A Modified Dendritic Cell Algorithm for On-line Error Detection in Robotic Systems

被引:23
|
作者
Mokhtar, Maizura [1 ]
Bi, Ran [1 ]
Timmis, Jon [1 ]
Tyrrell, Andy M. [1 ]
机构
[1] Univ York, Dept Elect, York YO10 5DD, N Yorkshire, England
关键词
D O I
10.1109/CEC.2009.4983194
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The immune system is a key component in the maintenance of host homeostasis. Key actors in this process are cells known as dendritic cells (DCs). An Artificial Immune System based on DCs (known as the Dendritic Cell Algorithm: DCA) is well established in the literature and has been applied in a number of applications. Work in this paper is concerned with the development of an integrated homeostatic system for small, autonomous robotic systems, implemented on a resource limited micro-controller. As a first step, we have modified the DCA to operate in both simulated robotic units, and a resource constrained micro-controller that can operate in an on-line manner. Errors can be introduced into the robotic unit during operation, and these can be detected and then circumvented by the modified DCA.
引用
收藏
页码:2055 / 2062
页数:8
相关论文
共 50 条
  • [1] Modified stability checking for on-line error detection
    Yada, Satish
    Amrutur, Bharadwaj
    Parekhji, Rubin A.
    20TH INTERNATIONAL CONFERENCE ON VLSI DESIGN, PROCEEDINGS: TECHNOLOGY CHALLENGES IN THE NANOELECTRONICS ERA, 2007, : 787 - +
  • [2] The Diagnostic Dendritic Cell Algorithm for Robotic Systems
    Bi, Ran
    Timmis, Jon
    Tyrrell, Andy
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [3] A framework for on-line timing error detection in software systems
    Cinque, Marcello
    Cotroneo, Domenico
    Della Corte, Raffaele
    Pecchia, Antonio
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 90 : 521 - 538
  • [4] On-line Error Detection and Testing of AES
    Patil, Jayashri
    2009 4TH INTERNATIONAL CONFERENCE ON COMPUTERS AND DEVICES FOR COMMUNICATION (CODEC 2009), 2009, : 84 - 87
  • [5] A Fuzzy Approach for on-line Error Compensation During Robotic Welding
    Davila-Rios, Ignacio
    Osorio-Comparan, Roman
    Lopez-Juarez, Ismael
    Lefranc, Gaston
    Mendez, Gerardo M.
    Cubillos, Claudio
    2016 6TH INTERNATIONAL CONFERENCE ON COMPUTERS COMMUNICATIONS AND CONTROL (ICCCC), 2016, : 264 - 270
  • [6] On-line error detection through data duplication in distributed-memory systems
    Gong, C
    Melhem, R
    Gupta, R
    MICROPROCESSORS AND MICROSYSTEMS, 1997, 21 (03) : 197 - 209
  • [7] False error study of on-line soft error detection mechanisms
    Kiran, Kumar Reddy M.
    Amrutur, Bharadwaj S.
    Parekhji, Rubin A.
    14TH IEEE INTERNATIONAL ON-LINE TESTING SYMPOSIUM, PROCEEDINGS, 2008, : 53 - +
  • [8] On-line error detection for finite field multipliers
    Gossel, M
    Fenn, S
    Taylor, D
    1997 IEEE INTERNATIONAL SYMPOSIUM ON DEFECT AND FAULT TOLERANCE IN VLSI SYSTEMS, PROCEEDINGS, 1997, : 307 - 311
  • [9] An On-Line Statistic Algorithm to Fault Detection in Controlled Systems: A Study Case
    de Leon Puig, Nubia Ilia Ponce
    Acho, Leonardo
    Rodellar, Jose
    2018 9TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS (IS), 2018, : 253 - 259
  • [10] The application of a dendritic cell algorithm to a robotic classifier
    Oates, Robert
    Greensmith, Julie
    Aickelin, Uwe
    Garibaldi, Jonathan
    Kendall, Graham
    ARTIFICIAL IMMUNE SYSTEMS, PROCEEDINGS, 2007, 4628 : 204 - +