首页> 外文期刊>Journal of Applied Meteorology and Climatology >Reduced-Order Modeling of Stratospheric Winds and Its Application in High-Altitude Balloon Trajectory Simulations
【24h】

Reduced-Order Modeling of Stratospheric Winds and Its Application in High-Altitude Balloon Trajectory Simulations

机译:平流层风的下降阶型建模及其在高空球囊轨迹模拟中的应用

获取原文
获取原文并翻译 | 示例
           

摘要

The knowledge of weather conditions at the stratosphere is important for the planning and execution of high-altitude balloon flights, which require an accurate modeling of weather data over a period of time. Various methods based on statistical analysis, artificial neural networks, and cluster analysis have been employed to model the temporal variation of weather parameters. In the present study, a proper orthogonal decomposition (POD) method has been used to study the spatial as well as temporal variations of wind data in Singapore. The use of POD facilitates a compact representation of the weather dataset and aids in faster computation of wind profiles for use in balloon trajectory simulation. Further, the results reveal the existence of the quasi-biennial oscillation phenomenon, which is characteristic of equatorial easterly-westerly winds. This phenomenon enables the development of a Fourier prediction model, which can be used in real-time balloon trajectory simulations. The Fourier model is observed to be sensitive to wind velocity fluctuations, especially in the vicinity of alternating wind directions. However, it provides a reasonable projection of balloon trajectory, which can be used in preliminary planning and testing of high-altitude flights. Thus, a prior knowledge of wind profiles based on POD or a Fourier model aids in balloon station keeping. A simple case of altitude-controlled balloon flight is presented, and the results highlight the advantages of the present method in balloon station keeping.
机译:对平流层天气状况的了解对于高空气球飞行的规划和执行非常重要,这需要对一段时间内的天气数据进行精确建模。基于统计分析、人工神经网络和聚类分析的各种方法被用来模拟天气参数的时间变化。在本研究中,本征正交分解(POD)方法被用于研究新加坡风数据的时空变化。POD的使用有助于简洁地表示天气数据集,并有助于更快地计算用于气球轨道模拟的风廓线。结果进一步揭示了准两年振荡现象的存在,这是赤道东西风的特征。这一现象使傅里叶预测模型得以发展,该模型可用于实时气球轨道模拟。观察到傅里叶模型对风速波动非常敏感,尤其是在交替风向附近。然而,它提供了一个合理的气球轨迹投影,可用于高空飞行的初步规划和测试。因此,基于POD或傅立叶模型的风廓线先验知识有助于气球站的保持。本文给出了一个简单的气球高度控制飞行的例子,其结果突出了本方法在气球站位保持中的优势。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号