On the Rate of Convergence of the Levenberg-Marquardt Method

On the Rate of Convergence of the Levenberg-Marquardt Method
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DOI:
10.1007/978-3-7091-6217-0_18
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发表时间:
2001
期刊:
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影响因子:
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通讯作者:
N. Yamashita;M. Fukushima
N. Yamashita;M. Fukushima
中科院分区:
其他
文献类型:
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作者:
N. Yamashita;M. Fukushima

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本文考虑求解非线性方程组F(x)= 0的Levenberg-Marquardt方法(LMM)的收敛速度,其中F是从Rn到Rm的映射.众所周知,当m = n,F的雅可比矩阵在解x处是非奇异的,并且初始点选择得足够接近x时,LMM具有二次收敛速度。在本文中,我们表明,如果
We consider a rate of convergence of the Levenberg-Marquardt method (LMM) for solving a system of nonlinear equations F(x) = 0, where F is a mapping from Rn into Rm. It is well-known that LMM has a quadratic rate of convergence when m = n, the Jacobian matrix of F is nonsingular at a solution x and an initial point is chosen sufficiently close to x. In this paper, we show that if