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Zeroing Dynamics, Gradient Dynamics, and Newton Iterations

About Zeroing Dynamics, Gradient Dynamics, and Newton Iterations

This book is the first one that shows how to accurately and efficiently solve time-varying problems in real-time or online using continuous- or discrete-time zeroing dynamics. The authors provide a comprehensive treatment of the theory of both static and dynamic neural networks. They develop, analyze, model, simulate, and compare zeroing dynamics models for the online solution of numerous time-varying problems, such as root finding, nonlinear equation solving, matrix inversion, matrix square root finding, quadratic optimization, and inequality solving.

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  • Language:
  • English
  • ISBN:
  • 9781138894082
  • Binding:
  • Paperback
  • Pages:
  • 310
  • Published:
  • December 31, 2025
  • Dimensions:
  • 178x254x0 mm.
Delivery: 10-20 businessdays after publication
Expected delivery: January 23, 2026
  • The book is available for pre-order 3 months before the publication date

Description of Zeroing Dynamics, Gradient Dynamics, and Newton Iterations

This book is the first one that shows how to accurately and efficiently solve time-varying problems in real-time or online using continuous- or discrete-time zeroing dynamics. The authors provide a comprehensive treatment of the theory of both static and dynamic neural networks. They develop, analyze, model, simulate, and compare zeroing dynamics models for the online solution of numerous time-varying problems, such as root finding, nonlinear equation solving, matrix inversion, matrix square root finding, quadratic optimization, and inequality solving.

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