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A high-order modified Levenberg-Marquardt method for systems of nonlinear equations with fourth-order convergence

机译:具有四阶收敛性的非线性方程组的高阶修正Levenberg-Marquardt方法

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摘要

Fan (2014) presented an accelerated modified Levenberg-Marquardt method for nonlinear equations. At every iteration, the accelerated modified LM method computed not only a LM trial step, but also an additional approximate LM step which employed a line search. In this paper, based on the accelerated modified LM method, we compute the approximate LM step one more time at every iteration, and obtain a high-order accelerating modified Levenberg-Marquardt method. Under the local error bound condition which is weaker than nonsingularity, the convergence order of this new method is shown to be fourth. A globally convergence is also given by the trust region technique. Numerical results show that the new method is efficient and could save many calculations of the Jacobian. (C) 2016 Elsevier Inc. All rights reserved.
机译:Fan(2014)为非线性方程式提出了一种改进的改进的Levenberg-Marquardt方法。在每次迭代中,加速的改进LM方法不仅计算LM试验步骤,而且还计算采用行搜索的其他近似LM步骤。在本文中,基于加速改进的LM方法,我们在每次迭代时再计算一次近似LM步长,并获得了高阶加速的改进的Levenberg-Marquardt方法。在弱于非奇异性的局部误差约束条件下,该新方法的收敛阶数为第四。信任域技术也可以实现全局收敛。数值结果表明,该方法是有效的,可以节省许多雅可比计算。 (C)2016 Elsevier Inc.保留所有权利。

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