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Application of Support Vector Machine for Determination of Impact of Traffic-Induced Vibrations on Buildings

Abstract

The aim of the article is to present an algorithm of Support Vector Machine created to forecast the impact of traffic-induced vibrations on residential buildings. The method is designed to classify the object into one of two classes. The classification into the first class means that there is no impact of vibrations on the building, while classification to the second class indicates the possible influence and suggests the execution of expert studies. Variety of factors affecting impact of vibrations on the structure were taken into account in the algorithm. These factors induce: condition of the road surface, condition of the building, soil type, the distance from the building to the road and type of the vehicle.

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Category:
Conference activity
Type:
materiały konferencyjne indeksowane w Web of Science
Published in:
Advances in Intelligent Systems and Computing no. 637, pages 161 - 167,
ISSN: 2194-5357
Title of issue:
1st International Conference on Intelligent Systems in Production Engineering and Maintenance (ISPEM) strony 161 - 167
Language:
English
Publication year:
2018
Bibliographic description:
Jakubczyk-Gałczyńska A., Kristowski A., Jankowski R..: Application of Support Vector Machine for Determination of Impact of Traffic-Induced Vibrations on Buildings, W: 1st International Conference on Intelligent Systems in Production Engineering and Maintenance (ISPEM), 2018, ,.
DOI:
Digital Object Identifier (open in new tab) 10.1007/978-3-319-64465-3_16
Verified by:
Gdańsk University of Technology

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