عنوان فارسی مقاله: روش های آماری برای پیش بینی قابلیت اطمینان


عنوان انگلیسی مقاله:

Statistical methods for reliability forecasting and prognostics






 

فهرست مطالب

Statistical methods for reliability forecasting and prognostics 

A Brief Background 

Iowa State University

Goal

Today’s Presentation

Part 1:Motivation For Research

Failures

Sample Study

Malfunctions vs. Downtime

Failure Modes

Industry Approaches 

Sandia’s Take on Reliability

Big Data

“Big Data” for Wind Turbines

Reliability Field Data

Applications

Main Research Topic

Example of Non-Parametric Analysis

An Idea of KM Datasets 

Graphical Representation

Relation to other WESEP Students

Conclusion/Q&A 

References




بخشی از مقاله

Big Data

“Big data” refers to datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze. This definition is intentionally subjective and incorporates a moving definition of how big a dataset needs to be in order to be considered big data—i.e., we don’t define 

Big data in terms of being larger than a certain number of terabytes (thousands of gigabytes). We assume that, as technology advances over time, the size of datasets that qualify as big data will also increase. Also note that the definition can vary by sector, depending on what kinds of software tools are commonly available and what sizes of datasets are common in a particular industry. 

With those caveats, big data in many sectors today will range from a few dozen terabytes to multiple petabytes (thousands of terabytes). 








 

کلمات کلیدی: 

Complex Engineering Service Systems: Concepts and Research https://books.google.com/books?isbn=0857291890 Irene Ng, ‎Glenn Parry, ‎Peter Wild - 2011 - ‎Technology & Engineering The ability to predict the remaining useful life of a system or a component also requires a reliable forecast of future equipment use. Although often mentioned in the same breath, prognostics and diagnostics are fundamentally different. Fault diagnosis is a post-event activity, aiming to assist recovery from a failure while ... Diagnostics and Prognostics of Engineering Systems: Methods and ... https://books.google.com/books?isbn=146662096X Kadry, Seifedine - 2012 - ‎Technology & Engineering IEEE Transactions on Reliability, 59(2), 426–439. doi:10.1109/TR.2010.2048736 Ginart, A., Barlas, I., Dorrity, J. L., Kalgren, P., & Roemer, M. J. (2006). Self-healing from a ... International Journal of Forecasting, 22, 443–473. doi:10.1016/j.ijforecast.2006.01.001 Grall, A., Bérenguer, C., & Chu, C. (1998). Optimal dynamic ...