用神经网络控制具有不确定封闭结构的机器人机械手
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-22 DOI: 10.1007/s11370-023-00507-0
Gulam Dastagir Khan

This paper presents a novel neural network-based control approach designed for industrial robot manipulators characterized by uncertain closed architectures and unknown dynamics. Industrial and commercial robot manipulators typically employ closed control architectures, which limit the ability to make modifications or comprehend the inner control processes. Users are generally restricted to providing joint position or velocity commands for controlling the manipulator. Furthermore, the integration of these robots with external sensors for modern applications poses challenges to system stability. Our proposed solution utilizes neural networks to approximate the robot’s dynamic model and low-level controller. The proposed controller is introduced as an outer (external feedback) loop, ensuring independence from the inner controller configuration. This outer loop leverages external sensor data and the desired trajectory to calculate commands for joint velocities. Consequently, this approach offers greater design flexibility for modern control applications. Unlike previous studies, our work introduces novelty through unconstrained control actions, avoiding the need for inner controller configuration and control gain structure. To validate our method, we conducted experiments using two industrial manipulators, namely the UR5e and UR10e, and the results clearly demonstrate the superior performance and industrial applicability of the framework we have developed.

本文介绍了一种基于神经网络的新型控制方法,该方法专为具有不确定封闭架构和未知动态特性的工业机器人机械手而设计。工业和商用机器人机械手通常采用封闭式控制架构,这限制了进行修改或理解内部控制过程的能力。用户通常只能提供关节位置或速度指令来控制机械手。此外,在现代应用中,这些机器人与外部传感器的集成给系统稳定性带来了挑战。我们提出的解决方案利用神经网络逼近机器人的动态模型和底层控制器。所提议的控制器作为一个外环(外部反馈)引入,确保独立于内部控制器配置。该外环利用外部传感器数据和所需轨迹来计算关节速度指令。因此,这种方法为现代控制应用提供了更大的设计灵活性。与以往的研究不同,我们的工作通过无约束控制动作引入了新颖性,避免了对内部控制器配置和控制增益结构的需求。为了验证我们的方法,我们使用两个工业机械手(即 UR5e 和 UR10e)进行了实验,结果清楚地证明了我们开发的框架具有卓越的性能和工业适用性。
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引用次数: 0
Frontend and backend electronics achieving flexibility and scalability for tomographic tactile sensing 前端和后端电子设备实现了断层触觉传感的灵活性和可扩展性
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-08 DOI: 10.1007/s11370-023-00502-5
Alberto Sánchez-Delgado, Keshav Garg, Cor Scherjon, Hyosang Lee

Tactile sensing is essential for robots to adequately interact with the physical world, but creating tactile sensors for the robot’s soft and flexible body surface has been a challenge. The resistance tomography-based tactile sensors have been introduced as a promising approach to creating soft tactile skins because the sensor fabrication can be greatly simplified with the aid of a computation model. This article introduces an electronic design strategy dividing frontend and backend electronics for the resistance tomography-based tactile sensors. In this scheme, the frontend is made of the piezoresistive structure and electrodes that can be changed depending on the required geometry. The backend is the electronic circuit for resistance tomography, which can be used for various frontend geometries. To evaluate the use of a unified backend for different frontend geometries, two frontend specimens with a square shape and a circular shape are tested. The minimum detectable contact force and the minimum discernible contact distance are calculated as (0.83 times 10^{-4}) N/mm(^2), 2.51 mm for the square-shaped frontend and (1.19 times 10^{-4}) N/mm(^2), 3.42 mm for the circular-shaped frontend. The results indicated that the proposed electronic design strategy can be used to create tactile skins with different scales and geometries while keeping the same backend design.

触觉传感对于机器人与物理世界充分互动至关重要,但为机器人柔软而灵活的身体表面制造触觉传感器一直是一项挑战。基于电阻断层扫描技术的触觉传感器被认为是制造柔软触觉皮肤的一种有前途的方法,因为借助计算模型可以大大简化传感器的制造。本文介绍了基于电阻层析成像的触觉传感器的电子设计策略,分为前端和后端电子设备。在该方案中,前端由压阻结构和电极组成,可根据所需的几何形状进行改变。后端是用于电阻断层扫描的电子电路,可用于各种前端几何形状。为了评估统一后端在不同前端几何形状中的使用情况,我们测试了方形和圆形两种前端试样。计算得出方形前端的最小可检测接触力和最小可辨别接触距离分别为:(0.83乘以10^{-4})N/mm(^2)、2.51毫米;圆形前端的最小可检测接触力和最小可辨别接触距离分别为:(1.19乘以10^{-4})N/mm(^2)、3.42毫米。结果表明,在保持相同的后端设计的情况下,建议的电子设计策略可用于创建不同比例和几何形状的触感表皮。
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引用次数: 0
Enhanced flexible vibrotactile actuator based on dielectric elastomer with propylene carbonate 基于碳酸丙烯酯介电弹性体的增强型柔性振动触觉致动器
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-06 DOI: 10.1007/s11370-023-00503-4
Yong Hae Heo, Seok Hun Lee, In Kwon Lee, Sang-Youn Kim

