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books
| book details |
NETWORK CONTROLLABILITY ROBUSTNESS: ANALYSIS, EVALUATION AND OPTIMIZATION
By (author) Yang Lou, By (author) Lin Wang, By (author) Guanrong Chen
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| on special |
normal price: R 3 509.95
Price: R 3 333.95
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| book description |
This book studies the important notion of controllability robustness for complex dynamical networks in the linear or linearized settings. Chapter 1 provides an overview of network controllability and controllability robustness, as well as some preliminaries and research problems. Chapter 2 introduces the basic concept and knowledge of network controllability, covering definitions, computational methods, and evaluation metrics. It explores key topological features of the controllability robustness. Chapter 3 analyzes the controllability robustness in complex networks, introducing key metrics, attack strategies, hierarchical attack methods, simulation criteria, and analytical models. Chapter 4 explores techniques for enhancing the controllability robustness, introducing robustness-oriented models, metaheuristic-based optimization, and an empirical necessary condition verified through extensive experiments. Chapter 5 examines data-driven approaches for evaluating the controllability robustness, focusing on input representation, model architecture, and output interpretation, from a machine learning-based approach. Chapter 6 introduces a framework for assessing and visualizing the controllability robustness enhancement potential, leveraging data-driven methods to deliver accurate predictions and interpretability at low computational cost. Finally, Chapter 7 reviews recent advancements, identifies key challenges, and outlines future directions in network controllability robustness studies.
| product details |
Normally shipped |
Publisher | World Scientific Publishing Co Pte Ltd
Published date | 12 Jun 2026
Language |
Format | Hardback
Pages | 236
Dimensions | 0 x 0 x 0mm (L x W x H)
Weight | 0g
ISBN | 978-9-8198-3358-0
Readership Age |
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