Wind power is playing an increasingly significant role in our daily life. However, wind farms are usually far away from cities especially for offshore wind farms, which brought inconvenience for maintenance activities. Two conventional maintenance strategies, namely corrective maintenance and preventive maintenance, cannot provide a condition-based maintenance to identify potential anomalies and predicts turbines’ future operation trend. In this paper, a model based data-driven condition monitoring method is proposed for fault detection of the wind turbines with SCADA data acquired from an operational wind farm. Due to the nature of the alarm signals, the alarm data can be used as an intermedium to link the normal data and fault data. First...
2020 by the authors. In wind power generation, one aim of wind turbine control is to maintain it in ...
In this paper, a multivariate statistical technique combined with a machine learning algorithm is pr...
Wind power is cleaner and less expensive compared to other alternative sources, and it has therefore...
Wind power is playing an increasingly significant role in daily life. However, wind farms are usuall...
With the increasing demand of renewable energy, the installation of wind power capacity has been ris...
Unscheduled or reactive maintenance on wind turbines due to component failure incurs significant dow...
With the improvement in wind turbine (WT) operation and maintenance (O&M) technologies and the rise ...
The reliability requirements of wind turbine (WT) components have increased significantly in recent ...
With growing wind energy capacity, especially offshore, reliability of wind turbines (WT) becomes a ...
Unscheduled or reactive maintenance on wind turbines due to component failure incurs significant dow...
As feed-in tariffs for wind energy are gradually being replaced by market driven auction-based syste...
Onshore and offshore wind farms require a high level of advanced maintenance. Supervisory control an...
The reliability requirements of wind turbine (WT) components have increased significantly in recent...
Wind energy, the world’s fastest growing renewable energy technology, is developing towards a major ...
Wind turbine failure and downtime can often compromise the profitability of a wind farm due to their...
2020 by the authors. In wind power generation, one aim of wind turbine control is to maintain it in ...
In this paper, a multivariate statistical technique combined with a machine learning algorithm is pr...
Wind power is cleaner and less expensive compared to other alternative sources, and it has therefore...
Wind power is playing an increasingly significant role in daily life. However, wind farms are usuall...
With the increasing demand of renewable energy, the installation of wind power capacity has been ris...
Unscheduled or reactive maintenance on wind turbines due to component failure incurs significant dow...
With the improvement in wind turbine (WT) operation and maintenance (O&M) technologies and the rise ...
The reliability requirements of wind turbine (WT) components have increased significantly in recent ...
With growing wind energy capacity, especially offshore, reliability of wind turbines (WT) becomes a ...
Unscheduled or reactive maintenance on wind turbines due to component failure incurs significant dow...
As feed-in tariffs for wind energy are gradually being replaced by market driven auction-based syste...
Onshore and offshore wind farms require a high level of advanced maintenance. Supervisory control an...
The reliability requirements of wind turbine (WT) components have increased significantly in recent...
Wind energy, the world’s fastest growing renewable energy technology, is developing towards a major ...
Wind turbine failure and downtime can often compromise the profitability of a wind farm due to their...
2020 by the authors. In wind power generation, one aim of wind turbine control is to maintain it in ...
In this paper, a multivariate statistical technique combined with a machine learning algorithm is pr...
Wind power is cleaner and less expensive compared to other alternative sources, and it has therefore...