Deepti: Deep Learning-Based Tropical Cyclone Intensity Estimation

Maskey, Manil ; Ramachandran, Rahul ; Miller, J J ; Gurung, Iksha ; Freitag, Brian M ; Bollinger, Drew ; da Silva, Daniel ; Molthan, Andrew ; Hain, Christopher ; Cecil, Dan

关键词: CYCLONES;    ELECTRONIC EQUIPMENT;    MODELS;    REAL TIME OPERATION;    SITUATIONAL AWARENESS;    TROPICAL STORMS;    ACTUATORS;    DEPLOYMENT;    DESIGN ANALYSIS;   

RP-ID  :  MSFC-E-DAA-TN63448

学科分类：地球科学(综合)

美国|英语

来源: NASA Technical Reports Server

【 摘 要 】

We present the development of a deep learning model for objective estimation of tropical cyclone intensity at a higher temporal frequency, deployment of the model in production, design and implementation of the tropical cyclone monitoring and intensity estimation system and development of an interactive portal for situational awareness and evaluation of intensity estimation.