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Titlebook: Nonlinear Least Squares for Inverse Problems; Theoretical Foundati Guy Chavent Book 2010 Springer Science+Business Media B.V. 2010 analysis

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書目名稱Nonlinear Least Squares for Inverse Problems
副標(biāo)題Theoretical Foundati
編輯Guy Chavent
視頻videohttp://file.papertrans.cn/668/667543/667543.mp4
概述Step-by-step guide to solving Nonlinear Inverse Problems with Least Square methods.Contains a geometric theory to analyze Wellposedness and Optimizability.Detailed analysis of practical issues when so
叢書名稱Scientific Computation
圖書封面Titlebook: Nonlinear Least Squares for Inverse Problems; Theoretical Foundati Guy Chavent Book 2010 Springer Science+Business Media B.V. 2010 analysis
描述The domain of inverse problems has experienced a rapid expansion, driven by the increase in computing power and the progress in numerical modeling. When I started working on this domain years ago, I became somehow fr- tratedtoseethatmyfriendsworkingonmodelingwhereproducingexistence, uniqueness, and stability results for the solution of their equations, but that I was most of the time limited, because of the nonlinearity of the problem, to provethatmyleastsquaresobjectivefunctionwasdi?erentiable....Butwith my experience growing, I became convinced that, after the inverse problem has been properly trimmed, the ?nal least squares problem, the one solved on the computer, should be Quadratically (Q)-wellposed,thatis,both we- posed and optimizable: optimizability ensures that a global minimizer of the least squares function can actually be found using e?cient local optimization algorithms, and wellposedness that this minimizer is stable with respect to perturbation of the data. But the vast majority of inverse problems are nonlinear, and the clas- cal mathematical tools available for their analysis fail to bring answers to these crucial questions: for example, compactness will ensure exi
出版日期Book 2010
關(guān)鍵詞analysis of NLS problems; analysis of nonlinear least square problems; choice of parametrization; inver
版次1
doihttps://doi.org/10.1007/978-90-481-2785-6
isbn_softcover978-94-007-3060-1
isbn_ebook978-90-481-2785-6Series ISSN 1434-8322 Series E-ISSN 2198-2589
issn_series 1434-8322
copyrightSpringer Science+Business Media B.V. 2010
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