Fault Resolution in Case-Based Reasoning

被引:0
|
作者
Tran, Ha Manh [1 ]
Schoenwaelder, Juergen [1 ]
机构
[1] Jacobs Univ Bremen, Bremen, Germany
关键词
Case-Based Reasoning; Probabilistic Reasoning; Fault Resolution; Fault Management;
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
We present a study of reasoning methods in Case-Based Reasoning, which can be applied for the communication system fault domain. Inspired by the reasoning approach of the experts in medical diagnosis, we propose a probabilistic reasoning method which comprises two processes: a ranking process restricting the scope of a problem and a selection process finding promising solutions for the problem. We experimentally evaluate this method and draw lessons from the results to improve it.
引用
收藏
页码:417 / 429
页数:13
相关论文
共 50 条
  • [21] A CASE-BASED REASONING APPROACH TO THE RESOLUTION OF FAULTS IN COMMUNICATIONS NETWORKS
    LEWIS, L
    IFIP TRANSACTIONS C-COMMUNICATION SYSTEMS, 1993, 12 : 671 - 682
  • [22] Zero anaphora resolution by case-based reasoning and pattern conceptualization
    Wu, Dian-Song
    Liang, Tyne
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) : 7544 - 7551
  • [23] A case-based reasoning system for conflict resolution: design and implementation
    Ross, S
    Fang, LP
    Hipel, KW
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2002, 15 (3-4) : 369 - 383
  • [24] A Case-Based Reasoning Approach for the Cybersecurity Incident Recording and Resolution
    Nunes, Raul Ceretta
    Colome, Marcelo
    Barcelos, Fabio Andre
    Garbin, Marcelo
    Paulus, Gustavo Bathu
    De Lima Silva, Luis Alvaro
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2019, 29 (11-12) : 1607 - 1627
  • [25] An interpretable approach based on possibilistic hypothetical case-based reasoning for fault diagnosis
    Marzouka, Wided Ben
    Farah, Mohamed
    Solaiman, Basel
    INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, 2024,
  • [26] Optimization of fault diagnosis based on the combination of Bayesian Networks and Case-Based Reasoning
    Bennacer, Leila
    Ciavaglia, Laurent
    Chibani, Abdelghani
    Amirat, Yacine
    Mellouk, Abdelhamid
    2012 IEEE NETWORK OPERATIONS AND MANAGEMENT SYMPOSIUM (NOMS), 2012, : 619 - 622
  • [27] Cement Rotary Kiln Fault Diagnosis Method Based on Case-Based Reasoning
    Liu, Shihui
    Meng, Qingjin
    PROCEEDINGS OF THE 2015 4TH INTERNATIONAL CONFERENCE ON COMPUTER, MECHATRONICS, CONTROL AND ELECTRONIC ENGINEERING (ICCMCEE 2015), 2015, 37 : 475 - 481
  • [28] Fault diagnosis in industry using sensor readings and case-based reasoning
    Olsson, E
    Funk, P
    Xiong, N
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2004, 15 (01) : 41 - 46
  • [29] Hybrid case-based reasoning for on-line product fault diagnosis
    Lee, SG
    Ng, YC
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2006, 27 (7-8): : 833 - 840
  • [30] Hybrid case-based reasoning for on-line product fault diagnosis
    S.G. Lee
    Y.C. Ng
    The International Journal of Advanced Manufacturing Technology, 2006, 27 : 833 - 840