Patent ID: 11880015
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A computer readable storage medium that embodies computer executable instructions, which when executed by a computer cause the computer to perform a method comprising:
training a surface field modeling architecture, using an image-based knowledge graph of tropical cyclone data, to produce images of at least surface wind fields and surface rainfall fields from images of at least tropical cyclone tracks and pressure intensities;
preserving low-level features between corresponding initial convolutional layers and deep deconvolving layers of a convolutional encoder/transpose convolutional decoder via skip connections, the low-level features learned by the initial convolutional layers, and giving the deeper deconvolving layers direct access to the low-level features, the deeper deconvolving layers being layers that process data generated by at least one of the initial convolutional layers; and
generating model images of a modeled surface wind field and a modeled surface rainfall field by providing images of at least a user-generated tropical cyclone track and pressure intensity to the trained surface field modeling architecture.