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Multi-modal Affect Detection Using Thermal and Optical Imaging in a Gamified Robotic Exercise 在游戏化机器人演习中使用热成像和光学成像的多模态影响检测
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-31 DOI: 10.1007/s12369-023-01066-1
Youssef Mohamed, Arzu Güneysu, Séverin Lemaignan, Iolanda Leite
Abstract Affect recognition, or the ability to detect and interpret emotional states, has the potential to be a valuable tool in the field of healthcare. In particular, it can be useful in gamified therapy, which involves using gaming techniques to motivate and keep the engagement of patients in therapeutic activities. This study aims to examine the accuracy of machine learning models using thermal imaging and action unit data for affect classification in a gamified robot therapy scenario. A self-report survey and three machine learning models were used to assess emotions including frustration, boredom, and enjoyment in participants during different phases of the game. The results showed that the multimodal approach with the combination of thermal imaging and action units with LSTM model had the highest accuracy of 77% for emotion classification over a 7-s sliding window, while thermal imaging had the lowest standard deviation among participants. The results suggest that thermal imaging and action units can be effective in detecting affective states and might have the potential to be used in healthcare applications, such as gamified therapy, as a promising non-intrusive method for recognizing internal states.
情感识别,或检测和解释情绪状态的能力,有可能成为医疗保健领域的一个有价值的工具。特别是,它可以在游戏化治疗中发挥作用,这涉及到使用游戏技术来激励和保持患者参与治疗活动。本研究旨在检验在游戏化机器人治疗场景中使用热成像和动作单元数据进行情感分类的机器学习模型的准确性。一项自我报告调查和三种机器学习模型被用来评估参与者在游戏不同阶段的情绪,包括沮丧、无聊和享受。结果表明,基于LSTM模型的多模态热成像与动作单元相结合的方法在7-s滑动窗口内的情绪分类准确率最高,达到77%,而热成像的标准偏差最低。结果表明,热成像和动作单元可以有效地检测情感状态,并且可能有潜力用于医疗保健应用,如游戏化治疗,作为一种有前途的非侵入性方法来识别内部状态。
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引用次数: 0
Shared Task Representation for Human–Robot Collaborative Navigation: The Collaborative Search Case 人机协同导航的共享任务表示:协同搜索案例
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-30 DOI: 10.1007/s12369-023-01067-0
Marc Dalmasso, J. E. Domínguez-Vidal, Iván J. Torres-Rodríguez, Pablo Jiménez, Anaís Garrell, Alberto Sanfeliu
Abstract Recent research in Human Robot Collaboration (HRC) has spread and specialised in many sub-fields. Many show considerable advances, but the human–robot collaborative navigation (HRCN) field seems to be stuck focusing on implicit collaboration settings, on hypothetical or simulated task allocation problems, on shared autonomy or on having the human as a manager. This work takes a step forward by presenting an end-to-end system capable of handling real-world human–robot collaborative navigation tasks. This system makes use of the Social Reward Sources model (SRS), a knowledge representation to simultaneously tackle task allocation and path planning, proposes a multi-agent Monte Carlo Tree Search (MCTS) planner for human–robot teams, presents the collaborative search as a testbed for HRCN and studies the usage of smartphones for communication in this setting. The detailed experiments prove the viability of the approach, explore collaboration roles adopted by the human–robot team and test the acceptability and utility of different communication interface designs.
