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Optimization of industrial process parameter control using improved genetic algorithm for industrial robot 基于改进遗传算法的工业机器人工艺参数优化控制
Pub Date : 2022-01-01 DOI: 10.1515/pjbr-2022-0006
Cenglin Yao, Yongzhou Li, Mohd Dilshad Ansari, M. A. Talab, Amit Verma
Abstract A number of suggestions are made based on the improved evolutionary algorithm and using the polishing parameter optimization of an industrial robot as an example to optimize the industrial process parameter control. By fitting a cubic B-spline curve, the trajectory curve of each joint is determined. The kinematic constraint is replaced with the control point constraint of a B-spline curve, and the time optimal time node is solved using an enhanced evolutionary algorithm. This foundation allows for the creation of the nonlinear trajectory curve that satisfies the time optimization. The research shows that based on the improved genetic algorithm (GA), the “degradation” phenomenon of the traditional GA can be avoided, and the optimal solution can be obtained faster, that is, the polishing working time of the polishing industrial robot reaches the optimal level. An enhanced GA that incorporates simulated annealing is suggested to address the mathematical model of robot deburring process parameter optimization. Population selection is accomplished by the use of metropolis sampling, which successfully addresses the issue of the GA’s simple local convergence. The process parameter optimization verification is done while a robot deburring test platform is being constructed. The test results demonstrate a considerable reduction in burr removal time per unit length and an increase in efficiency when compared with the empirical method.
摘要基于改进的进化算法,以工业机器人抛光参数优化为例,对工业过程参数控制的优化提出了若干建议。通过拟合三次b样条曲线,确定各关节的轨迹曲线。将运动约束替换为b样条曲线的控制点约束,采用改进的进化算法求解时间最优时间节点。此基础允许创建满足时间优化的非线性轨迹曲线。研究表明,基于改进的遗传算法(GA)可以避免传统遗传算法的“退化”现象,并且可以更快地获得最优解,即抛光工业机器人的抛光工作时间达到最优水平。针对机器人去毛刺工艺参数优化的数学模型,提出了一种结合模拟退火的增强遗传算法。总体选择采用大都市抽样,成功地解决了遗传算法的简单局部收敛问题。在搭建机器人去毛刺试验平台的同时,对工艺参数进行了优化验证。试验结果表明,与经验方法相比,单位长度毛刺去除时间大大减少,效率提高。
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引用次数: 7
Optimization technique based on cluster head selection algorithm for 5G-enabled IoMT smart healthcare framework for industry 基于簇头选择算法的5g工业物联网智能医疗框架优化技术
Pub Date : 2022-01-01 DOI: 10.1515/pjbr-2022-0101
Zahraa A. Jaaz, Mohd Dilshad Ansari, P. S. JosephNg, H. M. Gheni
Abstract Internet of medical things (IoMT) communication has become an increasingly important component of 5G wireless communication networks in healthcare as a result of the rapid proliferation of IoMT devices. Under current network architecture, widespread access to IoMT devices causes system overload and low energy efficiency. 5G-based IoMT systems aim to protect healthcare infrastructure and medical device functionality for longer. Therefore, using energy-efficient communication protocols is essential for enhancing QoS in IoMT systems. Several methods have been developed recently to improve IoMT QoS; however, clustering is more popular because it provides energy efficiency for medical applications. The primary drawback of the existing clustering technique is that their communication model does not take into account the chance of packet loss, which results in unreliable communication and drains the energy of medical nodes. In this study, we concentrated on designing a clustering model named Whale optimized weighted fuzzy-based cluster head selection algorithm to facilitate successful communication for IoMT-based systems. The experimental study shows that the proposed strategy performs better in terms of QoS than compared approaches. Inferring from this, the proposed method not only reduces energy consumption levels of 5G-based IoMT systems but also uniformly distributes cluster-head over a network to improve QoS.