This paper proposes a flexible vibrotactile actuator based on a dielectric elastomer which is fabricated by mixing a PDMS-Ecoflex elastomer and PC (propylene carbonate) solution. The proposed flexible vibrotactile actuator is composed of a top electrode, an adhesive tape, the PDMS-Ecoflex-PC-based elastomer, and a bottom electrode. The applied electric field between two parallel electrodes (top and bottom electrodes) creates an electrostatic force in the actuator, resulting in the actuator being compressed. The performance of the vibrotactile actuator based on dielectric elastomers is affected by the mechanical and dielectric properties of the dielectric elastomer. So, in this paper, we experimentally optimize the design of the haptic actuator and then quantitatively evaluate the actuator. For evaluation, the six samples of PDMS-Ecoflex-PC elastomers having different mixing ratios are prepared and their material properties are investigated by experiments. We fabricate the haptic actuators based on PDMS-Ecoflex-PC elastomers and then measure the haptic behaviors of the proposed actuator as a function of the applied voltage amplitude and frequency. Furthermore, we inquire the response time of the proposed actuator. Maximum vibrational force of the optimized sample is about 0.556 N at 140 Hz which is strong enough to stimulate human finger, and the response time is 21 ms which is fast enough to obtain the touch feedback in real time. From the results, we show that the proposed vibrotactile actuator creates a variety of haptic sensations in real time.

本文提出了一种基于介电弹性体的柔性振动触觉致动器,它是由 PDMS-Ecoflex 弹性体和 PC(碳酸丙烯酯)溶液混合制成的。拟议的柔性振动触觉致动器由顶部电极、胶带、PDMS-Ecoflex-PC 弹性体和底部电极组成。两个平行电极(顶部电极和底部电极)之间的外加电场在致动器中产生静电力,导致致动器被压缩。基于介电弹性体的振动触觉致动器的性能受到介电弹性体的机械和介电特性的影响。因此,在本文中,我们通过实验优化了触觉致动器的设计,然后对致动器进行了定量评估。为了进行评估,我们制备了六种具有不同混合比的 PDMS-Ecoflex-PC 弹性体样品,并通过实验研究了它们的材料特性。我们制作了基于 PDMS-Ecoflex-PC 弹性体的触觉致动器,然后测量了拟议致动器的触觉行为与施加电压的幅度和频率之间的函数关系。此外,我们还查询了拟议致动器的响应时间。优化样品在 140 Hz 频率下的最大振动力约为 0.556 N,足以刺激人的手指,响应时间为 21 ms,足以实时获得触觉反馈。结果表明,所提出的振动触觉致动器能实时产生各种触觉。
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引用次数: 0
Imaging radar and LiDAR image translation for 3-DOF extrinsic calibration 用于三维空间外校准的成像雷达和激光雷达图像转换
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-03 DOI: 10.1007/s11370-023-00498-y
Sangwoo Jung, Hyesu Jang, Minwoo Jung, Ayoung Kim, Myung-Hwan Jeon

The integration of sensor data is crucial in the field of robotics to take full advantage of the various sensors employed. One critical aspect of this integration is determining the extrinsic calibration parameters, such as the relative transformation, between each sensor. The use of data fusion between complementary sensors, such as radar and LiDAR, can provide significant benefits, particularly in harsh environments where accurate depth data is required. However, noise included in radar sensor data can make the estimation of extrinsic calibration challenging. To address this issue, we present a novel framework for the extrinsic calibration of radar and LiDAR sensors, utilizing CycleGAN as a method of image-to-image translation. Our proposed method employs translating radar bird-eye-view images into LiDAR-style images to estimate the 3-DOF extrinsic parameters. The use of image registration techniques, as well as deskewing based on sensor odometry and B-spline interpolation, is employed to address the rolling shutter effect commonly present in spinning sensors. Our method demonstrates a notable improvement in extrinsic calibration compared to filter-based methods using the MulRan dataset.

