A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms
المؤلف
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2010، العدد 2010 (31 ديسمبر/كانون الأول 2010)، ص ص. 1-22، 22ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2010-06-08
دولة النشر
مصر
عدد الصفحات
22
التخصصات الرئيسية
الملخص EN
The primary objective of engineering asset management is to optimize assets service delivery potential and to minimize the related risks and costs over their entire life through the development and application of asset health and usage management in which the health and reliability prediction plays an important role.
In real-life situations where an engineering asset operates under dynamic operational and environmental conditions, the lifetime of an engineering asset is generally described as monitored nonlinear time-series data and subject to high levels of uncertainty and unpredictability.
It has been proved that application of data mining techniques is very useful for extracting relevant features which can be used as parameters for assets diagnosis and prognosis.
In this paper, a tutorial on nonlinear time-series data mining in engineering asset health and reliability prediction is given.
Besides that an overview on health and reliability prediction techniques for engineering assets is covered, this tutorial will focus on concepts, models, algorithms, and applications of hidden Markov models (HMMs) and hidden semi-Markov models (HSMMs) in engineering asset health prognosis, which are representatives of recent engineering asset health prediction techniques.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Dong, Ming. 2010. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering،Vol. 2010, no. 2010, pp.1-22.
https://search.emarefa.net/detail/BIM-451993
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Dong, Ming. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering No. 2010 (2010), pp.1-22.
https://search.emarefa.net/detail/BIM-451993
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Dong, Ming. A Tutorial on Nonlinear Time-Series Data Mining in Engineering Asset Health and Reliability Prediction : Concepts, Models, and Algorithms. Mathematical Problems in Engineering. 2010. Vol. 2010, no. 2010, pp.1-22.
https://search.emarefa.net/detail/BIM-451993
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-451993
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر