ANN-based nonlinear time series models in fault detection and prediction

被引：0

作者：

Tang, TH ^{[1
]}

Xiong, M ^{[1
]}

Liu, YJ ^{[1
]}

Li, JR ^{[1
]}

机构：

[1] Shanghai Maritime Univ, Merchant Marine Coll, Shanghai 200135, Peoples R China

来源：

CONTROL APPLICATIONS IN MARINE SYSTEMS (CAMS'98) | 1999年

关键词：

nonlinear time series; neural networks; parameter identification; adaptive prediction;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

In this paper nonlinear time series models based on neural networks are introduced to forecast faults. A feedforward neural network prediction method with single sample adaptive learning algorithm and a recurrent neural network prediction method with adaptive learning algorithm are presented to implement system modeling, parameter correcting and trend forecasting on line. Copyright (C) 1998 IFAC.

引用

页码：297 / 302

页数：6

共 50 条

[1] NARX ANN-based instrument fault detection in motorcycle
Capriglione, Domenico
Carratu, Marco
Pietrosanto, Antonio
Sommella, Paolo
MEASUREMENT, 2018, 117 : 304 - 311
[2] An ANN-Based High Impedance Fault Detection Scheme: Design and Implementation
Zadeh, Hassan Khorashadi
INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2005, 4 (02):
[3] Fault prediction for nonlinear time series based on neural network
College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
不详
Zidonghua Xuebao, 2007, 7 (744-748): : 744 - 748
[4] Time series forecasting of domestic shipping market: comparison of SARIMAX, ANN-based models and SARIMAX-ANN hybrid model
Fiskin, Cemile Solak
Turgut, Ozgu
Westgaard, Sjur
Cerit, A. Guldem
INTERNATIONAL JOURNAL OF SHIPPING AND TRANSPORT LOGISTICS, 2022, 14 (03) : 193 - 221
[5] Interpretation of ANN-based QSAR models for prediction of antioxidant activity of flavonoids
Zuvela, Petar
David, Jonathan
Wong, Ming Wah
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2018, 39 (16) : 953 - 963
[6] ANN-based fault testing on rolling bearing
Zhuang, Zhemin
Lin, Zhiqiang
Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2000, 21 (01): : 73 - 74
[7] ANN-based fault tolerance of CNC interpolation
Wang, Yiqiang
Yuan, Xiuhua
Ma, Mingyang
Hu, Yanjuan
Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery, 2011, 42 (07): : 215 - 219
[8] Dynamic Bus Travel Time Prediction Using an ANN-based Model
As, Mansur
Mine, Tsunenori
PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON UBIQUITOUS INFORMATION MANAGEMENT AND COMMUNICATION (IMCOM 2018), 2018,
[9] Comparative appraisal of adaptive ANN-based freeway incident detection models
Jin, X
Srinivasan, D
Cheu, RL
IEEE 5TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, PROCEEDINGS, 2002, : 720 - 726
[10] A Design Space Exploration Framework for ANN-Based Fault Detection in Hardware Systems
Savva A.G.
Theocharides T.
Nicopoulos C.
Savva, Andreas G. (andsavv-1981@yahoo.com), 1600, Hindawi Limited, 410 Park Avenue, 15th Floor, 287 pmb, New York, NY 10022, United States (2017):

← 1 2 3 4 5 →