COGNITIVE ENGINE ARCHITECTURE FOR RAILWAY COMMUNICATIONS

被引:0
|
作者
Amanna, Ashwin [1 ]
Price, Matthew J. [1 ]
Bera, Soumava [1 ]
Gadhiok, Manik [1 ]
Reed, Jeffrey H. [1 ]
机构
[1] Virginia Tech, Dept Elect & Comp Engn, Blacksburg, VA 24061 USA
关键词
D O I
暂无
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper discusses a railway specific cognitive radio that builds upon software defined radio (SDR) platforms to adapt the radio based situational awareness. Cognitive Radio incorporates artificial intelligence based algorithms with reconfigurable software-defined radios that enable automatic adjustments of the radio to improve performance and overcome obstacles the radio may confront in the field (i.e. environmental/man-made interference, occupying the same channel as a user with higher priority, etc.). This paper describes the Railway Cognitive Radio (Rail-CR) architecture and illustrates preliminary results in simulation. The proposed cognitive engine architecture consists of a case-based reasoned (CBR) and a Genetic Algorithm (GA) optimization routine. This paper discusses the overall cognitive architecture, the relationship between the CBR and the GA based on weighted objective functions, and metrics for assessing performance. Methods for case representation, quantifying similarity between cases histories, and techniques for managing case growth rate are presented as well as a proposed test bed SDR platform.
引用
收藏
页码:61 / 66
页数:6
相关论文
共 50 条
  • [31] Security of RCL wireless railway communications
    Craven, PV
    2005 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA), VOLS 1AND 2, 2005, : 711 - 715
  • [32] Evaluation of 5G Train Neutral Host Architecture for Future 5G Railway Communications
    El Amine, Ali
    Nasreddine, Jad
    Ortiz, Martin Trullenque
    Petrucci, Luca
    Veyssiere, Philippe
    Quijada, Nuria Trujillo
    Vazquez-Gallego, Francisco
    Camps-Mur, Daniel
    2024 IEEE 99TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2024-SPRING, 2024,
  • [33] NEW DIRECTIONS IN RAILWAY ARCHITECTURE
    POWELL, K
    ARCHITECTURAL DESIGN, 1994, (109) : 16 - 21
  • [34] A Security Architecture for Railway Signalling
    Schlehuber, Christian
    Heinrich, Markus
    Vateva-Gurova, Tsvetoslava
    Katzenbeisser, Stefan
    Suri, Neeraj
    COMPUTER SAFETY, RELIABILITY, AND SECURITY, SAFECOMP 2017, 2017, 10488 : 320 - 328
  • [35] The railway carriages of the engine facility Esslingen
    Heller, A
    ZEITSCHRIFT DES VEREINES DEUTSCHER INGENIEURE, 1906, 50 : 860 - 862
  • [36] AN OBJECT-ORIENTED COGNITIVE SOURCE CODING ARCHITECTURE FOR 3D VIDEO COMMUNICATIONS
    Milani, Simone
    Calvagno, Giancarlo
    18TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO-2010), 2010, : 105 - 109
  • [37] Cognitive Engine Design for Cognitive Radio
    Bourbia, Salma
    Achouri, Madiha
    Grati, Khaled
    Le Guennec, Daniel
    Ghazel, Adel
    2012 INTERNATIONAL CONFERENCE ON MULTIMEDIA COMPUTING AND SYSTEMS (ICMCS), 2012, : 986 - 991
  • [38] Enabling opportunistic communications in a Social Communications Broker Architecture
    Alonso, Jorge M.
    Sola, Oscar M.
    2009 IEEE INTERNATIONAL SYMPOSIUM ON A WORLD OF WIRELESS, MOBILE AND MULTIMEDIA NETWORKS & WORKSHOPS, 2009, : 407 - 412
  • [39] Visual architecture and cognitive architecture
    Horswill, I
    JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 1997, 9 (2-3) : 277 - 292
  • [40] A hybrid architecture of cognitive decision engine based on particle swarm optimization algorithms and case database
    Xiaobo Tan
    Hang Zhang
    Jian Hu
    annals of telecommunications - annales des télécommunications, 2014, 69 : 593 - 605