摘要随着医疗物联网设备的快速普及,医疗物联网通信已成为5G无线通信网络在医疗领域日益重要的组成部分。在当前的网络架构下,广泛接入IoMT设备会导致系统过载和能源效率低下。基于5g的IoMT系统旨在更长时间地保护医疗基础设施和医疗设备功能。因此,使用节能的通信协议对于提高IoMT系统的QoS至关重要。最近开发了几种方法来提高IoMT的QoS;然而,集群更受欢迎,因为它为医疗应用程序提供了能源效率。现有聚类技术的主要缺点是其通信模型没有考虑丢包的可能性,导致通信不可靠,消耗医疗节点的能量。在本研究中,我们重点设计了一种名为Whale优化加权模糊聚类头选择算法的聚类模型,以促进基于iom的系统的成功通信。实验研究表明,该策略在服务质量方面优于其他方法。由此推断,提出的方法不仅降低了基于5g的IoMT系统的能耗水平,而且在网络上均匀分布簇头,提高了QoS。
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引用次数: 6
Robot visual navigation estimation and target localization based on neural network 基于神经网络的机器人视觉导航估计与目标定位
Pub Date : 2022-01-01 DOI: 10.1515/pjbr-2022-0005
Yanping Zhao, R. K. Gupta, Edeh Michael Onyema
Abstract The high computational cost, complex external environment, and limited computing resources of embedded system are some major problems in traditional autonomous robot navigation methods. To overcome these problems, a mobile robot path planning navigation system based on panoramic vision was proposed. This method first describes the structure and functions of the navigation system. It explains how to use the environment to explore and map in order to create a panoramic vision sensor. Finally, it elaborates on the breadth-first search based on regression neural network (RNN) method, the Voronoi skeleton diagram method, the algorithm principle, and how to navigate by the planning path implementation of practical strategies. The simulation results illustrate that the breadth-first search method and the Voronoi skeleton graph method based on panoramic view have a high speed. The accessibility of RNN planning algorithm can effectively solve the difficult problems such as high computing overhead, complex navigation environment, and limited computing resources. In the actual robot navigation experiment, the difference in real-time performance and optimality performance that exists between the two algorithms is reflected in the length and duration of the course taken by the robot. When applied to a variety of site environments, the breadth-first search method requires between 23.2 and 45.3% more time to calculate the planned path than the Voronoi skeleton graph method, despite the fact that the planned path length is between 20.7 and 35.9% shorter using the breadth-first search method. It serves as a guide for choosing the appropriate algorithm to implement in practical applications.
嵌入式系统计算成本高、外部环境复杂、计算资源有限是传统自主机器人导航方法存在的主要问题。针对这些问题,提出了一种基于全景视觉的移动机器人路径规划导航系统。该方法首先描述了导航系统的结构和功能。它解释了如何使用环境来探索和映射,以创建一个全景视觉传感器。最后,详细阐述了基于回归神经网络(RNN)的广度优先搜索方法、Voronoi骨架图方法、算法原理,以及如何通过规划路径实现导航的实用策略。仿真结果表明,宽度优先搜索方法和基于全景视图的Voronoi骨架图方法具有较高的搜索速度。RNN规划算法的可及性可以有效解决计算开销高、导航环境复杂、计算资源有限等难题。在实际的机器人导航实验中,两种算法在实时性和最优性上的差异体现在机器人所走的路程长度和持续时间上。当应用于各种站点环境时,宽度优先搜索方法比Voronoi骨架图方法计算规划路径的时间多23.2% ~ 45.3%,尽管使用宽度优先搜索方法的规划路径长度缩短了20.7% ~ 35.9%。为在实际应用中选择合适的算法提供了指导。
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引用次数: 5
Social robot – Jack of all trades? 社交机器人——万事通?
Pub Date : 2022-01-01 DOI: 10.1515/pjbr-2022-0002
K. Kühne, M. A. Jeglinski-Mende, M. Fischer, Yuefang Zhou
Abstract Background Social robots have been used in different roles, for example, in caregiving, companionship, and as a therapy tool, in recent years – with growing tendency. Although we still know little about factors that influence robots’ acceptance, studies have shown that robots are possible social companions for humans that help overcome loneliness, among other use cases. Especially in the given situation of forced social isolation, social companions are needed. This social gap might be filled by robots. We hypothesized that loneliness and the need to belong increase acceptance of social robots. Methods One hundred forty participants were asked to fill out an online survey on social robots and their acceptance in society. Questions on robots, demographical factors, and external factors (lockdown length) were asked and personal traits were also assessed. Results and interpretation As expected, among other findings, loneliness of participants was positively linked to robots’ acceptance. Nevertheless, need to belong was not. We conclude from these results that social robots are a possible social instrument to overcome loneliness and that interaction with a robot cannot replace belonging to a social group because robots lack needs that humans or animals have. Also, personality traits and demographic factors were linked to robots’ acceptance. This means that, even though there are generalizable connections between robots’ acceptance and factors as loneliness, personal traits are at least of similar importance. Discussion Our results provide important new insights into relationships between humans and robots and their limitations. Robots can ease our loneliness but are not seen as human. Future research needs to investigate factors that influence perception and acceptance of robots. Future lab-based studies with realistic human–robot interactions will deepen our insights of human understanding, perception, and acceptance of robots.
