The science gateway is an important part of many large-scale scientific projects in the fields of Earth, astronomy, the environment and natural disasters. The development of science portals and gateways covers the requirements of large-scale sciences such as earth sciences, astronomy, and all sciences that use the latest version of high-performance computing infrastructure platforms, such as grid, and cloud, or cluster computing. Many research projects are dedicated to this problem. One of the current topics of our research is the application of artificial intelligence in the analysis and classification of hyperspectral imaging data. The article describes the creation, and use of a tool to 3D visualize the results of simulations of this research. The paper describes the use of artificial intelligence methods to create models for detecting and classifying tree species, using hyperspectral images and LiDAR data in the aerial photography of energy line structures and using such methods in the field of Earth's natural hazards and disasters.