Title :
A Knowledge Engineering Method for Track Initiation in Complex Conditions
Author :
Lian-ji, Quan ; Gong-jian, Zhou ; Chang-jun, Yu ; Tai-fan, Quan ; Nai-gang, Cui
Author_Institution :
Dept. of Electron. Eng., Harbin Inst. Of Technol., Harbin, China
Abstract :
In a complex environment radar plot is often changing dramatically, non-uniform, discontinuous, uncertain and containing lots of false alarms. It is difficult for tracking system to form tracks in such complex environment. Traditional track formation methods can not accurately determine the size of track initiation gate and select specific initiation criteria. In this paper, an intelligent information processing method is proposed to solve track initiation in complex environments. The track initiation is considered as a progress of plot identification, classification and fuzzy information processing. According to the integration and fusion of neural network (NN), fuzzy reasoning (FR) and expert system (ES) technology, an intellectualized track initiation knowledge reasoning system is constructed which can realize structural, functional, algorithmic and hierarchical complementation. Further more the adaptive robust learning algorithm and the weighted synthesis reasoning algorithm are used in this system. Real data experiment shows that the proposed knowledge engineering method can effectively solve track initiation problem in complex conditions.
Keywords :
expert systems; fuzzy reasoning; learning (artificial intelligence); neural nets; pattern classification; radar computing; radar tracking; adaptive robust learning algorithm; complex environment radar plot; expert system technology; fuzzy information processing; fuzzy reasoning; intellectualized track initiation knowledge reasoning system; intelligent information processing method; knowledge engineering method; neural network; plot classification; plot identification; tracking system; weighted synthesis reasoning algorithm; Artificial neural networks; Cognition; Information processing; Knowledge engineering; Radar tracking; Target tracking; Thyristors; complex condition; knowledge engineering; track initiation;
Conference_Titel :
Intelligent System Design and Engineering Application (ISDEA), 2010 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-8333-4
DOI :
10.1109/ISDEA.2010.81