کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
383696 660830 2013 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Automatic recognition of industrial tools using artificial intelligence approach
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Automatic recognition of industrial tools using artificial intelligence approach
چکیده انگلیسی

The paper presents an automatic approach to the recognition of the industrial tools on the basis of their image registered by the camera. The solved tasks include: the automatic localization of the tools in the image, preprocessing of the image (binarization, noise removal, filling the holes, normalization, etc.), generation of the numerical descriptors, verification of descriptors in the role of the diagnostic features, selection of the features and final stage of classification of the tools. The efficiency of the developed system has been verified on the example of exemplary set of industrial tools and the results of this verification are presented and discussed in the paper.


► We have developed computerized preprocessing stages of the registered images of industrial tools.
► We have developed system of automatic recognition of industrial tools using SVM and random forest.
► We have performed successful experiments of recognition of 9 classes of tools using our system.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 40, Issue 12, 15 September 2013, Pages 4777–4784
نویسندگان
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