Least Squares Fitting Method Based on Bivariate Nonuniform B-Spline and Its Applications in Surveying Engineering
Publication: Journal of Surveying Engineering
Volume 129, Issue 3
Abstract
As a well-known numerical approximation method, the least squares fitting method is widely applied in surveying engineering. The most important and difficult problem in this method is to determine the type of base function to be used, and polynomial is the most frequently used type. But if the degree of polynomial is too high (⩾7), the normal equations are usually ill-conditioned. When we choose the uniform B-spline as the basis, there are two problems: (1) if we require the known data points to be an equidistant grid, it can only be applied in limited field; and (2) if the known data points are scattered, it is very difficult to obtain satisfactory results by using the uniform B-spline method. The purpose of this paper is to present the least squares fitting method based on a bivariate nonuniform B-spline. The principles and algorithms of this least squares fitting method are developed. Based on this method, two numerical simulations and one application in regional gravity field approximation are discussed.
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References
Bellman, R. (1970). Introduction to matrix analysis, 2nd Ed., McGraw-Hill, New York.
Cox, M. G. (1971). “The numerical evaluation of B-splines.” Rep. No. NPL-DNACS-4, National Physical Laboratory, Teddington, U.K.
deBoor, C.(1972). “On calculating with B-spline.” J. Approx. Theory, 6, 50–62.
deBoor, C. (1978). A practical guide to splines, Springer, New York.
Koch, K. R. (1988). Parameter estimation and hypothesis testing in linear models, Springer, Berlin.
Moritz, H., and Sunkel, H. (1978). Approximation methods in geodesy, H. Wichmann, Karlsruhe, Germany.
Ning, J. S., Chao, D. B., and Bian, S. F.(1990). “Research on the gravity field approximation with spline function.” Acta Geodaetica et Cartographica Sinica, 19, 241–248 (in Chinese).
Versprille, K. J. (1974). “Computer-aided design applications of the rational B-spline approximation form.” PhD thesis, Syracuse University, Syracuse, N.Y.
Wang Z. Z. (1990). Principles of photogrammetry (with remote sensing), Publishing House of Surveying and Mapping, Beijing.
Zhu, X. X. (2000). Formative technology of free curves and surfaces, Science Press, Beijing (in Chinese).
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Copyright © 2003 American Society of Civil Engineers.
History
Received: Aug 16, 2000
Accepted: Jun 11, 2002
Published online: Jul 15, 2003
Published in print: Aug 2003
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