近年来,社交机器人被应用于不同的角色,如看护、陪伴和治疗工具,并呈增长趋势。尽管我们对影响机器人被接受程度的因素知之甚少,但研究表明,机器人可能是人类的社交伴侣,有助于克服孤独,以及其他用例。特别是在被迫社会孤立的情况下,需要社会伙伴。这种社会差距可能会被机器人填补。我们假设孤独和归属感的需要增加了对社交机器人的接受度。方法要求140名参与者填写一份关于社交机器人及其社会接受度的在线调查。询问了有关机器人、人口因素和外部因素(封锁时间)的问题,并评估了个人特征。结果和解释正如预期的那样,在其他发现中,参与者的孤独感与机器人的接受度呈正相关。然而,归属感的需要却不是。我们从这些结果中得出结论,社交机器人是一种可能的社交工具,可以克服孤独,与机器人的互动不能取代属于一个社会群体,因为机器人缺乏人类或动物所拥有的需求。此外,性格特征和人口因素也与机器人的接受程度有关。这意味着,尽管机器人的接受程度与孤独等因素之间存在普遍的联系,但个人特质至少也同样重要。我们的研究结果为人类和机器人之间的关系及其局限性提供了重要的新见解。机器人可以缓解我们的孤独感,但不被视为人类。未来的研究需要调查影响感知和接受机器人的因素。未来基于实验室的真实人机交互研究将加深我们对人类对机器人的理解、感知和接受的见解。
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引用次数: 0
Opportunities for social robots in the stuttering clinic: A review and proposed scenarios 社会机器人在口吃诊所的机会:回顾和提出的方案
Pub Date : 2022-01-01 DOI: 10.1515/pjbr-2022-0001
S. Chandra, Garima Gupta, T. Loucks, K. Dautenhahn
Abstract The inclusion of technologies such as telepractice, and virtual reality in the field of communication disorders has transformed the approach to providing healthcare. This research article proposes the employment of similar advanced technology – social robots, by providing a context and scenarios for potential implementation of social robots as supplements to stuttering intervention. The use of social robots has shown potential benefits for all the age group in the field of healthcare. However, such robots have not yet been leveraged to aid people with stuttering. We offer eight scenarios involving social robots that can be adapted for stuttering intervention with children and adults. The scenarios in this article were designed by human–robot interaction (HRI) and stuttering researchers and revised according to feedback from speech-language pathologists (SLPs). The scenarios specify extensive details that are amenable to clinical research. A general overview of stuttering, technologies used in stuttering therapy, and social robots in health care is provided as context for treatment scenarios supported by social robots. We propose that existing stuttering interventions can be enhanced by placing state-of-the-art social robots as tools in the hands of practitioners, caregivers, and clinical scientists.
