An Introduction to Polynomial and Semi-Algebraic Optimization

An Introduction to Polynomial and Semi-Algebraic Optimization
Author :
Publisher : Cambridge University Press
Total Pages : 355
Release :
ISBN-10 : 9781316240397
ISBN-13 : 1316240398
Rating : 4/5 (398 Downloads)

Book Synopsis An Introduction to Polynomial and Semi-Algebraic Optimization by : Jean Bernard Lasserre

Download or read book An Introduction to Polynomial and Semi-Algebraic Optimization written by Jean Bernard Lasserre and published by Cambridge University Press. This book was released on 2015-02-19 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first comprehensive introduction to the powerful moment approach for solving global optimization problems (and some related problems) described by polynomials (and even semi-algebraic functions). In particular, the author explains how to use relatively recent results from real algebraic geometry to provide a systematic numerical scheme for computing the optimal value and global minimizers. Indeed, among other things, powerful positivity certificates from real algebraic geometry allow one to define an appropriate hierarchy of semidefinite (SOS) relaxations or LP relaxations whose optimal values converge to the global minimum. Several extensions to related optimization problems are also described. Graduate students, engineers and researchers entering the field can use this book to understand, experiment with and master this new approach through the simple worked examples provided.


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