On the Impact of Interruptions During Multi-Robot Supervision Tasks

被引:2
作者
Dahiya, Abhinav [1 ]
Cai, Yifan [1 ]
Schneider, Oliver [2 ]
Smith, Stephen L. [1 ]
机构
[1] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Dept Management Sci, Waterloo, ON N2L 3G1, Canada
来源
2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2023) | 2023年
基金
加拿大自然科学与工程研究理事会;
关键词
MULTIPLE ROBOTS; DISRUPTIONS; AUTOMATION; BEHAVIOR; FLOW; LOAD;
D O I
10.1109/ICRA48891.2023.10160323
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Human supervisors in multi-robot systems are primarily responsible for monitoring robots, but can also be assigned with secondary tasks. These tasks can act as interruptions and can be categorized as either intrinsic, i.e., being directly related to the monitoring task, or extrinsic, i.e., being unrelated. In this paper, we investigate the impact of these two types of interruptions through a user study (N = 39), where participants monitor a number of remote mobile robots while intermittently being interrupted by either a robot fault correction task (intrinsic) or a messaging task (extrinsic). We find that task performance of participants does not change significantly with the interruptions but depends greatly on the number of robots. However, interruptions result in an increase in perceived workload, and extrinsic interruptions have a more negative effect on workload across all NASA-TLX scales. Participants also reported switching between extrinsic interruptions and the primary task to be more difficult compared to the intrinsic interruption case. Statistical significance of these results is confirmed using ANOVA and one-sample t-test. These findings suggest that when deciding task assignment in such supervision systems, one should limit interruptions from secondary tasks, especially extrinsic ones, in order to limit user workload.
引用
收藏
页码:9771 / 9777
页数:7
相关论文
共 29 条
[1]   The many faces of information technology interruptions: a taxonomy and preliminary investigation of their performance effects [J].
Addas, Shamel ;
Pinsonneault, Alain .
INFORMATION SYSTEMS JOURNAL, 2015, 25 (03) :231-273
[2]   Scheduling Operator Assistance for Shared Autonomy in Multi-Robot Teams [J].
Cai, Yifan ;
Dahiya, Abhinav ;
Wilde, Nils ;
Smith, Stephen L. .
2022 IEEE 61ST CONFERENCE ON DECISION AND CONTROL (CDC), 2022, :3997-4003
[3]   Impact of Frequent Interruption on Nurses' Patient-Controlled Analgesia Programming Performance [J].
Campoe, Kristi R. ;
Giuliano, Karen K. .
HUMAN FACTORS, 2017, 59 (08) :1204-1213
[4]  
Chen JYC, 2014, IEEE T HUM-MACH SYST, V44, P13, DOI [10.1109/THMS.2013.2293535, 10.1504/IJMIC.2014.063872]
[5]   Supervisory Control of Multiple Robots: Effects of Imperfect Automation and Individual Differences [J].
Chen, Jessie Y. C. ;
Barnes, Michael J. .
HUMAN FACTORS, 2012, 54 (02) :157-174
[6]   Supervisory Control of Multiple Robots: Human-Performance Issues and User-Interface Design [J].
Chen, Jessie Y. C. ;
Barnes, Michael J. ;
Harper-Sciarini, Michelle .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2011, 41 (04) :435-454
[7]   Attention allocation for human multi-robot control: Cognitive analysis based on behavior data and hidden states [J].
Chien, Shih-Yi ;
Lin, Yi-Ling ;
Lee, Pei-Ju ;
Han, Shuguang ;
Lewis, Michael ;
Sycara, Katia .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2018, 117 :30-44
[8]   A survey of multi-agent Human-Robot Interaction systems [J].
Dahiya, Abhinav ;
Aroyo, Alexander M. ;
Dautenhahn, Kerstin ;
Smith, Stephen L. .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2023, 161
[9]   Sliding Autonomy for Peer-To-Peer Human-Robot Teams [J].
Dias, M. Bernardine ;
Kannan, Balajee ;
Browning, Brett ;
Jones, E. Gil ;
Argall, Brenna ;
Dias, M. Freddie ;
Zinck, Marc ;
Veloso, Manuela M. ;
Stentz, Anthony J. .
IAS-10: INTELLIGENT AUTONOMOUS SYSTEMS 10, 2008, :332-341
[10]   Clinical handover practices among healthcare practitioners in acute care services: A qualitative study [J].
Fealy, Gerard ;
Donnelly, Suzanne ;
Doyle, Gerardine ;
Brenner, Maria ;
Hughes, Mary ;
Mylotte, Elaine ;
Nicholson, Emma ;
Zaki, Marina .
JOURNAL OF CLINICAL NURSING, 2019, 28 (1-2) :80-88