包括技术,如远程实践,在通信障碍领域的虚拟现实已经改变了提供医疗保健的方法。这篇研究文章建议使用类似的先进技术——社交机器人,为社交机器人作为口吃干预的补充提供潜在实施的背景和场景。在医疗保健领域,社交机器人的使用对所有年龄段的人都有潜在的好处。然而,这种机器人还没有被用来帮助口吃的人。我们提供了八个场景,涉及社交机器人,可以适应儿童和成人的口吃干预。本文中的场景由人机交互(HRI)和口吃研究人员设计,并根据语音语言病理学家(slp)的反馈进行修改。该方案规定了广泛的细节,适用于临床研究。本文概述了口吃、口吃治疗中使用的技术以及医疗保健中的社交机器人,作为社交机器人支持的治疗方案的背景。我们建议,通过将最先进的社交机器人作为工具放在从业者、护理人员和临床科学家手中,可以增强现有的口吃干预措施。
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引用次数: 3
Automated argument adjudication to solve ethical problems in multi-agent environments 解决多智能体环境中伦理问题的自动争论裁决
Pub Date : 2021-01-01 DOI: 10.1515/pjbr-2021-0009
S. Bringsjord, Naveen Sundar Govindarajulu, Michael Giancola
Abstract Suppose an artificial agent a adj {a}_{text{adj}} , as time unfolds, (i) receives from multiple artificial agents (which may, in turn, themselves have received from yet other such agents…) propositional content, and (ii) must solve an ethical problem on the basis of what it has received. How should a adj {a}_{text{adj}} adjudicate what it has received in order to produce such a solution? We consider an environment infused with logicist artificial agents a 1 , a 2 , … , a n {a}_{1},{a}_{2},ldots ,{a}_{n} that sense and report their findings to “adjudicator” agents who must solve ethical problems. (Many if not most of these agents may be robots.) In such an environment, inconsistency is a virtual guarantee: a adj {a}_{text{adj}} may, for instance, receive a report from a 1 {a}_{1} that proposition ϕ phi holds, then from a 2 {a}_{2} that ¬ ϕ neg phi holds, and then from a 3 {a}_{3} that neither ϕ phi nor ¬ ϕ neg phi should be believed, but rather ψ psi instead, at some level of likelihood. We further assume that agents receiving such incompatible reports will nonetheless sometimes simply need, before long, to make decisions on the basis of these reports, in order to try to solve ethical problems. We provide a solution to such a quandary: AI capable of adjudicating competing reports from subsidiary agents through time, and delivering to humans a rational, ethically correct (relative to underlying ethical principles) recommendation based upon such adjudication. To illuminate our solution, we anchor it to a particular scenario.
摘要:假设一个人工智能体(adj {a_}{text{adj}}),随着时间的推移,(i)从多个人工智能体(这些人工智能体本身也可能从其他人工智能体…)那里接收到命题内容,(ii)必须在接收到的内容的基础上解决一个伦理问题。一个形容词_ {}{text{adj}}应该如何判断它收到了什么,才能产生这样的解决方案?我们考虑一个充满逻辑学人工智能体a1, a2,…,a_1,{a_2}, {}{}{}ldots,a_n的环境,这些智能体感知{并}将它们的发现报告给必须解决道德问题的“裁判”智能体。(如果不是大多数的话,其中许多可能是机器人。)在这样的环境中,不一致性是一个虚拟的保证:例如,一个adj a_ {}{}{text{adj}}可以从一个命题φ {}{}phi持有的1 a_1收到一个报告,然后从一个命题φ {}{}negphi持有的2 a_2收到一个报告,然后从一个φ {}{}phi和φ negphi都不应该被相信的3 a_3收到一个报告,而是在某种程度上的可能性ψ psi。我们进一步假设,收到这种不相容报告的代理有时只是需要在这些报告的基础上做出决定,以试图解决道德问题。我们为这种困境提供了一个解决方案:人工智能能够根据时间的推移判断来自附属代理的竞争性报告,并根据这种判断向人类提供理性、道德正确(相对于潜在的道德原则)的建议。为了阐明我们的解决方案,我们将其固定到一个特定的场景。
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引用次数: 1
A soft, mobile, autonomous robot to develop skills through play in autistic children 一个柔软的,移动的,自主的机器人,通过玩耍来培养自闭症儿童的技能
Pub Date : 2021-01-01 DOI: 10.1515/pjbr-2021-0015
Andrea Brivio, Ksenia Rogacheva, Matteo Lucchelli, Andrea Bonarini
Abstract Robots have been used for many years in therapeutic activities with people with Autism Spectrum Disorder. However, most robots presented in the literature have limited or no mobility, are made of rigid materials, or are too expensive for many care centers. We share the choices and the design rationale of the latest version of a soft, mobile, low-cost, autonomous robot that has successfully been used for 3 years in a care center for activities that include both free play and structured games. Moreover, the kind of activities that can be performed with this robot, and the feedback obtained from therapists about its application are reported.
