基于GPS的局部天气预测神经网络系统的基础研究

Shigenori Tanaka, H. Furuta, M. Hirokane, Takada Tomonori, Tatsunori Sada, K. Uchino
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引用次数: 0

摘要

全球定位系统最近在测量中得到了应用。由于大气中的水汽对GPS无线电波的延迟,GPS测量结果存在误差。本研究开发的系统是利用GPS数据在水汽的影响下预报当地天气的系统。利用神经网络技术将GPS数据与天气条件联系起来。在初步实验中,通过模拟天气预报来选择主要实验中使用的GPS数据项。在初步实验的GPS数据项基础上,构建了导频系统。试验系统准确地预报了晴、雨天气。然后结合初步实验的结果,进行了主实验。在主要实验中,利用气象因子和GPS数据构建了一个预报系统,该系统对除晴多云混合天气外的所有天气进行了准确预报。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Fundamental Study of Neural Network System for Conjecturing Weather in Local Area Using GPS
The GPS is used in surveying recently. The results of GPS surveying contain errors due to the delay of GPS radio waves caused by vapor in the atmosphere. Developed in this study is a system which forecasts local weather by making use of GPS data under the influence of the vapor. The neural network technology was used to relate GPS data to weather conditions. In a preliminary experiment, the simulation of weather forecasting was carried out to select GPS data items to be used in the main experiment. A pilot system was constructed on the GPS data items of the preliminary experiment. The pilot system forecast sunny and rainy weathers correctly. Then the main experiment was carried out, the results of the preliminary one taken into account. In the main experiment, meteorological factors in addition to GPS data were used to construct a forecasting system, which forecast all weathers correctly except a mixture of sunny and cloudy weathers.
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