Application of Evolution Strategies to the Design of Tracking Filters with a Large Number of Specifications
EURASIP Journal on Advances in Signal Processing volume 2003, Article number: 689693 (2003)
This paper describes the application of evolution strategies to the design of interacting multiple model (IMM) tracking filters in order to fulfill a large table of performance specifications. These specifications define the desired filter performance in a thorough set of selected test scenarios, for different figures of merit and input conditions, imposing hundreds of performance goals. The design problem is stated as a numeric search in the filter parameters space to attain all specifications or at least minimize, in a compromise, the excess over some specifications as much as possible, applying global optimization techniques coming from evolutionary computation field. Besides, a new methodology is proposed to integrate specifications in a fitness function able to effectively guide the search to suitable solutions. The method has been applied to the design of an IMM tracker for a real-world civil air traffic control application: the accomplishment of specifications defined for the future European ARTAS system.
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Herrero, J.G., Portas, J.A.B., de Jesús, A.B. et al. Application of Evolution Strategies to the Design of Tracking Filters with a Large Number of Specifications. EURASIP J. Adv. Signal Process. 2003, 689693 (2003). https://doi.org/10.1155/S1110865703302057