The Traveling Salesman Problem: Optimization with the Attractor-Based Search System (Synthesis Lectures on Operations Research and Applications) - Softcover

Li, Weiqi

Softcover

ISBN 10: 3031357213 ISBN 13: 9783031357213

Verlag: Springer-Verlag GmbH, 2024

Inhaltsangabe

This book presents a new search paradigm for solving the Traveling Salesman Problem (TSP). The intrinsic difficulty of the TSP is associated with the combinatorial explosion of potential solutions in the solution space. The author introduces the idea of using the attractor concept in dynamical systems theory to reduce the search space for exhaustive search for the TSP. Numerous examples are used to describe how to use this new search algorithm to solve the TSP and its variants including: multi-objective TSP, dynamic TSP, and probabilistic TSP. This book is intended for readers in the field of optimization research and application.

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Über die Autorin bzw. den Autor

Weiqi Li, PhD, is an Associate Professor at the University of Michigan – Flint and an affiliated faculty in the Michigan Institute for Data Science at the University of Michigan. His research interests include combinatorial optimization, heuristics, supply chain management, and artificial intelligence. Specifically, Dr. Li’s research focuses on new search methods to solve the traveling salesman problem (TSP).

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This book presents a new search paradigm for solving the Traveling Salesman Problem (TSP). The intrinsic difficulty of the TSP is associated with the combinatorial explosion of potential solutions in the solution space. The author introduces the idea of using the attractor concept in dynamical systems theory to reduce the search space for exhaustive search for the TSP. Numerous examples are used to describe how to use this new search algorithm to solve the TSP and its variants including: multi-objective TSP, dynamic TSP, and probabilistic TSP. This book is intended for readers in the field of optimization research and application.
In addition, this book:

• Provides a complete understanding of the attractor concept in heuristic local searches
• Presents a new search paradigm for solving a NP-complete combinatorial problem
• Introduces the use of the attractor concept in dynamical systems theory to reduce the search space for TSP

Details zur Ausgabe

• Verlag: Springer-Verlag GmbH
• Erscheinungsdatum: 2024
• ISBN 10: 3031357213
• ISBN 13: 9783031357213
• Einband: Tapa blanda
• Sprache: Englisch
• Anzahl der Seiten: 156
• Kontakt zum Hersteller: Nicht verfügbar