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Prognostics and Health Management of Wind Turbines -- Current Status and Future Opportunities

Book ·

The global wind industry has seen tremendous growth during the past two decades. However, the industry is challenged by premature component failures, which lead to increased turbine downtime and subsequently, cost of energy for wind power. To mitigate the impacts from these failures, the wind industry has been exploring various areas for improvements ranging from product design, new materials or lubricants, to operation and maintenance (O&M) practices. Condition-based maintenance or prognostics and health management (PHM) has been explored as one enabling technology for improving O&M practices. This chapter provides a brief overview of wind turbine PHM with a focus on operational data mining and condition monitoring of drivetrains. Some future research and development opportunities in wind turbine PHM are also briefly discussed.

Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Wind and Water Technologies Office (EE-4W)
DOE Contract Number:
AC36-08GO28308
OSTI ID:
1369112
Report Number(s):
NREL/CH-5000-66587
Country of Publication:
United States
Language:
English

References (13)

Wind turbine condition monitoring: technical and commercial challenges: Wind turbine condition monitoring: technical and commercial challenges journal August 2012
Planetary gear load sharing of wind turbine drivetrains subjected to non-torque loads: Planetary gear load sharing journal March 2014
Improving wind turbine drivetrain designs to minimize the impacts of non-torque loads: Advanced drivetrain designs to minimize the effects of non-torque loads journal November 2014
SCADA data based condition monitoring of wind turbines journal March 2014
Maintenance Strategies for Large Offshore Wind Farms journal January 2012
Remaining useful life estimation – A review on the statistical data driven approaches journal August 2011
Prognostics and Health Management of PEMFC – State of the art and remaining challenges journal November 2013
Friction and wear behaviour of boron based surface treatment and nano-particle lubricant additives for wind turbine gearbox applications journal July 2011
Material wear and fatigue in wind turbine Systems journal April 2013
Monitoring of Wind Turbine Gearbox Condition through Oil and Wear Debris Analysis: A Full-Scale Testing Perspective journal January 2016
Condition Monitoring of Wind Power System With Nonparametric Regression Analysis journal June 2014
Remaining Useful Life Estimation of Critical Components With Application to Bearings journal June 2012
A Technical Framework and Roadmap of Embedded Diagnostics and Prognostics for Complex Mechanical Systems in Prognostics and Health Management Systems journal June 2012

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