A New Meta-heuristic Optimization Algorithm Based on the String Theory Paradigm from Physics - Oscar Castillo, Luis Rodriguez

A New Meta-heuristic Optimization Algorithm Based on the String Theory Paradigm from Physics

Buch | Softcover
VIII, 71 Seiten
2021 | 1st ed. 2022
Springer International Publishing (Verlag)
978-3-030-82287-3 (ISBN)
90,94 inkl. MwSt

This book focuses on the fields of nature-inspired algorithms, optimization problems and fuzzy logic. In this book, a new metaheuristic based on String Theory from Physics is proposed. It is important to mention that we have proposed the new algorithm to generate new potential solutions in optimization problems in order to find new ways that could improve the results in solving these problems. We are presenting the results for the proposed method in different cases of study. The first case, is optimization of traditional benchmark mathematical functions. The second case, is the optimization of benchmark functions of the CEC 2015 Competition and we are also presenting results of the CEC 2017 Competition on Constrained Real-Parameter Optimization that are problems that contain the presence of constraints that alter the shape of the search space making them more difficult to solve. Finally, in the third case, we are presenting the optimization of a fuzzy inference system, specificallyfor finding the optimal design of a fuzzy controller for an autonomous mobile robot. It is important to mention that in all study cases we are presenting statistical tests in or-der to validate the performance of proposed method. In summary, we believe that this book will be of great interest to a wide audience, ranging from engineering and science graduate students, to researchers and professors in computational intelligence, metaheuristics, optimization, robotics and control.

Introduction.- Literature Review.- String Theory Algorithm.- Simulation Results.- Conclusions

Erscheinungsdatum
Reihe/Serie SpringerBriefs in Applied Sciences and Technology
SpringerBriefs in Computational Intelligence
Zusatzinfo VIII, 71 p. 33 illus., 28 illus. in color.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 136 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Angewandte Mathematik
Naturwissenschaften Physik / Astronomie Hochenergiephysik / Teilchenphysik
Naturwissenschaften Physik / Astronomie Quantenphysik
Technik
Schlagworte bio-inspired algorithm • Fuzzy Logic • Metaheuristics • Optimization Problems • String Theory
ISBN-10 3-030-82287-7 / 3030822877
ISBN-13 978-3-030-82287-3 / 9783030822873
Zustand Neuware
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