Focusing on information context for ITS using a spatial age of information model

被引:1
|
作者
Heinovski, Julian [1 ]
Gomez, Jorge Torres [1 ]
Dressler, Falko [1 ]
机构
[1] TU Berlin, Sch Elect Engn & Comp Sci, Berlin, Germany
关键词
Age of information; Vehicular networking; Cooperative driving; Intelligent transportation systems; Beaconing;
D O I
10.1016/j.comcom.2023.07.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
New technologies for sensing and communication act as enablers for cooperative driving applications. Sensors are able to detect objects in the surrounding environment and information such as their current location is exchanged among vehicles. In order to cope with the vehicles' mobility, such information is required to be as fresh as possible for proper operation of cooperative driving applications. The age of information (AoI) has been proposed as a metric for evaluating freshness of information; recently also within the context of intelligent transportation systems (ITS). We investigate mechanisms to reduce the AoI of data transported in form of beacon messages while controlling their emission rate. We aim to balance packet collision probability and beacon frequency using the average peak age of information (PAoI) as a metric. This metric, however, only accounts for the generation time of the data but not for application-specific aspects, such as the location of the transmitting vehicle. We thus propose a new way of interpreting the AoI by considering information context, thereby incorporating vehicles' locations. As an example, we characterize such importance using the orientation and the distance of the involved vehicles. In particular, we introduce a weighting coefficient used in combination with the PAoI to evaluate the information freshness, thus emphasizing on information from more important neighbors. We further design the beaconing approach in a way to meet a given AoI requirement, thus, saving resources on the wireless channel while keeping the AoI minimal. We illustrate the effectiveness of our approach in Manhattan-like urban scenarios, reaching pre-specified targets for the AoI of beacon messages.
引用
收藏
页码:203 / 216
页数:14
相关论文
共 50 条
  • [1] A Spatial Model for Using the Age of Information in Cooperative Driving Applications
    Heinovski, Julian
    Gomez, Jorge Torres
    Dressler, Falko
    [J]. PROCEEDINGS OF THE 25TH ACM INTERNATIONAL CONFERENCE ON MODELING ANALYSIS AND SIMULATION OF WIRELESS AND MOBILE SYSTEMS, MSWIM 2022, 2022, : 85 - 94
  • [2] Context information model using ontologies and rules based on spatial object
    Park, Mi
    Gu, Mi Sug
    Ryu, Keun Ho
    [J]. ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS: WITH ASPECTS OF CONTEMPORARY INTELLIGENT COMPUTING TECHNIQUES, 2007, 2 : 107 - +
  • [3] Model extraction using context information
    Duarte, Lucio Mauro
    Kramer, Jeff
    Uchitel, Sebastian
    [J]. MODEL DRIVEN ENGINEERING LANGUAGES AND SYSTEMS, PROCEEDINGS, 2006, 4199 : 380 - 394
  • [5] Spatial context in collaborative information seeking
    Shah, Chirag
    Gonzalez-Ibanez, Roberto
    [J]. JOURNAL OF INFORMATION SCIENCE, 2012, 38 (04) : 333 - 349
  • [6] MODELING INFORMATION USE IN A SPATIAL CONTEXT
    CLARK, WAV
    SMITH, TR
    [J]. ANNALS OF THE ASSOCIATION OF AMERICAN GEOGRAPHERS, 1979, 69 (04) : 575 - 588
  • [7] The Return of 'Decoration' in the Context of Information Age
    Huang, Tao
    Yang, Hua
    [J]. MECHATRONICS AND INTELLIGENT MATERIALS, PTS 1 AND 2, 2011, 211-212 : 110 - +
  • [8] Using geographic information systems to reconceptualize spatial relationships and ecological context
    Downey, Liam
    [J]. AMERICAN JOURNAL OF SOCIOLOGY, 2006, 112 (02) : 567 - 612
  • [9] Improved Scene Classification Using Region Semantics and Spatial Context Information
    Fan, Yuhua
    [J]. PROCEEDINGS OF THE 2016 19TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY (ICCIT), 2016, : 443 - 450
  • [10] Age Differences in the Processing of Context Information Is it Age or Is it Performance?
    Schmitt, Hannah
    Wolff, Maren C.
    Ferdinand, Nicola K.
    Kray, Jutta
    [J]. JOURNAL OF PSYCHOPHYSIOLOGY, 2014, 28 (03) : 202 - 214