Temporal decision trees:: Model-based diagnosis of dynamic systems on-board

被引:23
|
作者
Console, L
Picardi, C
Dupré, DT
机构
[1] Univ Turin, Dipartimento Informat, I-10149 Turin, Italy
[2] Univ Piemonte Orientale, Dipartimento Informat, I-15100 Alessandria, Italy
关键词
D O I
10.1613/jair.1194
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The automatic generation of decision trees based on off-line reasoning on models of a domain is a reasonable compromise between the advantages of using a model-based approach in technical domains and the constraints imposed by embedded applications. In this paper we extend the approach to deal with temporal information. We introduce a notion of temporal decision tree, which is designed to make use of relevant information as long as it is acquired, and we present an algorithm for compiling such trees from a model-based reasoning system.
引用
收藏
页码:469 / 512
页数:44
相关论文
共 50 条
  • [21] Generating on-board diagnostics of dynamic automotive systems based on qualitative models
    Cascio, F
    Console, L
    Guagliumi, M
    Osella, M
    Panati, A
    Sottano, S
    Dupré, DT
    AI COMMUNICATIONS, 1999, 12 (1-2) : 33 - 43
  • [22] Review on model-based methods for on-board condition monitoring in railway vehicle dynamics
    Strano, Salvatore
    Terzo, Mario
    ADVANCES IN MECHANICAL ENGINEERING, 2019, 11 (02)
  • [23] A model-based approach to automotive three-way catalyst on-board monitoring
    Muske, Kenneth R.
    Jones, James C. Peyton
    Howse, James W.
    JOURNAL OF PROCESS CONTROL, 2008, 18 (02) : 163 - 172
  • [24] Performance Qualification of an On-Board Model-Based Diagnostic System for Fatigue Crack Monitoring
    Sbarufatti, C.
    Giglio, M.
    JOURNAL OF THE AMERICAN HELICOPTER SOCIETY, 2017, 62 (04)
  • [25] Improvement of the diagnosis quality of complex mechatronic vehicle systems through model based diagnosis with on-board data taking and off-board evaluation
    Kokes, Michael
    Liu, Steven
    Flohr, Guido
    Von Querfurth, Arno
    VDI Berichte, 2009, (2068): : 117 - 125
  • [26] 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
  • [27] Modeling preference heterogeneity using model-based decision trees
    Gutierrez-Vargas, Alvaro A.
    Meulders, Michel
    Vandebroek, Martina
    JOURNAL OF CHOICE MODELLING, 2023, 46
  • [28] Temporal Decision Trees In Diagnostics Systems
    Vadim, Vagin
    Oleg, Morosin
    Marina, Fomina
    Sergey, Antipov
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN BIG DATA, COMPUTING AND DATA COMMUNICATION SYSTEMS (ICABCD), 2018,
  • [29] 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
  • [30] 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