Xie Xiaoping, Wei Jiansu, Huang Liang. Evaluation of ASCAT coastal wind product using nearshore buoy data. J Appl Meteor Sci, 2014, 25(4): 445-453.
Citation: Xie Xiaoping, Wei Jiansu, Huang Liang. Evaluation of ASCAT coastal wind product using nearshore buoy data. J Appl Meteor Sci, 2014, 25(4): 445-453.

Evaluation of ASCAT Coastal Wind Product Using Nearshore Buoy Data

  • Received Date: 2013-10-24
  • Rev Recd Date: 2014-04-16
  • Publish Date: 2014-07-31
  • The new scatterometer advanced scatterometer (ASCAT) on board MetOp-A satellite provides surface wind speed and direction over global ocean. Providing accurate nearshore wind data from satellites is challenging because satellite data are unavailable very close to shore due to the contaminating effect of the land. Besides, land-sea breezes and shore topography produce small space scale and time-scale wind variations that can be smoothed by the satellite's space averaging and aliased by the satellite's twice-a-day sampling. The complexity of nearshore winds is one of the prime causes that the regions are so important. For example, over one-third of the total marine fish catch occurs within nearshore zone.The accuracy of ASCAT coastal wind product is determined through various comparisons with buoys. The nearshore buoys used in the comparisons locate in US West Coast and China Coast. As the time interval of US West Coast buoy wind is 10-minute interval and the spatial resolution of ASCAT wind product is 12.5 km, a scatterometer wind and a buoy wind measurement are considered to be collocated if the distance between the wind vector cell center and the buoy location is less than 12.5 km and if the acquisition time difference is less than 5 minutes in US West Coast. As the time interval of China Coast buoy wind is 1 hour, the acquisition time difference is less than 30 minutes in China Coast. The buoy winds at a given anemometer height are converted to 10 m neutral winds in order to enable a good comparison with the 10 m scatteromter winds. The time ranges of wind data used for comparison from US West Coast buoys and China Coast buoys are the whole year of 2012 and the first half year of 2012 individually.It shows that the accuracy of the wind speed of ASCAT product is high and the accuracy of the wind direction of ASCAT product is influenced by several factors, such as the distance from coast, wind speed and wind direction. The overall wind speed correlation coefficient between buoy data and ASCAT product is 0.94, and wind speed correlation coefficients between each buoy and ASCAT product are all above 0.9. The overall wind direction correlation coefficient between buoy and ASCAT product is 0.71, and the wind direction correlation coefficient between the nearest buoy and ASCAT product is only 0.55. Processing the satellite data by discarding observations recorded in light winds (below 3 m·s-1) can improve the accuracy of the ASCAT wind products by reducing the mean bias of wind direction from 21.89°to 11.83°, and the wind direction correlation coefficient increased from 0.71 to 0.84. In addition, the accuracy of the wind flow from land is low, while the accuracy of the wind flow from sea is higher. In most China nearshore regions, the applicability of ASCAT coastal wind product is good, but in Bohai Sea, the effect of topography on ASCAT coastal wind product is apparent.

  • Fig. 1  Location of 7 nearshore buoys off US West Coast used to evaluate ASCAT coastal wind product

    Fig. 2  Location of 8 nearshore buoys off China Coast used to evaluate ASCAT coastal wind product

    Fig. 3  Correlation coefficients between ASCAT coastal wind products and US West Coastal buoy wind observations in 2012

    Fig. 4  differences between ASCAT coastal wind products and US West Coastal buoy observations (a) wind speed, (b) wind direction

    Fig. 5  Wind rose diagram of root mean square error between ASCAT coastal wind products and US West Coastal buoy observations

    (a) wind speed root mean square error (unit:m·s-1), (b) wind direction root mean square error (unit:(°))

    Fig. 6  Wind rose diagram of wind direction mean error between ASCAT coastal wind products and nearshore buoy data of Bohai Sea in China from January to June in 2012(unit:(°))

    Table  1  Information list of the NDBC buoys

    浮标号纬度经度测风高度/m离岸距离/km
    4601338.242°N123.301°W522
    4601439.235°N123.974°W517
    4602741.850°N124.381°W513
    4602835.741°N121.884°W541
    4604147.349°N124.708°W534
    4604236.785°N122.469°W535
    4608632.491°N118.034°W585
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    Table  2  Information list of China nearshore buoys

    浮标号纬度经度测风高度/m离岸距离/km
    5455839.25°N120.58°E1057
    5464138.85°N118.55°E108
    5857329.75°N122.75°E1034
    5876827.53°N121.40°E1039
    5895125.50°N120.32°E1045
    5933423.64°N118.20°E1054
    5951522.33°N117.34°E10110
    5976520.75°N111.66°E1085
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    Table  3  Comparison between ASCAT coastal wind products and US West Coastal buoy wind observations

    浮标号匹配样本量风速平均偏差/(m·s-1)风向平均偏差/(°)风速相关系数风向相关系数
    460132980.8222.690.970.78
    460142821.5925.110.930.57
    460271782.1431.720.900.55
    460283490.7715.020.970.87
    460413340.9225.700.960.67
    460423280.7416.520.960.78
    460863540.6821.860.940.74
    DownLoad: Download CSV

    Table  4  Comparison between ASCAT coastal wind products and US West Coastal buoy wind observations according to wind speed

    类型样本量风速平均偏差/(m·s-1)风向平均偏差/(°)风速相关系数风向相关系数
    全部样本21231.021.890.940.71
    风速不大于3 m·s-15481.1550.80.260.39
    风速大于3 m·s-115750.9611.830.940.84
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    Table  5  Comparison between ASCAT coastal wind products and China nearshore buoy wind observations

    浮标号样本量风速平均偏差/(m·s-1)风向平均偏差/(°)风速相关系数风向相关系数
    545582041.33136.100.940.06
    546411418.3753.630.420.55
    585732742.4836.270.870.77
    587681961.1230.180.960.95
    589511731.2738.040.970.78
    593341241.6040.860.960.83
    595151371.1526.920.980.93
    597651601.0629.640.960.92
    DownLoad: Download CSV

    Table  6  Comparison result between ASCAT coastal wind products and China nearshore buoy wind observations according to wind speed

    分类样本量风速平均偏差/(m·s-1)风向平均偏差/(°)风速相关系数风向相关系数
    全部样本14091.7032.730.920.63
    风速不大于3 m·s-12532.0065.800.300.40
    风速大于3 m·s-111561.5518.200.930.73
    DownLoad: Download CSV
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    • Received : 2013-10-24
    • Accepted : 2014-04-16
    • Published : 2014-07-31

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