Title :
Non-Clear Typhoon Eye Tracking by Artificial Ant Colony
Author :
Zhang, Q.P. ; Lai, L.L. ; Wei, H. ; Zong, X.F.
Author_Institution :
City Univ., London
Abstract :
Generally, large volumes of complicate and precise computation are required during the tracking process of typhoon eye, especially non-clear ones, which is one of the most important aspects in the forecast and analysis of typhoon. Satellite digital photograph and corresponding interpretation technology make it possible to carry out such task by aid of modern digital and computer means of image processing. By means of constructing solution space and heuristic information, artificial ant colony (AAC) can be used to search for the best path in a constrained region, which provides an approach to obtain precise contour, and is proved to reach the best feasible boundary with minimum energy function value. Therefore, the contour of non-clear typhoon eye can be tracked intelligently, based on the satellite photograph. As an example, the computing methodology produced in this paper was applied in experimental cyclone forecasting by the Shanghai Meteorology Center. The proposed solutions was confirmed to have the potential for successful application to the problem of non-clear typhoon eye tracking, and the system is effective and the performance errors are acceptable for practical applications
Keywords :
artificial intelligence; digital photography; geophysics computing; image segmentation; search problems; storms; tracking; artificial ant colony; cyclone forecasting; image processing; nonclear typhoon eye tracking; satellite digital photograph; Clouds; Cybernetics; Machine learning; Meteorology; Radar tracking; Remote sensing; Satellites; Shape; Space technology; Spirals; Target tracking; Tropical cyclones; Typhoons; Weather forecasting; Typhoon eye; artificial ant colony; contour tracking;
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
DOI :
10.1109/ICMLC.2006.258862