Singh Bohar, Kinter James L
Colorado State University Fort Collins CO USA.
Center for Ocean-Land-Atmosphere Studies George Mason University Fairfax VA USA.
J Geophys Res Atmos. 2020 Feb 16;125(3):e2019JD030873. doi: 10.1029/2019JD030873. Epub 2020 Feb 3.
A tracking algorithm based upon a multiple object tracking method is developed to identify, track, and classify Tropical Intraseasonal Oscillations (TISO) on the basis of their direction of propagation. Daily National Oceanic and Atmospheric Administration Outgoing Longwave Radiation anomalies from 1979-2017 are Lanczos band-pass filtered for the intraseasonal time scale (20-100 days) and spatially averaged with nine neighboring points to get spatially smoothed anomalies over large spatial scales (~10 km). TISO events are tracked by using a two-stage Kalman filter predictor-corrector method. Two dominant components of the TISO (Eastward propagating and Northward propagating) are classified, and it is found that TISO remains active throughout the year. Eastward-propagating TISO events occur from November to April with a phase speed of ~4 m/s and northward-propagating TISO events occur from May to October with a phase speed of ~2.5 m/s in both the Indian and Pacific Ocean basins. Composites of the mean background states (wind; sea surface temperature, SST; and moisture) reveal that the co-occurrence of warm SST and mean westerly zonal wind plays an important role in the direction of propagation and the geographical location of TISO events. In mean state sensitivity experiments with Sp-CAM4, we have found that the seasonality of TISO in terms of the geographical location of occurrences and direction of propagation is primarily associated with the annual march of the maximum SST and low level zonal wind which tends to follow the SST.
开发了一种基于多目标跟踪方法的跟踪算法,用于根据热带季节内振荡(TISO)的传播方向对其进行识别、跟踪和分类。对1979 - 2017年美国国家海洋和大气管理局每日向外长波辐射异常数据进行兰佐斯带通滤波,以获取季节内时间尺度(20 - 100天)的数据,并与九个相邻点进行空间平均,从而在大空间尺度(约10公里)上得到空间平滑异常数据。利用两阶段卡尔曼滤波器预测 - 校正方法对TISO事件进行跟踪。对TISO的两个主要成分(向东传播和向北传播)进行分类,发现TISO全年都很活跃。在印度洋和太平洋盆地,向东传播的TISO事件发生在11月至4月,相速度约为4米/秒;向北传播的TISO事件发生在5月至10月,相速度约为2.5米/秒。平均背景状态(风、海表面温度、SST和湿度)的合成分析表明,暖SST和平均西风纬向风的共同出现对TISO事件的传播方向和地理位置起着重要作用。在使用Sp - CAM4进行的平均状态敏感性实验中,我们发现TISO在发生地理位置和传播方向方面的季节性主要与最大SST和低层纬向风的年度移动有关,而低层纬向风往往跟随SST变化。