Marine disaster early warning expert system based on data mining

Abstract

The invention provides a marine disaster early warning expert system based on data mining. The system comprises 7 modules including a marine data base, a data mining module, a marine disaster knowledge base, a knowledge acquisition interface, an inference machine, an explanation module and a marine disaster early warning display interface. Marine data are abundant and various, large-scale complicated marine data are simplified and compressed by adopting a fuzzy clustering rough set attribute reduction method, attribute factor information related to the marine disaster is retained to the largest extent, information containing a large amount of knowledge is obtained by using the data mining, the information containing the knowledge is regularly extracted and treated, and then strategy rules capable of predicting the marine disasters are found out. The strategy rules organize and form the marine disaster knowledge base and the inference machine, knowledge rules and data in the knowledge base are used for inference, heuristic method inference and judgment are conducted simulating experts in the marine area, marine disasters are evaluated, levels of the marine disasters are judged, and an explanation program is combined with an early warning threshold value to send out disaster early warning towards users in a simple and visual mode. The system effectively solves problems of shortage of expert early warning and marine knowledge personnel on the marine disasters, and provides new ways and methods for popularizing scientific marine disaster early warning technology.

Description

technical field [0001] The invention relates to an evaluation standard of marine disasters, a disaster judgment level, and an expert system for early warning of marine disasters. Background technique [0002] my country is one of the countries most severely affected by marine disasters in the world. With global warming, frequent occurrence of extreme weather events and rapid development of coastal economy, coastal areas are facing increasing pressure on marine disaster prevention and mitigation. At present, a three-dimensional observation system consisting of various buoys, submarine buoys, satellites, radars, aircrafts, ships and shore-based (island) observation stations has been initially formed in China, and a large amount of marine data has been obtained. At the same time, through the international data exchange window , to obtain global marine environmental element data, and already has a large amount of precious marine scientific data and related information. How to m...

AI Technical Summary

Problems solved by technology

The expert system formed by organizing these strategies and rules simulates the heuristic reasoning and judgment of marine experts on a certain marine disaster, predicts marine disasters, and issues alarms, effectively solving the problems of expert early warning and marine knowledge personnel shortage in marine disasters. It provides a new way and means for the promotion of scientific marine disaster early warning technology

Images