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Due to high competition and the need to meet deadlines, modern industries with focus on market demand high availability and reliability of their equipment. With this view, in the last years the maintenance activity has undergone several changes which have led to an evolution in the standpoint of organization and planning of its execution. According to Kardec & Nascif (1998), the direct causes for this development are:

Comparison of Border Descriptors and Pattern Recognition Techniques Applied to Detection and Diagnose of Faults on Sucker-Rod Pumping System