The aim is to improve information and software support of intellectual system of recognition of objects on the ground. It was formed input mathematical description of data mining system. This description has been made for the purpose of development of intelligent analysis system of information data of drones that can be trained within the current IEI-technology. The mathematical models of the system functioning under training and test conditions has been developed. implemented optimization algorithms and evaluated the effectiveness of the system. The issues of development and implementation of software of optimizing algorithms as well as the issues of assessment the effectiveness of the system have been analyzed.
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