Neural networks and neuro-fuzzy systems applied to the analysis of selected problems of geodesy

• Autorzy: Mrówczyńska, M.
• Języki publikacji: EN

Abstrakty

EN

The article presents possibilities of using different artificial neural networks and neuro-fuzzy systems to solve certain engineering geodesy tasks. Special attention is paid to tasks connected with the construction of a numerical terrain model, transformation of coordinates from the “1965” system into the “2000” system, and prediction of a time series on the basis of results of GPS measurements. The paper also includes a short description of those neural networks and neuro-fuzzy systems that provided good quality solutions of the tasks undertaken. The goal of the article is to review the papers published in the years 2005–2010.

Słowa kluczowe

PL

sieci neuronowe; systemy neuronowo-rozmyte; geodezja

EN

neural networks; neuro-fuzzy system; geodesy

• Czasopismo: Computer Assisted Mechanics and Engineering Sciences
• Rocznik: 2011
• Tom: Vol. 18, no. 3
• Strony: 161-173
• Opis fizyczny: Bibliogr. 22 poz., rys., tab., wykr.

Twórcy

autor

Mrówczyńska, M.

• University of Zielona Góra Z. Szafrana 1, 65-516 Zielona Góra, Poland,

Bibliografia

• [1] A. Barsi. Performing coordinate transformation by artificial neural network, Allgemeine VermessungsNachrichten 4/2001.
• [2] L. Brillouin. Science and information theory [in Polish], PWN, Warszawa, 1969.
• [3] W. Feller. An introduction to probability theory and its applications [in Polish], PWN, Warszawa, 1980.
• [4] J. Gil. Examples of applications of neural networks in geodesy [in Polish], Publishing House of the University of Zielona Góra, Zielona Góra, 2006.
• [5] J. Gil, M. Mrówczyńska. Applying a neural network of Hopfield type for recognizing the dynamics of unequal displacements of buildings located on the expansive grounds [in Polish], Publisher of the Silesian University of Technology, Gliwice 2008.
• [6] J. Hertz, A. Krogh, R.G. Palmer, Introduction to the theory of neural computation [in Polish], WNT, Warszawa, 1993.
• [7] J.S. Jang, C.T. Sun, E. Mitzutani. Neuro-Fuzzy and Soft Computing, Prentice Hall, New York, 1997.
• [8] R. Kadaj. Problems of geodesic and cartographic resources transformation to “2000” system [in Polish], 1th Technical and Scientific National Conference “Numerical cartography and geodetic science”, Rzeszów 2005.
• [9] A. Kiełbasiński, H. Schwetlick. Numerical linear algebra [in Polish], WNT, Warszawa 1992.
• [10] M. Kłos, Z. Waszczyszyn. Application of cascade neural networks for identification of elastic circular arch parameters, Computers &Structures, 89: 581–589, 2011.
• [11] R.A. Kosiński. Artificial neural networks. Nonlinear dynamics and chaos [in Polish], WNT, Warszawa, 2004.
• [12] L.S. Lin. Application of neural network and least squares collocation to GPS height Transformation, Asian Association on Remote Sensing, Beijing, 2009.
• [13] J. Łęski. Neuro fuzzy systems [in Polish], WNT, Warszawa, 2008.
• [14] M. Mrówczyńska. A numerical experiment of transformation of coordinate system by means of neural networks and neuro fuzzy systems [in Polish], Review of the Geodetic, No. 12, Warszawa, 2009.
• [15] M. Mrówczyńska. Approximation abilities of neuro-fuzzy networks, Geodesy and Cartography, Warszawa, 59(1): 2010.
• [16] M. Mrówczyńska. Identification reference system of levelling network on the area of Legnica-Głogów copper district [in Polish], Acta Geodesia et Descriptio Terrarum, Wrocław 2010.
• [17] M. Mrówczyńska. The accuracy and efficiency of the relief features using neural networks [in Polish], Ph.D. Thesis, Warsaw University of Technology, 2005.
• [18] S. Osowski. Neural networks for information processing [in Polish], Publishing House of the Warsaw University of Technology, Warszawa, 2006.
• [19] L. Rutkowski. Methods and techniques of artificial intelligence [in Polish], Polish Scientific Publishers PWN, Warszawa 2006.
• [20] A. Stateczny, T. Praczyk. Artifical neural networks in the diagnosis of marine facilities [in Polish], Gdansk Scientific Society, Gdynia 2002.
• [21] R. Szpunar, J. Walo, A. Pachuta, T. Olszak. Study of the use OFT kinematic solution for monitoring of engineering objects [in Polish], 6th Scientific and Technical Conference, Warszawa-Białobrzegi, 2003.
• [22] Technical Guidelines G-1.10, Formulas and parameters mapping coordinate systems [in Polish], Head Office of Geodesy and Cartography, Warszawa 2001.