An Architecture for Dynamic Context Recognition in an Autonomous Driving Testing Environment

被引:5
|
作者
Eryilmaz, Elif [1 ]
Trollmann, Frank [1 ]
Albayrak, Sahin [1 ]
机构
[1] Tech Univ Berlin TU Berlin, Distributed Artificial Intelligence Lab DAI Lab, D-10587 Berlin, Germany
来源
2018 IEEE 11TH CONFERENCE ON SERVICE-ORIENTED COMPUTING AND APPLICATIONS (SOCA) | 2018年
关键词
SOA; agent-based architecture; Internet of Things; dynamic context recognition; quality optimization; INTERNET; MIDDLEWARE; THINGS;
D O I
10.1109/SOCA.2018.00009
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Things (IoT) envisions billions of connected objects being able to sense, act and communicate with each other. This situation provides rich opportunities to dynamic context recognition mechanisms, which aim to make use of the connected sensors to recognize desired context information. However, there are still several challenges to solve for dynamic context recognition mechanisms to be implemented. One of those challenges is dynamic resource selection, the ability to dynamically select between different data sources to detect a specific type of information and to adapt this selection, when necessary. In this paper, we present an agent-based architecture to combine event-driven Service-Oriented Architecture (SOA) with a data streaming platform to enable dynamic context recognition. The architecture has been defined in the scope of a testing environment for autonomous driving. There, it is used to dynamically select data sources to provide information to autonomous vehicles and applications based on them.
引用
收藏
页码:9 / 16
页数:8
相关论文
共 50 条
  • [1] A Hybrid Control Architecture For Autonomous Driving In Urban Environment
    Jung, Chanyoung
    Jung, Seokwoo
    Shim, David Hyunchul
    2018 15TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV), 2018, : 222 - 227
  • [2] A three-level control architecture for autonomous vehicle driving in a dynamic and uncertain traffic environment
    Miura, J
    Ito, M
    Shirai, Y
    IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, 1997, : 706 - 711
  • [3] Driver-Activity Recognition in the Context of Conditionally Autonomous Driving
    Braunagel, Christian
    Stolzmann, Wolfgang
    Kasneci, Enkelejda
    Rosenstiel, Wolfgang
    2015 IEEE 18TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, : 1652 - 1657
  • [4] An Intelligent Architecture for Cognitive Autonomous Driving Based on Parallel Testing
    Wang X.
    Zhang X.-Y.
    Zhou R.
    Tian Y.-L.
    Wang J.-G.
    Chen L.
    Sun C.-Y.
    Zidonghua Xuebao/Acta Automatica Sinica, 2024, 50 (02): : 356 - 371
  • [5] Metamorphic Testing for Traffic Light Recognition in Autonomous Driving Systems
    Bai, Tongtong
    Fan, Yong
    Pan, Ya
    Qing, Mingshuang
    2021 21ST INTERNATIONAL CONFERENCE ON SOFTWARE QUALITY, RELIABILITY AND SECURITY COMPANION (QRS-C 2021), 2021, : 38 - 44
  • [6] Multimodal Information Fusion Dynamic Target Recognition for Autonomous Driving
    Zhang, Mingrong
    Peng, Qi
    Li, Min
    Shang, Yunpeng
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2024, 38 (14)
  • [7] Traffic Sign Detection and Recognition for Autonomous Driving in Virtual Simulation Environment
    Zhu, Meixin
    Yang, Hao
    Cui, Zhiyong
    Wang, Yinhai
    INTERNATIONAL CONFERENCE ON TRANSPORTATION AND DEVELOPMENT 2022: TRAFFIC OPERATIONS AND ENGINEERING, 2022, : 12 - 18
  • [8] A Functional Architecture for Autonomous Driving
    Behere, Sagar
    Torngren, Martin
    2015 FIRST INTERNATIONAL WORKSHOP ON AUTOMOTIVE SOFTWARE ARCHITECTURE (WASA), 2015, : 3 - 10
  • [9] Monocular Vision-based Object Recognition for Autonomous Vehicle Driving in a Real Driving Environment
    Jeon, Jeongmin
    Hwang, Sung-Ho
    Moon, Hyungpil
    2016 13TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2016, : 393 - 399
  • [10] Perception Enhancement and Improving Driving Context Recognition of an Autonomous Vehicle Using UAVs
    Khezaz, Abderraouf
    Hina, Manolo Dulva
    Ramdane-Cherif, Amar
    JOURNAL OF SENSOR AND ACTUATOR NETWORKS, 2022, 11 (04)