Linear homotopy solution of nonlinear systems of equations in geodesy

A fundamental task in geodesy is solving systems of equations. Many geodetic problems are represented as systems of multivariate polynomials. A common problem in solving such systems is improper initial starting values for iterative methods, leading to convergence to solutions with no physical meani...

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Main Authors: Palancz, B., Awange, Joseph, Zaletnyik, P., Lewis, R.
Format: Journal Article
Published: Springer - Verlag 2010
Subjects:
Online Access:http://hdl.handle.net/20.500.11937/29719
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author Palancz, B.
Awange, Joseph
Zaletnyik, P.
Lewis, R.
author_facet Palancz, B.
Awange, Joseph
Zaletnyik, P.
Lewis, R.
author_sort Palancz, B.
building Curtin Institutional Repository
collection Online Access
description A fundamental task in geodesy is solving systems of equations. Many geodetic problems are represented as systems of multivariate polynomials. A common problem in solving such systems is improper initial starting values for iterative methods, leading to convergence to solutions with no physical meaning, or to convergence that requires global methods. Though symbolic methods such as Groebner bases or resultants have been shown to be very efficient, i.e., providing solutions for determined systems such as 3-point problem of 3D affine transformation, the symbolic algebra can be very time consuming, even with special Computer Algebra Systems (CAS). This study proposes the Linear Homotopy method that can be implemented easily in high-level computer languages like C++ and Fortran that are faster than CAS by at least two orders of magnitude. Using Mathematica, the power of Homotopy is demonstrated in solving three nonlinear geodetic problems: resection, GPS positioning, and affine transformation. The method enlarging the domain of convergence is found to be efficient, less sensitive to rounding of numbers, and has lower complexity compared to other local methods like Newton–Raphson.
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spelling curtin-20.500.11937-297192017-09-13T15:55:37Z Linear homotopy solution of nonlinear systems of equations in geodesy Palancz, B. Awange, Joseph Zaletnyik, P. Lewis, R. GPS positioning Nonlinear systems of equations Resection Affine transformation Homotopy A fundamental task in geodesy is solving systems of equations. Many geodetic problems are represented as systems of multivariate polynomials. A common problem in solving such systems is improper initial starting values for iterative methods, leading to convergence to solutions with no physical meaning, or to convergence that requires global methods. Though symbolic methods such as Groebner bases or resultants have been shown to be very efficient, i.e., providing solutions for determined systems such as 3-point problem of 3D affine transformation, the symbolic algebra can be very time consuming, even with special Computer Algebra Systems (CAS). This study proposes the Linear Homotopy method that can be implemented easily in high-level computer languages like C++ and Fortran that are faster than CAS by at least two orders of magnitude. Using Mathematica, the power of Homotopy is demonstrated in solving three nonlinear geodetic problems: resection, GPS positioning, and affine transformation. The method enlarging the domain of convergence is found to be efficient, less sensitive to rounding of numbers, and has lower complexity compared to other local methods like Newton–Raphson. 2010 Journal Article http://hdl.handle.net/20.500.11937/29719 10.1007/s00190-009-0346-x Springer - Verlag restricted
spellingShingle GPS positioning
Nonlinear systems of equations
Resection
Affine transformation
Homotopy
Palancz, B.
Awange, Joseph
Zaletnyik, P.
Lewis, R.
Linear homotopy solution of nonlinear systems of equations in geodesy
title Linear homotopy solution of nonlinear systems of equations in geodesy
title_full Linear homotopy solution of nonlinear systems of equations in geodesy
title_fullStr Linear homotopy solution of nonlinear systems of equations in geodesy
title_full_unstemmed Linear homotopy solution of nonlinear systems of equations in geodesy
title_short Linear homotopy solution of nonlinear systems of equations in geodesy
title_sort linear homotopy solution of nonlinear systems of equations in geodesy
topic GPS positioning
Nonlinear systems of equations
Resection
Affine transformation
Homotopy
url http://hdl.handle.net/20.500.11937/29719