Heuristic high-resolution ocean water temperature distribution establishing method based on variational auto-encoder

The invention discloses a heuristic high-resolution ocean water temperature distribution establishing method based on a variational auto-encoder. The method comprises the following steps: 1, collecting a vertical observation value of ocean water temperature in a to-be-tested area; 2, obtaining probability distribution of the vertical observation value on a vertical observation layer according to avariational auto-encoder; 3, obtaining a solution space obtained by the sampling influence model according to the probability distribution, and obtaining a heuristic network according to the solutionspace; and step 4, establishing an ocean water temperature distribution model of the solution space and the heuristic network, and further obtaining the ocean water temperature in the to-be-tested area. 本发明公开了一种基于变分自编码器的启发式高分辨率海洋水温分布建立方法，包括：步骤一、采集待测试区域中海洋水温的垂直观测值；步骤二、根据变分自编码器得到所述垂直观测值在垂直观测层上的概率分布；步骤三、根据所述概率分布得到受采样影响模型所求得的解空间，并根据所述解空间得到启发式网络；步骤四、建立所述解空间和所述启发式网络的海洋水温分布模型，进而得到待测试区域中海洋水温。