基于LSTM的岛礁战场气象环境远程感知技术

Remote Sensing Technology of Meteorological Environment in Island Battlefield Based on LSTM

复杂的地理环境和海洋环境导致岛礁战场气象环境瞬息万变,直接影响岛礁作战指挥决策和武器装备的作战效能。为了实时准确感知岛礁战场各个点位的气象环境信息,实现指挥平台对岛礁战场气象环境的实时监控和有效预测,文章对远程感知技术和温度预测方法进行了研究,并依托Labwindows/CVI软件平台开发了一套岛礁战场气象环境远程感知软件,软件可实时感知岛礁战场的多种气象环境数据,并根据LSTM模型进行温度参数的短时预测。多次实地运行测试证明,软件的设计满足预定需求,温度预测结果与实测结果误差在要求范围内。

The complex geographic and marine environment has led to rapid changes in the meteorological environment of the island battlefield,which directly affects the command and decision-making of the island battlefield and the combat ef⁃fectiveness of weapons and equipment.In order to accurately perceive the meteorological environment information at vari⁃ous points of the island battlefield in real time,and realize the real-time monitoring and effective prediction of the battle⁃field meteorogical environment by the command platform,the paper studies remote sensing technology and temperature prediction methods,a set of remote sensing software for the meteorogical environment of the island battlefield is developed based on the Labwindows/CVI software platform.The software can perceive a variety of meteorological environment data in real time,and perform the short-term prediction of temperature parameters based on the LSTM model.Many field tests have proved that the design of the software meets the predetermined requirements,and the error between the temperature prediction result and the actual measurement result is within the required range.