机器人已经在自闭症谱系障碍患者的治疗活动中使用了多年。然而,文献中提出的大多数机器人具有有限的或没有机动性,由刚性材料制成,或者对许多护理中心来说过于昂贵。我们分享了最新版本的软体、移动、低成本、自主机器人的选择和设计原理,该机器人已成功地在一家护理中心使用了3年,用于包括自由玩耍和结构化游戏在内的活动。此外,还报告了该机器人可以执行的活动类型,以及从治疗师那里获得的关于其应用的反馈。
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引用次数: 3
Overtrusting robots: Setting a research agenda to mitigate overtrust in automation 过度信任机器人:制定研究议程以减轻对自动化的过度信任
Pub Date : 2021-01-01 DOI: 10.1515/pjbr-2021-0029
A. M. Aroyo, Jan de Bruyne, Orian Dheu, E. Fosch-Villaronga, Aleksei Gudkov, Holly Hoch, Steve Jones, C. Lutz, H. Sætra, Mads Solberg, Aurelia Tamó-Larrieux
Abstract There is increasing attention given to the concept of trustworthiness for artificial intelligence and robotics. However, trust is highly context-dependent, varies among cultures, and requires reflection on others’ trustworthiness, appraising whether there is enough evidence to conclude that these agents deserve to be trusted. Moreover, little research exists on what happens when too much trust is placed in robots and autonomous systems. Conceptual clarity and a shared framework for approaching overtrust are missing. In this contribution, we offer an overview of pressing topics in the context of overtrust and robots and autonomous systems. Our review mobilizes insights solicited from in-depth conversations from a multidisciplinary workshop on the subject of trust in human–robot interaction (HRI), held at a leading robotics conference in 2020. A broad range of participants brought in their expertise, allowing the formulation of a forward-looking research agenda on overtrust and automation biases in robotics and autonomous systems. Key points include the need for multidisciplinary understandings that are situated in an eco-system perspective, the consideration of adjacent concepts such as deception and anthropomorphization, a connection to ongoing legal discussions through the topic of liability, and a socially embedded understanding of overtrust in education and literacy matters. The article integrates diverse literature and provides a ground for common understanding for overtrust in the context of HRI.
摘要人工智能和机器人技术的可信度问题越来越受到人们的关注。然而,信任是高度情境依赖的,因文化而异,需要反思他人的可信度,评估是否有足够的证据得出这些代理人值得信任的结论。此外,关于过度信任机器人和自主系统会发生什么情况的研究很少。目前缺乏清晰的概念和解决过度信任问题的共同框架。在这篇文章中,我们概述了过度信任、机器人和自主系统背景下的紧迫主题。我们的评论动员了在2020年领先的机器人会议上举行的关于人机交互(HRI)信任主题的多学科研讨会的深入对话中征求的见解。广泛的参与者带来了他们的专业知识,从而制定了关于机器人和自主系统中过度信任和自动化偏见的前瞻性研究议程。关键点包括需要从生态系统的角度对多学科的理解,考虑到邻近的概念,如欺骗和拟人化,通过责任主题与正在进行的法律讨论的联系,以及对教育和扫盲问题中过度信任的社会嵌入理解。本文整合了多种文献,为在人力资源调查的背景下理解过度信任提供了一个基础。
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引用次数: 21
Movement acts in breakdown situations: How a robot's recovery procedure affects participants' opinions 运动在崩溃情况下的作用:机器人的恢复过程如何影响参与者的意见
Pub Date : 2021-01-01 DOI: 10.1515/pjbr-2021-0027
Trenton Schulz, Rebekka Soma, Patrick Holthaus
Abstract Recovery procedures are targeted at correcting issues encountered by robots. What are people’s opinions of a robot during these recovery procedures? During an experiment that examined how a mobile robot moved, the robot would unexpectedly pause or rotate itself to recover from a navigation problem. The serendipity of the recovery procedure and people’s understanding of it became a case study to examine how future study designs could consider breakdowns better and look at suggestions for better robot behaviors in such situations. We present the original experiment with the recovery procedure. We then examine the responses from the participants in this experiment qualitatively to see how they interpreted the breakdown situation when it occurred. Responses could be grouped into themes of sentience, competence, and the robot’s forms. The themes indicate that the robot’s movement communicated different information to different participants. This leads us to introduce the concept of movement acts to help examine the explicit and implicit parts of communication in movement. Given that we developed the concept looking at an unexpected breakdown, we suggest that researchers should plan for the possibility of breakdowns in experiments and examine and report people’s experience around a robot breakdown to further explore unintended robot communication.