摘要近年来,人机协作(HRC)的研究已经扩展到许多分支领域。许多都显示出相当大的进步,但人机协作导航(HRCN)领域似乎停留在隐式协作设置、假设或模拟任务分配问题、共享自主权或让人类作为管理者上。这项工作向前迈进了一步,提出了一个能够处理现实世界人机协作导航任务的端到端系统。该系统利用社会奖励源模型(Social Reward Sources model, SRS)这一知识表示来同时处理任务分配和路径规划,提出了一种人机团队的多智能体蒙特卡罗树搜索(MCTS)规划器,将协作搜索作为HRCN的测试平台,并研究了智能手机在此环境下的通信使用情况。详细的实验证明了该方法的可行性,探索了人机团队采用的协作角色,并测试了不同通信接口设计的可接受性和实用性。
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引用次数: 0
Towards a Socio-Legal Robotics: A Theoretical Framework on Norms and Adaptive Technologies 走向社会-法律机器人:规范与适应性技术的理论框架
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-20 DOI: 10.1007/s12369-023-01042-9
Stefan Larsson, Mia Liinason, Laetitia Tanqueray, Ginevra Castellano
Abstract While recent progress has been made in several fields of data-intense AI-research, many applications have been shown to be prone to unintendedly reproduce social biases, sexism and stereotyping, including but not exclusive to gender. As more of these design-based, algorithmic or machine learning methodologies, here called adaptive technologies , become embedded in robotics, we see a need for a developed understanding of what role social norms play in social robotics, particularly with regards to fairness. To this end, we (i) we propose a framework for a socio-legal robotics , primarily drawn from Sociology of Law and Gender Studies. This is then (ii) related to already established notions of acceptability and personalisation in social robotics, here with a particular focus on (iii) the interplay between adaptive technologies and social norms. In theorising this interplay for social robotics, we look not only to current statuses of social robots, but draw from identified AI-methods that can be seen to influence robotics in the near future. This theoretical framework, we argue, can help us point to concerns of relevance for questions of fairness in human–robot interaction.
虽然最近在数据密集型人工智能研究的几个领域取得了进展,但许多应用已被证明容易在无意中再现社会偏见、性别歧视和刻板印象,包括但不限于性别。随着越来越多这些基于设计、算法或机器学习的方法,在这里被称为自适应技术,嵌入到机器人中,我们看到有必要深入了解社会规范在社交机器人中扮演的角色,尤其是在公平方面。为此,我们(i)我们提出了一个社会法律机器人的框架,主要来自法律社会学和性别研究。然后(ii)与社交机器人中已经建立的可接受性和个性化概念相关,这里特别关注(iii)自适应技术与社会规范之间的相互作用。在将社交机器人的这种相互作用理论化的过程中,我们不仅关注社交机器人的当前状态,还从确定的人工智能方法中汲取灵感,这些方法可以在不久的将来影响机器人技术。我们认为,这个理论框架可以帮助我们指出与人机交互公平性问题相关的问题。
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引用次数: 0
Responsible Social Robotics and the Dilemma of Control 负责任的社会机器人与控制困境
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-13 DOI: 10.1007/s12369-023-01049-2
Marianna Capasso
Abstract Social robotic platforms are increasingly entering into human social practices, but to date the question of control and direction of innovation processes surrounding social robotics is still highly debated. In this paper I seek to make a two-fold contribution. Firstly, I critically discuss the “Collingridge Dilemma”, also known as the “dilemma of control” in Science and Technologies Studies, and contemporary efforts to address such a dilemma. I demonstrate how such efforts have neglected some wider implications of the dilemma, whose relevance is instead crucial for addressing ethical implications in social robotics. Secondly, to help improve the understanding of control in social robotics, I investigate two guiding principles that have been identified in responsible innovation literature, e.g., inclusion and responsiveness, and I identify potential methods and paradigms to put them into practice. The general aim of this paper is thus to bridge the gap between the theoretical assumptions of responsible innovation and its realisation in practice, as well as to explicitly integrate social robotics with an ethical dimension that can improve the inclusiveness, transdisciplinarity, and social sustainability of this emerging field.
