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The study of respiratory forms a major application and publication in the medical field. It characterizes the abnormalities in the breathing pattern, which assists in selecting the appropriate treatment methods. In some cases, respiratory characteristics unravel and point out potential diseases. A medical team gathered data from randomly selected recruits. A huge dataset was prepared, which capture the volume and velocity of the breathed air from the target recruits. This paper presents the results of carrying out some of the signal processing, dimension reduction, and data mining techniques over this dataset. In particular, convolution filter, singular value decomposition and density-based spatial clustering of applications with noise were applied. Inhaling behaviors have been categorized into nine groups but with stochastic noise. Some of the groups are big enough and distinguishable to evaluate with the use of eight types of inhalers the model for velocity versus volume of inhaling. Results will be considered by the medical team for choosing the appropriate inhaler out of five types of inhalers appropriate for each group.

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] Pernyeszi J. , Gerlei I. , Melenyecz J. Exceprts from military water treatment research (in years of 1970 and 1980), with special regard to the reverse osmosis, Part I , (in Hungarian), Haditechnika , Vol. 51

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. National Development Agency guidance document, Environment and Energy Operative Program N o 1.1.1/2F/09-11 (in Hungarian) 2009. Kiss T., Olessák D. Treatment methods of municipal solid waste and possibilities of their

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) Cost Consideration of Separate Collection and Treatment of Biowaste Final Report for Verband der Nordrhein-westfälischen Humus- und Erdenwirtschaft e. V. 19th Nov. 2004 Cost Consideration of

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Buzás K, Budai P., Clement A. Contamination and treatment of highway runoff, Pollack Periodica , Vol. 3, No. 3, 2008, pp. 78–89. Clement A. Contamination and treatment of highway

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Mechanica 1981 41 1 9 Tassi G. Analytical treatment of discrete models for reinforced and

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municipal wastewater treatment using forested wetlands vs. sand filtration in Louisiana, Ecological Economics , Vol. 49, No. 3, 2004, pp. 331–347. Day J. N. A comparative evaluation

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. , Vohra, M. S. Recent developments in aqueous phase bromate (Bro3 -) species treatment using adsorption, reduction, and ion-exchange processes , Desalination and Water Treatment , Vol. 80 , 2017 , pp. 3 – 267 . [14

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welding parameters and heat treatment on weld characteristic in electric arc stud welding, (in Croatian) Zavarivanje , Vol. 51, 2008, pp. 185–194. Kladarić I. The influence of welding

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Pehanich J. L., Blankenhorn P. R., Silsbee M. R. Wood fiber surface treatment level effects on selected mechanical properties of wood fiber-cement composites, Cement and Concrete Research , Vol. 34, 2004, pp. 59

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