The chapter introduces the concept of optimization and its related mathematical treatment. A basic analysis in one dimension is considered, showing a number of illustrative situations, including the effect of bounds. This analysis is then extended to several dimensions, where gradients and hessians are used. A short section comes now for introducing useful MATLAB functions. The chapter ends with some examples (including least-squares fitting) and a summary of the MATLAB Symbolic Toolbox. Several short programs in MATLAB were embedded in the text.

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Fundamental Aspects of Optimization

  • Jose Maria Giron-Sierra

摘要

The chapter introduces the concept of optimization and its related mathematical treatment. A basic analysis in one dimension is considered, showing a number of illustrative situations, including the effect of bounds. This analysis is then extended to several dimensions, where gradients and hessians are used. A short section comes now for introducing useful MATLAB functions. The chapter ends with some examples (including least-squares fitting) and a summary of the MATLAB Symbolic Toolbox. Several short programs in MATLAB were embedded in the text.