在机器人技术领域,传感器数据的整合对于充分利用所使用的各种传感器至关重要。这种整合的一个关键方面是确定每个传感器之间的外在校准参数,如相对转换。使用雷达和激光雷达等互补传感器之间的数据融合可以带来显著的优势,尤其是在需要精确深度数据的恶劣环境中。然而,雷达传感器数据中包含的噪声会使外部校准的估算变得困难。为了解决这个问题,我们提出了一个新颖的雷达和激光雷达传感器外校准框架,利用 CycleGAN 作为图像到图像的转换方法。我们提出的方法采用将雷达鸟瞰图像转换为激光雷达式图像的方法来估算 3-DOF 外在参数。使用图像注册技术,以及基于传感器轨迹测量和 B 样条插值的纠偏技术,可以解决旋转传感器中常见的卷帘快门效应。与使用 MulRan 数据集的基于滤波器的方法相比,我们的方法在外差校准方面有显著改进。
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引用次数: 0
Trajectory planning and inverse kinematics solution of Kuka robot using COA along with pick and place application 使用 COA 对库卡机器人进行轨迹规划和逆运动学求解,并进行拾放应用
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2024-01-02 DOI: 10.1007/s11370-023-00501-6
Manpreet Kaur, Venkata Karteek Yanumula, Swati Sondhi

In this work, Coyote optimization algorithm (COA) is used for inverse kinematics optimization of a 7 degrees-of-freedom Kuka robot. The Denavit–Hartenberg (D–H) Convention approach is used to compute the forward kinematics of the robotic arm. The fitness functions based on sum of squares of distance and torque are employed to compute the optimized inverse kinematics solution using the COA. A comparative analysis has been conducted with other optimization algorithms including genetic algorithm (GA), particle swarm optimization (PSO) and Grey wolf optimization (GWO), artificial bee colony (ABC) optimization, and whale optimization algorithm (WOA) to evaluate the performance of the proposed approach. The experimental results show that the COA leads to least computation error of (3.59 times 10^{-7}) and computation time of 1.405 s as compared to GA, PSO, GWO, ABC, and WOA algorithms. Further, jerk being control input has a major impact on the efficiency of robotic arm. COA is employed to obtain the optimal joint parameters, such as joint velocity, joint acceleration, and joint jerk, respectively. This leads to a minimum jerk trajectory which contributes to the smooth movement of Kuka arm. The simulation of Kuka robotic arm for pick and place operations is performed in CoppeliaSim, which further justifies its usage for real-time applications.

在这项工作中,Coyote 优化算法(COA)被用于 7 自由度库卡机器人的逆运动学优化。Denavit-Hartenberg (D-H) 公约方法用于计算机械臂的正向运动学。利用基于距离和扭矩平方和的拟合函数,使用 COA 计算出优化的逆运动学解决方案。与其他优化算法进行了比较分析,包括遗传算法(GA)、粒子群优化(PSO)和灰狼优化(GWO)、人工蜂群优化(ABC)以及鲸鱼优化算法(WOA),以评估所提出方法的性能。实验结果表明,与 GA、PSO、GWO、ABC 和 WOA 算法相比,COA 的计算误差最小(3.59 倍 10^{-7}),计算时间最短(1.405 秒)。此外,作为控制输入的 jerk 对机械臂的效率有很大影响。采用 COA 算法可分别获得最佳关节参数,如关节速度、关节加速度和关节颠簸。这样就能获得最小运动轨迹,从而使库卡机械臂的运动更加流畅。在 CoppeliaSim 中对用于取放操作的 Kuka 机械臂进行了仿真,这进一步证明了其在实时应用中的合理性。
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引用次数: 0
Development of the sub-10 cm, sub-100 g jumping–crawling robot 开发 10 厘米以下、100 克以下的跳跃式爬行机器人
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2023-12-29 DOI: 10.1007/s11370-023-00497-z

Abstract

The accessible environment and locomotion performance of a robot are governed by the scale of the robot. The operating time and speed can be increased as the scale of the robot increases. However, the size of the robot does limit the accessible environment: the robot cannot pass through a space smaller than its size. Therefore, to explore an environment containing gaps, holes, and crevices, a small-scale robot is required. In this paper, we propose a sub-10 cm, sub-100 g scale jumping–crawling robot. The proposed robot consists of crawling, jumping, and self-righting mechanisms. The combination of crawling and jumping allowed the robot to overcome obstacles of various sizes. To reduce the weight and size of the robot, we employed a smart composite microstructures (SCM) design method and utilized a shape memory alloy (SMA) actuator. All the mechanisms and electronic components were compactly integrated into a single robot. The robot can crawl with the maximum speed of 3.94 cm/s (0.4 BL/s), and jump 19 cm which is 2.2 times its body height.

