Buch, Englisch, 111 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 201 g
Newly Updated with Java Implementation and Parallelization
Buch, Englisch, 111 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 201 g
Reihe: SpringerBriefs in Optimization
ISBN: 978-3-030-02374-4
Verlag: Springer International Publishing
This book explores the updated version of the GLOBAL algorithm which contains improvements for a local search algorithm and new Java implementations. Efficiency comparisons to earlier versions and on the increased speed achieved by the parallelization, are detailed. Examples are provided for students as well as researchers and practitioners in optimization, operations research, and mathematics to compose their own scripts with ease. A GLOBAL manual is presented in the appendix to assist new users with modules and test functions.
GLOBAL is a successful stochastic multistart global optimization algorithm that has passed several computational tests, and is efficient and reliable for small to medium dimensional global optimization problems. The algorithm uses clustering to ensure efficiency and is modular in regard to the two local search methods it starts with, but it can also easily apply other local techniques. The strength of this algorithm lies in its reliability and adaptive algorithm parameters. The GLOBAL algorithm is free to download also in the earlier Fortran, C, and MATLAB implementations.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik Mathematik Numerik und Wissenschaftliches Rechnen Optimierung
- Mathematik | Informatik Mathematik Operations Research
- Mathematik | Informatik Mathematik Mathematische Analysis
- Mathematik | Informatik Mathematik Numerik und Wissenschaftliches Rechnen Angewandte Mathematik, Mathematische Modelle
- Mathematik | Informatik EDV | Informatik Informatik Mathematik für Informatiker
Weitere Infos & Material
1. Introduction. - 2. Local search techniques. - 3.The GLOBALJ framework. - 4. Parallelization. - 5. Example. - 6. Appendix: Users manual.