社交机器人平台越来越多地进入人类社会实践,但迄今为止,围绕社交机器人的创新过程的控制和方向问题仍然存在高度争议。在本文中,我试图做出双重贡献。首先,我批判性地讨论了“科林里奇困境”,也被称为科学技术研究中的“控制困境”,以及当代解决这种困境的努力。我展示了这些努力是如何忽视了这种困境的一些更广泛的含义,而这些含义的相关性对于解决社交机器人的伦理含义至关重要。其次,为了帮助提高对社交机器人控制的理解,我研究了在负责任创新文献中已经确定的两个指导原则,例如包容性和响应性,并确定了将其付诸实践的潜在方法和范例。因此,本文的总体目标是弥合负责任创新的理论假设与其在实践中的实现之间的差距,以及明确地将社交机器人与伦理维度相结合,从而提高这一新兴领域的包容性、跨学科性和社会可持续性。
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引用次数: 0
A Brief Wellbeing Training Session Delivered by a Humanoid Social Robot: A Pilot Randomized Controlled Trial 由人形社交机器人提供的简短健康训练课程:一项试点随机对照试验
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-12 DOI: 10.1007/s12369-023-01054-5
Nicole L. Robinson, Jennifer Connolly, Gavin Suddrey, David J. Kavanagh
Abstract Mental health and psychological distress are rising in adults, showing the importance of wellbeing promotion, support, and technique practice that is effective and accessible. Interactive social robots have been tested to deliver health programs but have not been explored to deliver wellbeing technique training in detail. A pilot randomised controlled trial was conducted to explore the feasibility of an autonomous humanoid social robot to deliver a brief mindful breathing technique to promote information around wellbeing. It contained two conditions: brief technique training (‘Technique’) and control designed to represent a simple wait-list activity to represent a relationship-building discussion (‘Simple Rapport’). This trial also explored willingness to discuss health-related topics with a robot. Recruitment uptake rate through convenience sampling was high (53%). A total of 230 participants took part (mean age = 29 years) with 71% being higher education students. There were moderate ratings of technique enjoyment, perceived usefulness, and likelihood to repeat the technique again. Interaction effects were found across measures with scores varying across gender and distress levels. Males with high distress and females with low distress who received the simple rapport activity reported greater comfort to discuss non-health topics than males with low distress and females with high distress. This trial marks a notable step towards the design and deployment of an autonomous wellbeing intervention to investigate the impact of a brief robot-delivered mindfulness training program for a sub-clinical population.
成年人的心理健康和心理困扰正在上升,这表明了健康促进、支持和有效且可获得的技术实践的重要性。交互式社交机器人已被测试用于提供健康项目,但尚未被详细探索用于提供健康技术培训。研究人员进行了一项随机对照试验,以探索自主类人社交机器人的可行性,该机器人可以提供简短的正念呼吸技术,以促进有关健康的信息。它包含两个条件:简短的技术培训(“技术”)和控制,旨在代表一个简单的等候名单活动,代表一个建立关系的讨论(“简单的融洽”)。该试验还探讨了与机器人讨论健康相关话题的意愿。通过方便抽样的招募吸收率高(53%)。共有230名参与者(平均年龄29岁),其中71%是高等教育学生。在技术享受、感知有用性和再次重复技术的可能性方面有中等程度的评分。在不同性别和痛苦程度的测试中,发现了相互作用的影响。接受简单融洽活动的高痛苦男性和低痛苦女性在讨论非健康话题时比低痛苦男性和高痛苦女性更舒适。这项试验标志着自主健康干预的设计和部署迈出了重要的一步,该干预旨在调查一个简短的机器人正念训练项目对亚临床人群的影响。
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引用次数: 0
Extrovert or Introvert? GAN-Based Humanoid Upper-Body Gesture Generation for Different Impressions 外向还是内向?基于gan的不同印象的人形上身手势生成
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-11 DOI: 10.1007/s12369-023-01051-8
Bowen Wu, Chaoran Liu, Carlos Toshinori Ishi, Jiaqi Shi, Hiroshi Ishiguro