摘要 机器人的可进入环境和运动性能受机器人的规模制约。随着机器人尺度的增大,运行时间和速度也会增加。然而,机器人的大小确实限制了可进入的环境:机器人无法通过小于其大小的空间。因此,要探索一个包含缝隙、孔洞和裂缝的环境,就需要一个小尺寸的机器人。在本文中,我们提出了一种小于 10 厘米、小于 100 克的跳跃式爬行机器人。该机器人由爬行、跳跃和自动扶正机构组成。爬行和跳跃的结合使机器人能够克服各种大小的障碍。为了减小机器人的重量和体积,我们采用了智能复合微结构(SCM)设计方法,并使用了形状记忆合金(SMA)致动器。所有机构和电子元件都被紧凑地集成在一个机器人中。该机器人的最大爬行速度为 3.94 厘米/秒(0.4 BL/秒),跳跃速度为 19 厘米,是其身体高度的 2.2 倍。
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引用次数: 0
Pneumatic artificial muscle-based stroke rehabilitation device for upper and lower limbs 基于气动人工肌肉的上下肢中风康复装置
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2023-12-27 DOI: 10.1007/s11370-023-00509-y

Abstract

Rehabilitation of the upper and lower limbs is crucial for patients recovering from strokes, surgeries, or injuries. Traditional rehabilitation often takes place in hospitals under the guidance of a therapist, which can delay treatment due to various constraints. This paper proposes a soft robotic device designed to aid in the flexion and extension of both the elbow and knee. The device utilizes pneumatic artificial muscles, constructed from an elastomeric bladder with a threaded mesh exterior, as its actuating mechanism. It operates in two distinct modes: a continuous passive mode, where continuous, repetitive flexion, and extension of limbs are carried out, and an active intent-based assisted mode, which detects a patient's movement intention via surface electromyography (sEMG) and subsequently aids in the movement execution. To test the effectiveness of the device, sEMG electrodes were placed on upper and lower limbs of six healthy male subjects, range of motion, and muscle activity were recorded with and without the device. Also NASA task load index (NASA-TLX) was calculated for the usability of the device. The results indicate the required muscle activity and range of motions for both upper and lower limb rehabilitation are effectively generated in both the modes.

摘要 上肢和下肢的康复对中风、手术或受伤后的病人至关重要。传统的康复训练通常是在医院里由治疗师指导进行的,这可能会因各种限制因素而延误治疗。本文提出了一种软机器人装置,旨在帮助肘部和膝部的屈伸。该装置采用气动人工肌肉作为驱动机制,气动人工肌肉由弹性膀胱和带螺纹的网状外层构成。它有两种不同的工作模式:一种是连续被动模式,即进行连续、重复性的肢体屈伸运动;另一种是基于意图的主动辅助模式,即通过表面肌电图(sEMG)检测患者的运动意图,然后辅助患者进行运动。为了测试该装置的有效性,我们在六名健康男性受试者的上下肢上放置了 sEMG 电极,记录了使用和不使用该装置时的运动范围和肌肉活动。此外,还计算了 NASA 任务负荷指数(NASA-TLX),以确定该装置的可用性。结果表明,在这两种模式下,都能有效生成上肢和下肢康复所需的肌肉活动和运动范围。
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引用次数: 0
Soft actuators in surgical robotics: a state-of-the-art review 手术机器人中的软致动器:最新进展综述
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2023-12-26 DOI: 10.1007/s11370-023-00506-1

Abstract

Soft surgical robots represent a groundbreaking innovation in the field of medical technology. These robots utilize soft, deformable materials to navigate and interact with delicate structures inside the human body, such as organs and blood vessels, with enhanced safety. They have the potential to transform healthcare by expanding the capabilities of minimally invasive surgeries, targeted drug delivery, and precise diagnostics. They can also reduce patient discomfort, recovery times, and the risk of complications, infections, and accidental injuries. The key to the functionality of soft surgical robots lies in their actuation mechanisms. Various actuation methods have been developed, including pneumatic, magnetic, tendon-driven, smart materials (like shape memory alloys, dielectric elastomer actuators, and ionic polymer–metal composites), and hybrid combinations of these mechanisms. Each actuator type offers unique advantages and challenges, making the selection of the right actuation solution a complex task. This review paper aims to provide a comprehensive understanding of these soft actuation mechanisms and their applications in surgical robotics. It delves into the current state of the art in various applications, from endoscopes and catheters to cardiac support devices, bioinspired inchworm robots, and more. While significant progress has been made in the field of soft actuators for surgical robotics, this paper identifies several challenges that must still be overcome to effectively apply these innovations in real-life surgical procedures on human patients.

