A note on the Levenberg–Marquardt parameter

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摘要

In [C. Ma, L. Jiang, Some research on Levenberg–Marquardt method for the nonlinear equations, Appl. Math. Comput. 184 (2007) 1032–1040], the LM parameter at the kth iteration is chosen as λk=θ‖Fk‖2+(1-θ)‖JkTFk‖2 where F is the residual function, J is the Jacobi of F, and θ∈[0,1] is a constant. In this note, we point out that the LM parameter can be any combination of ‖Fk‖2 and ‖JkTFk‖2 provided it is positive. Furthermore, we give a more general choice of the LM parameter, and show that the LM method still preserves the quadratic convergence under the local error condition which is weaker than nonsingularity.

论文关键词:Nonlinear equations,Levenberg–Marquardt method,Quadratic convergence

论文评审过程:Available online 9 November 2008.

论文官网地址:https://doi.org/10.1016/j.amc.2008.10.056