Investigation of wind resource characteristics in mountain wind farm using multiple-unit SCADA data in Chenzhou: A case study

• Published in: Energy conversion and management 2017-09, Vol.148, p.378-393
• Main Authors: Dai, Juchuan, Tan, Yayi, Yang, Wenxian, Wen, Li, Shen, Xiangbin
• Format: Article
• Language: English
• Subjects: Air flow; Case studies; Data processing; Frequency distribution; Mountain wind farm; Mountains; Preprocessing; Probability density functions; SCADA data; Supervisory control and data acquisition; Turbines; Wind direction; Wind farms; Wind power; Wind power generation; Wind resource assessment; Wind speed; Wind turbines
• ISSN: 0196-8904; 1879-2227
• DOI: 10.1016/j.enconman.2017.05.075

•High-resolution SCADA data are extracted for wind resource investigating.•Data preprocessing methods of both wind speed and wind direction are presented.•The specific wind resource characteristics in a mountain wind farm are revealed.•Knowledge gap of wind resource characteristics in a mountain wind farm is filled. Wind resource characteristics in a mountain wind farm is more complicated and changeable than that in a flat wind farm due to the influence of complex mountain terrain-topography on air flow. Although there have been a large number of investigations on wind resource characteristics, the local wind resource characteristics in a mountain wind farm are still a lack. To fill this knowledge gap, high-resolution wind data are extracted for investigating from multiple-unit SCADA data, that is, wind data are collected from four selected wind turbines with SCADA system, which means wind data are from four different locations. For each location, more than thirty million sets of wind data are extracted for investigation in 2015. Then, several kinds of probability density functions (PDFs) are compared, and one-dimensional and multidimensional kernel density estimation method is selected for the investigation of the frequency distribution. Data preprocessing methods of both wind speed and wind direction are also presented. Finally, the results of this investigation reveal the specific change characteristics of wind speed and wind direction in the investigated mountain wind farm. Yearly mean wind speeds for four different locations are 3.8m/s, 5.1m/s, 5.4m/s and 5.6m/s, respectively.