Fundamentals of model-based diagnosis of dynamic systems

被引:0
|
作者
Struss, P [1 ]
机构
[1] Tech Univ Munich, D-81667 Munich, Germany
来源
IJCAI-97 - PROCEEDINGS OF THE FIFTEENTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS 1 AND 2 | 1997年
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
The paper discusses theoretical foundations and practical aspects of applying model-based diagnosis (particularly consistency-based diagnosis) to dynamic systems. Many approaches To this task take it for granted that it requires simulation of the system being diagnosed. We present conditions for avoiding the often prohibitively expensive step of simulation, which are stared as properties of the model acid the predictive algorithm and the observability of the system. The results provide design criteria for models and diagnostic systems and a foundation for tackling new significant types of applications. This fact is illustrated by a case study on diagnosis of the hydraulic circuit of an anti-lock braking system.
引用
收藏
页码:480 / 485
页数:6
相关论文
共 50 条
  • [1] Model-based fault diagnosis in continuous dynamic systems
    Lo, CH
    Wong, YK
    Rad, AB
    ISA TRANSACTIONS, 2004, 43 (03) : 459 - 475
  • [2] Model-based diagnosis of dynamic systems:: Systematic conflict generation
    Górny, B
    Ligeza, A
    LOGICAL AND COMPUTATIONAL ASPECTS OF MODEL-BASED REASONING, 2002, 25 : 273 - 291
  • [3] Model-based fault diagnosis and prognosis of dynamic systems: a review
    Ekanayake, Thushara
    Dewasurendra, Devapriya
    Abeyratne, Sunil
    Ma, Lin
    Yarlagadda, Prasad
    DIGITAL MANUFACTURING TRANSFORMING INDUSTRY TOWARDS SUSTAINABLE GROWTH, 2019, 30 : 435 - 442
  • [4] Monte Carlo simulation for model-based fault diagnosis in dynamic systems
    Marseguerra, Marzio
    Zio, Enrico
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2009, 94 (02) : 180 - 186
  • [5] Review of systematic conflict generation in model-based diagnosis of dynamic systems
    Górny, B
    Ligeza, A
    MANUFACTURING, MODELLING, MANAGEMENT AND CONTROL 2001 (MIM 2001), 2001, : 77 - 82
  • [6] Model-based diagnosis of hybrid systems
    Narasimhan, Sriram
    Biswas, Gautam
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2007, 37 (03): : 348 - 361
  • [7] DXPCS: a toolbox for model-based diagnosis of dynamic systems using possible conflicts
    Pulido, Belarmino
    Bregon, Anibal
    Alonso-Gonzalez, Carlos J.
    Hernandez, Alberto
    Rubio, David
    Miguel Villarroel, Luis
    PROGRESS IN ARTIFICIAL INTELLIGENCE, 2016, 5 (02) : 111 - 120
  • [8] Temporal decision trees:: Model-based diagnosis of dynamic systems on-board
    Console, L
    Picardi, C
    Dupré, DT
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2003, 19 : 469 - 512
  • [9] DSD: a generic software package for model-based fault diagnosis in dynamic systems
    Wang, P
    Chen, XM
    Aldemir, T
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2002, 75 (01) : 31 - 39
  • [10] NONLINEAR BEHAVIOR OF PRECISION GEAR UNITS - FUNDAMENTALS FOR MODEL-BASED DIAGNOSIS
    LIVOTOV, P
    KALENDER, T
    FORSCHUNG IM INGENIEURWESEN-ENGINEERING RESEARCH, 1994, 60 (7-8): : 180 - 186