Abstract Gestures, a form of body language, significantly influence how users perceive humanoid robots. Recent data-driven methods for co-speech gestures have successfully enhanced the naturalness of the generated gestures. Moreover, compared to rule-based systems, these methods are more generalizable for unseen speech input. However, many of these methods cannot directly influence people’s perceptions of robots. The primary challenge lies in the intricacy of constructing a dataset with varied impression labels to develop a conditional generation model. In our prior work ([22]) Controlling the impression of robots via gan-based gesture generation. In:Proceedings of the international conference on intelligent robots and systems. IEEE, pp 9288-9295), we introduced a heuristic approach for automatic labeling, training a deep learning model to control robot impressions. We demonstrated the model’s effectiveness on both a virtual agent and a humanoid robot. In this study, we refined the motion retargeting algorithm for the humanoid robot and conducted a user study using four questions representing different aspects of extroversion. Our results show an improved capability in controlling the perceived degree of extroversion in the humanoid robot compared to previous methods. Furthermore, we discovered that different aspects of extroversion interact uniquely with motion statistics
手势是身体语言的一种形式,它显著地影响着用户对人形机器人的感知。最近的数据驱动的协同语音手势方法已经成功地增强了生成手势的自然度。此外,与基于规则的系统相比,这些方法对于未见过的语音输入更具泛化性。然而,这些方法中的许多都不能直接影响人们对机器人的看法。主要的挑战在于构建具有不同印象标签的数据集以开发条件生成模型的复杂性。在我们之前的工作([22])中,通过基于gan的手势生成来控制机器人的印象。参见:智能机器人与系统国际会议论文集。IEEE, pp 9288-9295),我们引入了一种启发式自动标记方法,训练深度学习模型来控制机器人印象。我们在虚拟代理和人形机器人上验证了该模型的有效性。在本研究中,我们改进了人形机器人的运动重定向算法,并使用代表外向性不同方面的四个问题进行了用户研究。我们的研究结果表明,与以前的方法相比,我们的方法在控制类人机器人的外向性感知程度方面有了改进。此外,我们发现外向性的不同方面与运动统计有独特的相互作用
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引用次数: 0
NimbRo Wins ANA Avatar XPRIZE Immersive Telepresence Competition: Human-Centric Evaluation and Lessons Learned NimbRo赢得ANA Avatar XPRIZE沉浸式远程呈现竞赛:以人为中心的评估和经验教训
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-05 DOI: 10.1007/s12369-023-01050-9
Christian Lenz, Max Schwarz, Andre Rochow, Bastian Pätzold, Raphael Memmesheimer, Michael Schreiber, Sven Behnke
Abstract Robotic avatar systems can enable immersive telepresence with locomotion, manipulation, and communication capabilities. We present such an avatar system, based on the key components of immersive 3D visualization and transparent force-feedback telemanipulation. Our avatar robot features an anthropomorphic upper body with dexterous hands. The remote human operator drives the arms and fingers through an exoskeleton-based operator station, which provides force feedback both at the wrist and for each finger. The robot torso is mounted on a holonomic base, providing omnidirectional locomotion on flat floors, controlled using a 3D rudder device. Finally, the robot features a 6D movable head with stereo cameras, which stream images to a VR display worn by the operator. Movement latency is hidden using spherical rendering. The head also carries a telepresence screen displaying an animated image of the operator’s face, enabling direct interaction with remote persons. Our system won the $10 M ANA Avatar XPRIZE competition, which challenged teams to develop intuitive and immersive avatar systems that could be operated by briefly trained judges. We analyze our successful participation in the semifinals and finals and provide insight into our operator training and lessons learned. In addition, we evaluate our system in a user study that demonstrates its intuitive and easy usability.