摘要 软手术机器人是医疗技术领域的一项突破性创新。这些机器人利用柔软、可变形的材料来导航并与人体内部的精密结构(如器官和血管)进行交互,从而提高了安全性。它们有可能通过扩大微创手术、靶向给药和精确诊断的能力来改变医疗保健。它们还能减少病人的不适感、恢复时间以及并发症、感染和意外伤害的风险。软手术机器人功能的关键在于其驱动机制。目前已开发出各种驱动方法,包括气动、磁力、肌腱驱动、智能材料(如形状记忆合金、介电弹性体致动器和离子聚合物-金属复合材料)以及这些机制的混合组合。每种致动器都具有独特的优势和挑战,因此选择合适的致动解决方案是一项复杂的任务。本综述旨在全面介绍这些软促动机制及其在手术机器人中的应用。它深入探讨了从内窥镜和导管到心脏支持设备、生物启发尺蠖机器人等各种应用的技术现状。虽然手术机器人软致动器领域取得了重大进展,但本文指出了在人类患者的实际手术过程中有效应用这些创新所必须克服的几个挑战。
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引用次数: 0
ART: Avatar Robotics Telepresence—the future of humanoid material handling loco-manipulation 艺术:阿凡达机器人遥感技术--人形物料搬运机车操纵的未来
IF 2.5 4区 计算机科学 Q1 Engineering Pub Date : 2023-12-21 DOI: 10.1007/s11370-023-00499-x
Jean Chagas Vaz, Nicolas Kosanovic, Paul Oh

Material handling loco-manipulation is heavily present in humanitarian assistance and disaster relief (HADR) efforts. Consider a scenario requiring human expertise to transcend the physical location of the human body; an approach—harnessing the innately long-range and precise abilities of robotic Avatar technologies—was successfully applied to material handling and loco-manipulation tasks, proving that humanoids may play an integral role in future disaster relief. Typically, first responders, such as firefighters and/or paramedics, must carry, push, pull, and handle objects, facilitating the transportation of goods. Hence, researchers have sought to enable full-sized humanoid robots to perform such essential material handling tasks. This work aims to tackle current limitations in humanoid object interaction capabilities, specifically with common objects such as carts, wheelbarrows, etc. Furthermore, this article compiles many methods to ensure stable gait during cart loco-manipulation. The examined objects range from simple carts (such as rolling and utility carts) to challenging carts (such as wheelbarrows). Thus, the authors present a comprehensive approach to address some of the most convoluted material handling and loco-manipulation challenges in the field of humanoid robotics. Finally, promising results are showcased when ART (Avatar Robotics Telepresence) and humanoid embodiment are applied in the context of loco-manipulation and material handling.

在人道主义援助和救灾(HADR)工作中,物资搬运和机械操作的应用非常广泛。考虑到需要人类专业技能超越人体物理位置的场景;一种方法--利用机器人阿凡达技术与生俱来的远距离和精确能力--被成功应用于材料处理和机车操纵任务,证明了人形机器人可能在未来的灾难救援中发挥不可或缺的作用。通常情况下,消防员和/或医护人员等急救人员必须搬运、推拉和处理物品,以方便货物运输。因此,研究人员试图让全尺寸仿人机器人能够执行此类重要的材料处理任务。这项工作旨在解决目前仿人物体交互能力的局限性,特别是与推车、手推车等常见物体的交互能力。此外,本文还汇编了许多方法,以确保在推车定位操纵过程中步态稳定。所研究的对象既包括简单的推车(如滚动车和多功能车),也包括具有挑战性的推车(如手推车)。因此,作者提出了一种全面的方法来解决仿人机器人领域中一些最复杂的材料处理和定位操纵难题。最后,ART(阿凡达机器人网真技术)和仿人体现在机车操纵和材料处理中的应用展示了令人鼓舞的成果。
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引用次数: 0
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Intelligent Service Robotics
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