摘要恢复程序的目的是纠正机器人遇到的问题。在这些恢复过程中,人们对机器人的看法是什么?在一项研究移动机器人如何移动的实验中,机器人会意外地暂停或旋转自己,以从导航问题中恢复过来。恢复过程的偶然性和人们对它的理解成为一个案例研究,用来研究未来的研究设计如何更好地考虑故障,并在这种情况下寻找更好的机器人行为建议。我们给出了原始实验的恢复过程。然后,我们定性地检查实验参与者的反应,看看他们是如何解释崩溃情况的。回答可以分为感知、能力和机器人形式的主题。主题表明机器人的运动向不同的参与者传达了不同的信息。这导致我们引入运动行为的概念,以帮助检查运动中交流的显性和隐性部分。考虑到我们开发了一个意想不到的故障的概念,我们建议研究人员应该计划在实验中发生故障的可能性,并检查和报告人们对机器人故障的体验,以进一步探索意外的机器人通信。
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引用次数: 8
Emotional musical prosody for the enhancement of trust: Audio design for robotic arm communication 情感音乐韵律增强信任:机械臂通信音频设计
Pub Date : 2021-01-01 DOI: 10.1515/pjbr-2021-0033
Richard J. Savery, Lisa Zahray, Gil Weinberg
Abstract As robotic arms become prevalent in industry, it is crucial to improve levels of trust from human collaborators. Low levels of trust in human–robot interaction can reduce overall performance and prevent full robot utilization. We investigated the potential benefits of using emotional musical prosody (EMP) to allow the robot to respond emotionally to the user’s actions. We define EMP as musical phrases inspired by speech-based prosody used to display emotion. We tested participants’ responses to interacting with a virtual robot arm and a virtual humanoid that acted as a decision agent, helping participants select the next number in a sequence. We compared results from three versions of the application in a between-group experiment, where the robot presented different emotional reactions to the user’s input depending on whether the user agreed with the robot and whether the user’s choice was correct. One version used EMP audio phrases selected from our dataset of singer improvisations, the second version used audio consisting of a single pitch randomly assigned to each emotion, and the final version used no audio, only gestures. In each version, the robot reacted with emotional gestures. Participants completed a trust survey following the interaction, and we found that the reported trust ratings of the EMP group were significantly higher than both the single-pitch and no audio groups for the robotic arm. We found that our audio system made no significant difference in any metric when used on a humanoid robot implying audio needs to be separately designed for each platform.
随着机械臂在工业中的普及,提高人类合作者的信任水平至关重要。人机交互中的低信任水平会降低整体性能并阻碍机器人的充分利用。我们研究了使用情感音乐韵律(EMP)让机器人对用户的动作做出情感反应的潜在好处。我们将EMP定义为受用于表达情感的基于语音的韵律启发的音乐短语。我们测试了参与者与虚拟机械臂和虚拟人形机器人互动的反应,后者作为决策代理,帮助参与者在序列中选择下一个数字。在组间实验中,我们比较了三个版本的应用程序的结果,根据用户是否同意机器人以及用户的选择是否正确,机器人对用户的输入表现出不同的情绪反应。一个版本使用了从我们的歌手即兴创作数据集中选择的EMP音频短语,第二个版本使用了由随机分配给每种情绪的单一音调组成的音频,最后一个版本没有使用音频,只有手势。在每个版本中,机器人都用情感手势做出反应。参与者在互动后完成了一项信任调查,我们发现EMP组对机械臂的信任度明显高于单音调组和无音频组。我们发现,当我们的音频系统用于人形机器人时,在任何指标上都没有显著差异,这意味着音频需要为每个平台单独设计。
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引用次数: 5
期刊
Paladyn : journal of behavioral robotics
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