机器人化身系统可以使身临其境的远程呈现与运动,操作和通信能力。本文提出了一种基于沉浸式三维可视化和透明力反馈遥控的虚拟化身系统。我们的化身机器人具有拟人化的上半身和灵巧的双手。远程操作人员通过基于外骨骼的操作站驱动手臂和手指,该操作站在手腕和每个手指上提供力反馈。机器人躯干安装在一个完整的基座上,在平坦的地板上提供全方位的运动,使用3D方向舵装置进行控制。最后,该机器人的特点是带有立体摄像头的6D可移动头部,可以将图像传输到操作员佩戴的VR显示器上。使用球面渲染隐藏运动延迟。头部还带有一个远程呈现屏幕,显示操作员面部的动画图像,使其能够与远程人员直接交互。我们的系统赢得了价值1000万美元的ANA Avatar XPRIZE竞赛,该竞赛要求团队开发直观和沉浸式的Avatar系统,这些系统可以由经过简单培训的评委操作。我们分析了我们在半决赛和决赛中的成功参与,并提供了我们对操作员的培训和经验教训的见解。此外,我们在用户研究中评估了我们的系统,证明了它的直观和易于使用。
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引用次数: 0
A Study of Objective Evaluation Indicator Based on Robot Activity Logs for Owner Attachment to Companion Robot 基于机器人活动日志的伴侣机器人主人依恋客观评价指标研究
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-05 DOI: 10.1007/s12369-023-01030-z
Megumi Takada, Junko Ichino, Kaname Hayashi
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引用次数: 0
Ethical Design of Social Robots in Aged Care: A Literature Review Using an Ethics of Care Perspective 社会机器人在老年护理中的伦理设计:基于护理伦理视角的文献综述
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-01 DOI: 10.1007/s12369-023-01053-6
Shuai Yuan, Simon Coghlan, Reeva Lederman, Jenny Waycott
Abstract With interest growing in social robots for older people, it is crucial to consider how robots can be designed to support wellbeing and ethical values in residential aged care. By applying Tronto’s ethics of care framework and the Care Centred Value-Sensitive Design methodology to existing literature, this paper investigates how caring values are expressed, achieved, or undermined in interactions among older adults, caregivers, and social robots in real-world aged care practices. We conducted a comprehensive review of 18 qualitative and mixed-method studies on the deployment of humanoid social robots in residential aged care settings. Our analysis of the literature through a care ethics lens identified ways in which robots may either augment or limit care. The analysis particularly highlights the ethical importance of effective collaboration among robots, caregivers, and designers. We argue that a care ethics framework can enhance such collaboration and thereby promote good care. We further propose four design principles to guide designers in integrating care ethics into robot design requirements. These practical principles should help to promote the wellbeing of both residents and caregivers in aged care.
随着人们对老年人社交机器人的兴趣日益增长,考虑如何设计机器人来支持老年人居住护理的福祉和道德价值观是至关重要的。通过将特朗托的护理伦理框架和以护理为中心的价值敏感设计方法应用于现有文献,本文研究了在现实世界的老年护理实践中,老年人、护理者和社交机器人之间的互动中,护理价值观是如何表达、实现或破坏的。我们进行了一个全面的审查18定性和混合方法的研究部署人形社会机器人在住宅老年护理设置。我们通过护理伦理视角对文献进行分析,确定了机器人可能增强或限制护理的方式。该分析特别强调了机器人、护理人员和设计师之间有效合作的伦理重要性。我们认为,护理伦理框架可以加强这种合作,从而促进良好的护理。我们进一步提出了四个设计原则,以指导设计师将护理伦理融入机器人设计要求。这些实用的原则应该有助于促进老年人护理的居民和照顾者的福祉。
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引用次数: 0
Attitudes Towards Robots Measure (ARM): A New Measurement Tool Aggregating Previous Scales Assessing Attitudes Toward Robots 对机器人的态度测量(ARM):一种新的测量工具,集合了先前评估对机器人态度的尺度
2区 计算机科学 Q2 ROBOTICS Pub Date : 2023-10-01 DOI: 10.1007/s12369-023-01056-3
Nicolas Spatola, Olga A. Wudarczyk, Tatsuya Nomura, Emna Cherif
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引用次数: 0
期刊
International Journal of Social Robotics
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