Real-time marine diesel engine simulation for fault diagnosis

被引:0
|
作者
Logan, K [1 ]
Inozu, B [1 ]
Roy, P [1 ]
Hetet, JF [1 ]
Chesse, P [1 ]
Tauzia, X [1 ]
机构
[1] MACSEA Ltd, Stonington, CT USA
来源
MARINE TECHNOLOGY AND SNAME NEWS | 2002年 / 39卷 / 01期
关键词
D O I
暂无
中图分类号
P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Automated monitoring systems are now the standard on most large vessels; however, few are equipped with diagnostic systems. This paper presents new developments in the area of fault diagnosis based on intelligent software agents. The research objective was to design an agent capable of continuous real-time machine learning by using an artificial neural network known as the cerebellar model articulation controller (CMAC). An engine simulator that can model both normal and faulty engine operations was used to develop the learning system controller in a flexible and cost-efficient manner. This paper provides a description of the selected CMAC, a brief overview of the real-time engine simulator and its integration with the learning system as well as a few results.
引用
收藏
页码:21 / 28
页数:8
相关论文
共 50 条
  • [1] Real-time simulation of two-stroke marine diesel engine
    Zhu, JY
    [J]. SYSTEM SIMULATION AND SCIENTIFIC COMPUTING (SHANGHAI), VOLS I AND II, 2002, : 777 - 781
  • [2] A novel approach for marine diesel engine fault diagnosis
    Cai, Chengtao
    Weng, Xiangyu
    Zhang, Chuanbin
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2017, 20 (02): : 1691 - 1702
  • [3] ON THE INTELLIGENT FAULT DIAGNOSIS METHOD FOR MARINE DIESEL ENGINE
    Li, Peng
    Su, Baoku
    [J]. 2008 INTERNATIONAL CONFERENCE ON APPERCEIVING COMPUTING AND INTELLIGENCE ANALYSIS (ICACIA 2008), 2008, : 397 - 400
  • [4] A novel approach for marine diesel engine fault diagnosis
    Chengtao Cai
    Xiangyu Weng
    Chuanbin Zhang
    [J]. Cluster Computing, 2017, 20 : 1691 - 1702
  • [5] Engine state monitoring and fault diagnosis of large marine diesel engines Engine state monitoring and fault diagnosis of large marine diesel engines
    Watzenig, D.
    Sommer, M. S.
    Steiner, G.
    [J]. ELEKTROTECHNIK UND INFORMATIONSTECHNIK, 2009, 126 (05): : 173 - 179
  • [6] Fuzzy controller of the air system of a diesel engine: Real-time simulation
    Arnold, Jean-Francois
    Langlois, Nicolas
    Chafouk, Houcine
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 193 (01) : 282 - 288
  • [7] Real-Time Classification of Diesel Marine Engine Loads Using Machine Learning
    Shahid, Syed Maaz
    Ko, Sunghoon
    Kwon, Sungoh
    [J]. SENSORS, 2019, 19 (14)
  • [8] Research on Marine Electronic Injection Diesel Engine Fault Diagnosis
    Zhang, Gang
    Jiang, De-Zhi
    [J]. JOINT 2016 INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE AND ENVIRONMENTAL SCIENCE (SSES 2016) AND INTERNATIONAL CONFERENCE ON FOOD SCIENCE AND ENGINEERING (ICFSE 2016), 2016, : 214 - 220
  • [9] The Application and Research of the Intelligent Fault Diagnosis for Marine Diesel Engine
    Peng, Li
    Lei, Liu
    [J]. 2008 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2008, : 74 - 77
  • [10] MARINE DIESEL ENGINE FAULT DIAGNOSIS BASED ON VIBRATION MONITORING
    Zhu, Jianyuan
    [J]. PROCEEDINGS OF THE 17TH INTERNATIONAL CONGRESS ON SOUND AND VIBRATION, 2010,