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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References
Jankowski, R., Mahmoud, S.: Earthquake-Induced Structural Pounding. Springer, Switzerland (2015)
Falborski, T., Jankowski, R.: Polymeric bearings – a new base isolation system to reduce structural damage during earthquakes. Key Eng. Mater. 569–570, 143–150 (2013)
Jankowski, R.: Pounding between superstructure segments in multi-supported elevated bridge with three-span continuous deck under 3D non-uniform earthquake excitation. J. Earthq. Tsunami (2015). doi:10.1142/S1793431115500128
Naderpour, H., Barros, R.C., Khatami, S.M., Jankowski, R.: Numerical study on pounding between two adjacent buildings under earthquake excitation. Shock Vib. (2016). doi:10.1155/2016/1504783
Jankowski, R., Mahmoud, S.: Linking of adjacent three-storey buildings for mitigation of structural pounding during earthquakes. Bull. Earthq. Eng. 14(11), 3075–3097 (2016)
Szczepański, M., Migda, W., Jankowski, R.: Construction technology of timber-frame houses resistant to dynamic loads – study on models of exterior walls. Adv. Sci. Technol. Res. J. 9(28), 75–80 (2015)
Dulińska, J., Kawecki, J., Kozioł, K., Stypuła, K., Tatara, T.: Oddziaływania parasejsmiczne przekazywane na obiekty budowlane, Krakow (2014)
PN-85/B-02170: Ocena szkodliwości drgań przekazywanych przez podłoże na budynki (Evaluation of the harmfulness of building vibrations due to ground motion), Polish Committee for Standardization of Measurement and Quality (1985)
Kawecki, J.: Criteria for the evaluation of the effect of vibrations on the historical buildings and humans in buildings in standards approach. Przegląd Bud. R. 86(11) (2015)
Hunaidi, O.: Traffic vibrations in buildings’. Constr. Technol. Update 39, 1–6 (2000)
Stypuła, K., Kawecki, J.: Errors in vibration forecasts and diagnoses concerning evaluation of dynamic influences on buildings. Tech. Trans. Mech. 105, 127–136 (2008)
Stypuła, K.: Wpływ drgań na budynki i ludzi w budynkach – rola badań in situ, multimedial presentation, 29-Jun-2015 (2015)
Firek, K., Rusek, J., Wodyński, A.: Selected methods of data mining and machine learning in risk analysis for developments located in mining areas. Przegląd Gór., T. 72(1) (2016)
Miszewska-Urbańska, E.: Modern management challenges of floating housing development. Real Estate Manag. Valuat. 24(1), 31–40 (2016)
Kawecki, J., Stypuła, K.: Diagnozy a posteriori wpływów drgań drogowych na budynki, in the XXIV Conference on Structural Failures, 26–29 May, pp. 539–546, Szczecin–Międzyzdroje (2009)
Chyży, T., Czech, K.R., Malesza, M., Miedziałowski, C.: Investigations and evaluation of road vibrations influence in historic buildings complex. Wiadomości Konserwatorskie 26, 499–508 (2009)
Czech, R., Miedziałowski, C., Chyży, T.: Wpływ poprawy stanu drogi na redukcję drgań w zabytkowym kompleksie budynków. Mater. Bud. 6, 105–106 (2015)
Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273–297 (1995)
Boser, B.E., Guyon, I. M., Vapnik, V. N.: A training algorithm for optimal margin classifiers. In: Proceedings of the Fifth Annual Workshop on Computational Learning Theory, pp. 144–152 (1992)
Jakubczyk-Gałczyńska, A., Jankowski, R.: Traffic-induced vibrations. The impact on buildings and people. In: Proceedings of the 9th International Conference “Environmental Engineering”, ICEE, vol. 9, Enviro.2014.028, Vilnius Gediminas Technical University (2014)
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Jakubczyk-Gałczyńska, A., Kristowski, A., Jankowski, R. (2018). Application of Support Vector Machine for Determination of Impact of Traffic-Induced Vibrations on Buildings. In: Burduk, A., Mazurkiewicz, D. (eds) Intelligent Systems in Production Engineering and Maintenance – ISPEM 2017. ISPEM 2017. Advances in Intelligent Systems and Computing, vol 637. Springer, Cham. https://doi.org/10.1007/978-3-319-64465-3_16
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DOI: https://doi.org/10.1007/978-3-319-64465-3_16
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