Situation Awareness for Autonomous Agents

被引:0
|
作者
Dahn, Nikolas [1 ]
Fuchs, Stefan [2 ]
Gross, Horst-Michael [1 ]
机构
[1] Ilmenau Univ Technol, Neuroinformat & Cognit Robot Lab, D-98693 Ilmenau, Germany
[2] Honda Res Inst, D-63073 Offenbach, Germany
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Situation Awareness is a prominent concept in the human factors community. It is used to analyze and eliminate common sources of human errors in complex tasks and has seen wide-spread use in many fields, such as aviation, health care or ergonomics. Humans who are situation aware are able to reliably generate competent performance, a skill that is also highly desired for other autonomous agents. Yet, the concept has seen only limited use in robotics. We attest this to a lack of clear definitions which would allow assessing an artificial agents capacity for Situation Awareness. Our major contribution is an application-agnostic definition of the terminology and the processes involved in acquiring Situation Awareness. By integrating our definitions into the perception-action-cycle we provide a connection to the agent's observable behavior. Our second major contribution is a way to estimate, whether an agent has lost Situation Awareness based on surprise. This measure can be used online and does not require explicit or implicit knowledge of the task. We evaluate our concept on a physical workspace built for abstract Human-Robot-Cooperation scenarios.
引用
收藏
页码:666 / 671
页数:6
相关论文
共 50 条
  • [31] Secondary task and Situation Awareness, a mobile application for semi-autonomous vehicle
    Capallera, Marine
    Meteier, Quentin
    de Salis, Emmanuel
    Angelini, Leonardo
    Carrino, Stefano
    Abou Khaled, Omar
    Mugellini, Elena
    IHM'19: PROCEEDINGS OF THE 31ST CONFERENCE ON L'INTERACTION HOMME-MACHINE, 2019,
  • [32] Enhanced Scene Understanding and Situation Awareness for Autonomous Vehicles Based on Semantic Segmentation
    Zhao, Yiyue
    Wang, Liang
    Yun, Xinyu
    Chai, Chen
    Liu, Zhiyu
    Fan, Wenxuan
    Luo, Xiao
    Liu, Yang
    Qu, Xiaobo
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024, : 1 - 13
  • [33] Don't Be Alarmed: Sonifying Autonomous Vehicle Perception to Increase Situation Awareness
    Gang, Nick
    Sibi, Srinath
    Michon, Romain
    Mok, Brian
    Chafe, Chris
    Ju, Wendy
    AUTOMOTIVEUI'18: PROCEEDINGS OF THE 10TH ACM INTERNATIONAL CONFERENCE ON AUTOMOTIVE USER INTERFACES AND INTERACTIVE VEHICULAR APPLICATIONS, 2018, : 237 - 246
  • [34] Efficient multi-branch segmentation network for situation awareness in autonomous navigation
    Zhou, Guan-Cheng
    Cheng, Chen
    Chen, Yan-zhou
    OCEAN ENGINEERING, 2024, 302
  • [35] Independent object based situation awareness for autonomous driving in on-road environment
    Noh, Samyeul
    Han, Woo-Yong
    Journal of Institute of Control, Robotics and Systems, 2015, 21 (02) : 87 - 94
  • [36] Situation Awareness for Autonomous Vehicles Using Blockchain-Based Service Cooperation
    Huong Nguyen
    Tri Nguyen
    Leppanen, Teemu
    Partala, Juha
    Pirttikangas, Susanna
    ADVANCED INFORMATION SYSTEMS ENGINEERING (CAISE 2022), 2022, : 501 - 516
  • [37] Human Factor Aspects of Situation Awareness in Autonomous Cars - An Overview of Psychological Approaches
    Kovacs, Gabor
    Hogye-Nagy, Agnes
    Kurucz, Gyozo
    ACTA POLYTECHNICA HUNGARICA, 2021, 18 (07) : 7 - 24
  • [38] Formulating dynamic agents’ operational state via situation awareness assessment
    Mostafa, Salama A.
    Sharifuddin Ahmad, Mohd
    Annamalai, Muthukkaruppan
    Ahmad, Azhana
    Gunasekaran, Saraswathy Shamini
    Advances in Intelligent Systems and Computing, 2015, 320
  • [39] Updating our understanding of situation awareness in relation to remote operators of autonomous vehicles
    Mutzenich, Clare
    Durant, Szonya
    Helman, Shaun
    Dalton, Polly
    COGNITIVE RESEARCH-PRINCIPLES AND IMPLICATIONS, 2021, 6 (01)
  • [40] Situation awareness in intelligent agents: Foundations for a theory of proactive agent behavior
    So, R
    Sonenberg, L
    IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON INTELLIGENT AGENT TECHNOLOGY, PROCEEDINGS, 2004, : 86 - 92