Closed-Loop Manual Control With Tactile or Visual Feedback Under Wireless Link Impairments.

IF 2.4 3区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS
Suraj Suman, Pranav Mamidanna, Jimmy Jessen Nielsen, Federico Chiariotti, Cedomir Stefanovic, Strahinja Dosen, Petar Popovski
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引用次数: 0

Abstract

The emergence of low-latency wireless connectivity has opened significant new possibilities for closed-loop human-machine interaction (HMI) systems. However, data transmission, particularly over wireless links, suffers from impairments, such as random latency fluctuations and packet loss, affecting the overall control performance of HMI systems. In this study, we have evaluated the impact of wireless impairments for a closed-loop joystick-controlled trajectory tracking task. This has been done with two different types of feedback, visual and tactile, respectively. Wireless links were used both in the uplink transmission of command signal and the downlink transmission of feedback signal. The effects of wireless impairments were incorporated by artificially introducing latency, jitter, and packet loss recorded in real-life deployment scenarios, both in the uplink and the downlink. The results obtained across 12 able-bodied participants showed that the tracking performance was better with visual feedback than with tactile feedback across all impairment conditions. The average latency significantly affected performance, while random latency fluctuations did not. Interestingly, the performance degradation due to increasing impairments in case of tactile feedback was similar to the one observed for visual feedback. One of the main novelties brought by this study is the quantification of the impact of wireless impairments on closed-loop teleoperation tasks with tactile feedback. The results provide valuable insights for designing wireless infrastructure for tactile internet applications.

无线链路损伤下触觉或视觉反馈的闭环手动控制。
低延迟无线连接的出现为闭环人机交互(HMI)系统开辟了重要的新可能性。但是,数据传输,特别是无线链路上的数据传输,会受到干扰,例如随机延迟波动和数据包丢失,从而影响人机界面系统的整体控制性能。在这项研究中,我们评估了无线损伤对闭环操纵杆控制的轨迹跟踪任务的影响。这是通过两种不同类型的反馈完成的,分别是视觉和触觉。命令信号的上行传输和反馈信号的下行传输均采用无线链路。通过在上行链路和下行链路中人为引入实际部署场景中记录的延迟、抖动和数据包丢失,将无线损害的影响纳入其中。在12名健全参与者中获得的结果表明,在所有损伤条件下,视觉反馈比触觉反馈的跟踪性能更好。平均延迟会显著影响性能,而随机延迟波动则不会。有趣的是,在触觉反馈的情况下,由于损伤增加而导致的性能下降与视觉反馈的情况相似。本研究的主要创新之一是量化无线损伤对触觉反馈闭环遥操作任务的影响。研究结果为触觉互联网应用的无线基础设施设计提供了有价值的见解。
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来源期刊
IEEE Transactions on Haptics
IEEE Transactions on Haptics COMPUTER SCIENCE, CYBERNETICS-
CiteScore
5.90
自引率
13.80%
发文量
109
审稿时长
>12 weeks
期刊介绍: IEEE Transactions on Haptics (ToH) is a scholarly archival journal that addresses the science, technology, and applications associated with information acquisition and object manipulation through touch. Haptic interactions relevant to this journal include all aspects of manual exploration and manipulation of objects by humans, machines and interactions between the two, performed in real, virtual, teleoperated or networked environments. Research areas of relevance to this publication include, but are not limited to, the following topics: Human haptic and multi-sensory perception and action, Aspects of motor control that explicitly pertain to human haptics, Haptic interactions via passive or active tools and machines, Devices that sense, enable, or create haptic interactions locally or at a distance, Haptic rendering and its association with graphic and auditory rendering in virtual reality, Algorithms, controls, and dynamics of haptic devices, users, and interactions between the two, Human-machine performance and safety with haptic feedback, Haptics in the context of human-computer interactions, Systems and networks using haptic devices and interactions, including multi-modal feedback, Application of the above, for example in areas such as education, rehabilitation, medicine, computer-aided design, skills training, computer games, driver controls, simulation, and visualization.
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