Marco Locatelli, Fabio Schoen ... 445 pages - Publisher: SIAM-Society for Industrial and Applied Mathematics (October, 2013) ... Language: English - ISBN-10: 1611972663 - ISBN-13: 978-1611972665.
This volume contains a thorough overview of the rapidly growing field of
global optimization, with chapters on key topics such as complexity,
heuristic methods, derivation of lower bounds for minimization problems,
and branch-and-bound methods and convergence. The final
chapter offers both benchmark test problems and applications of global
optimization, such as finding the conformation of a molecule or planning
an optimal trajectory for interplanetary space travel. An appendix
provides fundamental information on convex and concave functions.
Audience: Global Optimization
is intended for Ph.D. students, researchers, and practitioners looking
for advanced solution methods to difficult optimization problems. It can
be used as a supplementary text in an advanced graduate-level seminar. Contents:
Chapter 1: Introduction; Chapter 2: Complexity; Chapter 3: Heuristics;
Chapter 4: Lower Bounds; Chapter 5: Branch and Bound; Chapter 6:
Problems; Appendix A: Basic Definitions and Results on Convexity;
Appendix B: Notation.